Condition: Naive vs Guided — both conditions, scored identically
Figures shown: every individual run's raw integer response (10 per model), naive and guided in separate tables — not accuracy

Page generated: 2026-08-16
Data (model runs) generated: 2026-04-11
Scoring inputs: ground truth cc2ed8f5, evaluate.py 845b70e9

Counting Errors per Run: Raw Responses

← Mean-per-page comparison (visualization)

Every individual model run for each of the 10 counting questions. Rows are grouped by page; within each page, one row per model showing all 10 individual run responses against the ground truth. Cells are color-coded by signed error magnitude.

Cell color: correct (error 0) ±1 ±2 ±3 ±4 or more no parseable response

Q7: Archivist marks

Naive (no expert guidance)

Page	Model	GT	r1	r2	r3	r4	r5	r6	r7	r8	r9	r10
1	Claude	1	0	0	0	0	0	0	0	0	0	0
	GPT	1	1	1	0	0	1	1	1	1	0	0
	Gemini 2.5	1	1	3	4	3	1	4	3	1	1	3
	Gemini 3.1	1	1	1	1	1	1	1	1	1	1	1
	Claude (thinking)	1	0	0	0	0	0	0	0	0	0	0
2	Claude	1	0	0	0	0	0	0	0	0	0	0
	GPT	1	2	2	2	2	2	2	2	2	2	2
	Gemini 2.5	1	2	2	2	2	1	1	2	1	2	1
	Gemini 3.1	1	0	0	0	0	0	0	0	0	0	0
	Claude (thinking)	1	0	0	0	0	0	10	0	0	0	0
3	Claude	0	0	0	0	0	0	0	0	0	0	0
	GPT	0	1	1	1	1	1	1	1	1	1	1
	Gemini 2.5	0	2	2	4	2	2	2	4	2	4	4
	Gemini 3.1	0	0	0	0	0	0	0	0	0	0	0
	Claude (thinking)	0	0	0	0	0	0	0	0	0	0	0
4	Claude	0	0	0	0	0	0	0	0	0	0	0
	GPT	0	0	0	0	0	0	0	0	0	0	0
	Gemini 2.5	0	0	0	0	0	0	0	0	0	0	0
	Gemini 3.1	0	0	0	0	0	0	0	0	0	0	0
	Claude (thinking)	0	0	0	0	0	0	0	0	0	0	0
5	Claude	0	0	0	0	0	0	0	0	0	0	0
	GPT	0	1	1	1	0	0	0	0	0	0	0
	Gemini 2.5	0	6	0	0	0	6	0	6	6	6	0
	Gemini 3.1	0	0	0	0	0	0	0	0	0	0	0
	Claude (thinking)	0	0	0	0	3	0	0	0	0	0	0
6	Claude	2	2	2	0	2	2	0	0	2	2	2
	GPT	2	0	0	0	0	0	0	0	0	0	0
	Gemini 2.5	2	5	1	1	2	1	5	5	5	2	2
	Gemini 3.1	2	0	0	0	0	0	0	0	0	0	0
	Claude (thinking)	2	2	2	2	2	0	2	8	5	2	2
7	Claude	1	1	1	1	1	1	1	1	1	1	1
	GPT	1	2	2	3	3	2	2	2	2	3	2
	Gemini 2.5	1	2	2	1	2	2	2	1	1	2	2
	Gemini 3.1	1	1	1	1	1	1	1	1	1	1	1
	Claude (thinking)	1	0	0	0	0	0	0	0	1	0	0
8	Claude	1	0	0	0	0	0	0	0	0	0	0
	GPT	1	0	0	0	0	0	0	0	0	0	0
	Gemini 2.5	1	1	1	1	1	4	1	1	1	1	4
	Gemini 3.1	1	0	0	0	0	0	0	0	0	0	0
	Claude (thinking)	1	0	0	0	0	0	0	0	0	0	0
9	Claude	0	0	0	0	0	0	0	0	0	0	0
	GPT	0	0	0	0	0	0	0	0	0	0	0
	Gemini 2.5	0	0	0	0	0	0	0	0	0	0	0
	Gemini 3.1	0	6	6	6	6	6	6	6	6	6	6
	Claude (thinking)	0	0	0	0	0	0	0	0	0	0	0
10	Claude	1	0	0	0	0	0	0	0	0	0	0
	GPT	1	0	0	0	0	0	0	0	0	0	0
	Gemini 2.5	1	1	1	1	1	1	1	1	1	1	1
	Gemini 3.1	1	0	0	0	0	0	0	0	0	0	0
	Claude (thinking)	1	0	0	6	4	0	8	0	6	0	0
11	Claude	1	0	0	0	0	0	0	0	0	0	0
	GPT	1	0	0	0	0	0	0	0	0	0	0
	Gemini 2.5	1	0	0	0	0	0	0	0	0	0	0
	Gemini 3.1	1	0	0	0	0	0	0	0	0	0	0
	Claude (thinking)	1	0	0	0	1	1	1	0	1	0	0
12	Claude	1	1	1	1	1	1	1	1	1	1	1
	GPT	1	0	0	0	0	0	0	0	0	0	0
	Gemini 2.5	1	1	1	1	1	1	1	1	1	2	1
	Gemini 3.1	1	1	1	1	0	0	0	1	1	1	0
	Claude (thinking)	1	1	1	1	1	1	1	1	1	1	1
13	Claude	0	0	0	0	0	0	0	0	0	0	0
	GPT	0	1	1	0	0	1	0	0	0	2	2
	Gemini 2.5	0	6	6	0	0	6	6	6	6	0	6
	Gemini 3.1	0	0	0	0	0	0	0	0	0	0	0
	Claude (thinking)	0	0	0	0	0	0	0	0	0	0	0
14	Claude	0	0	0	0	0	0	0	0	0	0	0
	GPT	0	0	0	0	0	0	0	0	0	0	0
	Gemini 2.5	0	18	0	16	18	18	16	0	16	0	16
	Gemini 3.1	0	0	0	0	0	0	0	0	0	0	0
	Claude (thinking)	0	0	0	0	0	0	0	0	0	0	0
15	Claude	0	0	0	0	0	0	0	0	0	0	0
	GPT	0	0	0	0	0	0	0	0	0	0	0
	Gemini 2.5	0	5	5	5	0	0	1	5	1	0	4
	Gemini 3.1	0	0	0	0	0	0	0	0	0	0	0
	Claude (thinking)	0	0	0	0	0	0	0	0	0	0	0
16	Claude	1	0	0	0	0	0	0	0	0	0	0
	GPT	1	0	0	0	0	0	0	0	0	0	0
	Gemini 2.5	1	8	8	8	8	8	8	8	8	9	8
	Gemini 3.1	1	0	0	0	0	0	0	0	0	0	0
	Claude (thinking)	1	0	0	0	0	0	0	0	0	0	0
17	Claude	1	5	5	5	0	5	5	0	5	5	0
	GPT	1	0	0	0	0	0	2	0	0	0	0
	Gemini 2.5	1	1	1	1	1	1	1	1	1	1	1
	Gemini 3.1	1	1	1	1	1	1	1	1	1	1	1
	Claude (thinking)	1	3	0	3	6	0	6	3	5	3	6
18	Claude	1	0	0	0	0	0	0	0	0	0	0
	GPT	1	1	1	0	0	0	0	0	1	0	0
	Gemini 2.5	1	2	2	12	12	2	2	2	2	1	1
	Gemini 3.1	1	0	0	0	0	0	0	0	0	0	0
	Claude (thinking)	1	0	0	0	0	0	0	0	0	0	0
19	Claude	0	0	0	0	0	0	0	0	0	0	0
	GPT	0	0	0	0	0	0	0	0	0	0	0
	Gemini 2.5	0	15	2	15	2	15	2	15	15	2	2
	Gemini 3.1	0	0	0	0	0	0	0	0	0	0	0
	Claude (thinking)	0	0	0	0	0	0	0	0	0	0	0
20	Claude	2	0	0	0	0	0	0	0	0	0	0
	GPT	2	6	6	6	6	6	6	4	4	6	6
	Gemini 2.5	2	2	4	2	2	2	2	2	2	4	4
	Gemini 3.1	2	3	3	3	3	3	3	3	3	3	3
	Claude (thinking)	2	0	0	0	0	0	0	0	0	0	0
21	Claude	1	0	0	0	0	0	0	0	0	0	0
	GPT	1	0	0	0	0	0	0	0	0	0	0
	Gemini 2.5	1	3	5	3	2	3	2	5	2	3	3
	Gemini 3.1	1	1	1	1	1	1	1	1	1	1	1
	Claude (thinking)	1	0	0	0	0	0	0	0	0	0	0
22	Claude	1	0	0	0	0	0	0	0	0	0	0
	GPT	1	0	0	0	0	0	0	0	0	0	0
	Gemini 2.5	1	0	16	2	2	0	2	0	17	16	16
	Gemini 3.1	1	0	0	0	0	0	0	0	0	0	0
	Claude (thinking)	1	0	0	0	0	0	0	0	0	0	0
23	Claude	2	0	0	0	0	0	0	0	0	0	0
	GPT	2	0	0	0	0	0	0	0	0	0	0
	Gemini 2.5	2	9	0	0	2	9	0	12	2	2	9
	Gemini 3.1	2	2	0	2	2	2	0	2	2	2	2
	Claude (thinking)	2	2	2	0	4	0	2	4	3	5	6
24	Claude	0	0	0	0	0	0	0	0	0	0	0
	GPT	0	0	0	0	0	0	0	0	0	1	0
	Gemini 2.5	0	0	13	0	0	6	0	11	0	6	13
	Gemini 3.1	0	0	0	0	0	0	0	0	0	0	0
	Claude (thinking)	0	0	0	0	0	0	0	0	0	0	0
25	Claude	1	0	0	0	0	0	0	0	0	0	0
	GPT	1	0	0	0	0	0	0	0	0	0	0
	Gemini 2.5	1	0	0	0	0	0	0	0	0	0	0
	Gemini 3.1	1	0	0	0	0	0	0	0	0	0	0
	Claude (thinking)	1	0	0	0	0	0	0	0	0	0	0
26	Claude	0	0	0	0	0	0	0	0	0	0	0
	GPT	0	0	0	0	0	0	0	0	0	0	0
	Gemini 2.5	0	0	0	0	0	0	0	0	0	0	0
	Gemini 3.1	0	0	0	0	0	0	0	0	0	0	0
	Claude (thinking)	0	0	0	0	0	0	0	0	0	0	0
27	Claude	0	0	0	0	0	0	0	0	0	0	0
	GPT	0	0	0	0	0	0	0	0	0	0	0
	Gemini 2.5	0	0	0	0	0	0	0	0	0	0	0
	Gemini 3.1	0	0	0	0	0	0	0	0	0	0	0
	Claude (thinking)	0	0	5	0	5	0	0	2	0	4	12
28	Claude	0	0	0	0	0	0	0	0	0	0	0
	GPT	0	0	0	0	0	0	0	0	0	0	0
	Gemini 2.5	0	16	15	15	16	16	0	15	16	15	15
	Gemini 3.1	0	0	0	0	0	0	0	0	0	0	0
	Claude (thinking)	0	0	0	0	0	0	0	0	0	0	0
29	Claude	0	0	0	0	0	0	0	0	0	0	0
	GPT	0	0	0	0	0	0	0	0	0	0	0
	Gemini 2.5	0	0	0	0	0	0	0	0	0	0	0
	Gemini 3.1	0	0	0	0	0	0	0	0	0	0	0
	Claude (thinking)	0	0	0	0	0	0	0	0	0	0	0
30	Claude	0	0	0	0	0	0	0	0	0	0	0
	GPT	0	0	0	0	0	0	0	0	0	0	0
	Gemini 2.5	0	0	0	0	0	0	0	0	0	0	0
	Gemini 3.1	0	0	0	0	0	0	0	0	0	0	0
	Claude (thinking)	0	0	0	0	0	0	0	0	0	0	0
31	Claude	1	1	1	1	1	1	1	1	1	1	0
	GPT	1	1	0	1	1	1	1	1	0	1	1
	Gemini 2.5	1	1	1	1	1	1	1	1	1	1	1
	Gemini 3.1	1	1	1	1	1	1	1	1	1	1	1
	Claude (thinking)	1	1	1	1	0	1	1	1	1	1	1
32	Claude	2	1	1	1	1	1	1	1	1	1	1
	GPT	2	3	3	3	2	3	3	2	2	2	3
	Gemini 2.5	2	5	2	2	5	2	2	5	5	5	2
	Gemini 3.1	2	2	2	2	2	2	2	2	2	2	2
	Claude (thinking)	2	2	2	2	2	2	2	2	2	2	2
33	Claude	0	0	0	0	0	0	0	0	0	0	0
	GPT	0	0	0	0	0	0	0	0	0	0	0
	Gemini 2.5	0	10	9	9	7	10	10	10	7	7	7
	Gemini 3.1	0	0	0	0	0	0	0	0	0	0	0
	Claude (thinking)	0	0	0	3	8	8	3	8	10	0	8
34	Claude	2	4	4	4	3	4	4	4	2	3	4
	GPT	2	2	1	2	2	1	2	2	2	2	2
	Gemini 2.5	2	2	2	1	2	2	2	1	3	2	3
	Gemini 3.1	2	1	1	1	1	1	1	1	1	1	1
	Claude (thinking)	2	2	2	2	2	2	2	2	2	2	2
35	Claude	1	1	2	1	1	1	1	1	1	1	2
	GPT	1	1	1	1	1	1	1	1	2	1	1
	Gemini 2.5	1	1	1	1	1	1	1	1	1	1	1
	Gemini 3.1	1	1	1	1	1	1	1	1	1	1	1
	Claude (thinking)	1	1	2	1	1	1	1	1	1	1	1
36	Claude	3	0	0	0	0	0	0	0	0	0	0
	GPT	3	3	2	2	3	2	3	2	2	2	2
	Gemini 2.5	3	1	1	1	1	1	1	1	3	3	1
	Gemini 3.1	3	2	2	2	2	2	2	2	2	2	2
	Claude (thinking)	3	1	1	2	1	1	0	2	1	1	0
37	Claude	4	2	2	2	2	2	2	2	2	2	2
	GPT	4	2	2	2	1	2	2	2	1	1	2
	Gemini 2.5	4	4	4	5	1	4	1	4	5	4	5
	Gemini 3.1	4	4	4	4	4	4	4	4	4	4	4
	Claude (thinking)	4	2	2	2	2	2	2	2	2	2	2
38	Claude	0	0	0	0	0	0	0	0	0	0	0
	GPT	0	0	0	0	0	0	0	0	0	0	0
	Gemini 2.5	0	0	0	0	0	0	0	0	0	0	0
	Gemini 3.1	0	1	1	1	1	1	1	1	1	1	1
	Claude (thinking)	0	0	0	0	0	0	0	0	0	0	0
39	Claude	1	1	1	1	1	1	1	1	1	1	1
	GPT	1	0	0	0	0	0	0	0	0	0	0
	Gemini 2.5	1	1	1	1	1	1	1	1	1	1	1
	Gemini 3.1	1	1	1	1	1	1	1	1	1	1	1
	Claude (thinking)	1	1	1	1	1	1	1	1	1	1	1

Guided (with expert guidance)

Page	Model	GT	r1	r2	r3	r4	r5	r6	r7	r8	r9	r10
1	Claude	1	2	3	3	2	3	3	2	2	3	2
	GPT	1	1	1	2	1	1	1	1	1	1	2
	Gemini 2.5	1	1	1	1	1	1	1	1	1	1	1
	Gemini 3.1	1	1	1	1	1	1	1	1	1	1	1
	Claude (thinking)	1	3	1	1	3	0	1	0	1	3	0
2	Claude	1	0	0	2	0	2	0	0	—	2	0
	GPT	1	0	0	0	0	0	0	0	0	0	0
	Gemini 2.5	1	2	2	2	2	2	2	2	2	2	2
	Gemini 3.1	1	0	0	0	0	0	0	0	0	0	0
	Claude (thinking)	1	0	0	2	0	2	0	1	2	2	2
3	Claude	0	0	0	0	0	0	0	0	0	0	0
	GPT	0	0	0	0	0	0	0	0	0	0	1
	Gemini 2.5	0	1	1	1	1	1	1	1	0	0	1
	Gemini 3.1	0	0	0	0	0	0	0	0	0	0	0
	Claude (thinking)	0	0	0	0	0	0	0	0	0	0	0
4	Claude	0	0	0	0	0	0	0	0	0	0	0
	GPT	0	0	0	0	0	0	0	0	0	0	0
	Gemini 2.5	0	0	0	0	0	0	0	0	0	0	0
	Gemini 3.1	0	0	0	0	0	0	0	0	0	0	0
	Claude (thinking)	0	0	0	0	0	0	0	0	0	0	0
5	Claude	0	0	0	0	0	0	0	0	0	0	0
	GPT	0	0	0	0	0	0	0	0	0	0	0
	Gemini 2.5	0	0	0	0	0	0	0	0	0	0	0
	Gemini 3.1	0	0	0	0	0	0	0	0	0	0	0
	Claude (thinking)	0	0	0	0	0	0	0	0	0	0	0
6	Claude	2	1	1	1	1	1	1	1	1	1	1
	GPT	2	0	0	0	0	0	0	0	0	0	0
	Gemini 2.5	2	2	2	1	2	2	2	1	2	2	2
	Gemini 3.1	2	0	1	1	1	1	1	1	1	1	1
	Claude (thinking)	2	1	1	1	1	1	1	1	1	1	1
7	Claude	1	0	0	0	0	0	0	0	0	0	0
	GPT	1	0	1	2	1	2	2	2	1	1	2
	Gemini 2.5	1	1	1	1	1	1	1	1	1	1	1
	Gemini 3.1	1	1	1	1	1	1	1	1	1	1	1
	Claude (thinking)	1	0	0	1	0	0	0	0	1	0	1
8	Claude	1	0	0	0	0	0	0	0	0	0	0
	GPT	1	0	0	0	0	0	0	0	0	0	0
	Gemini 2.5	1	0	0	0	0	0	0	0	0	0	0
	Gemini 3.1	1	0	0	0	0	0	0	0	0	0	0
	Claude (thinking)	1	3	2	0	2	0	2	2	0	2	2
9	Claude	0	0	0	0	0	0	0	0	0	0	0
	GPT	0	0	0	0	0	0	0	0	0	0	0
	Gemini 2.5	0	0	0	0	0	0	0	0	0	0	0
	Gemini 3.1	0	0	0	0	0	0	0	0	0	0	0
	Claude (thinking)	0	0	0	0	0	0	0	0	0	0	0
10	Claude	1	0	0	0	0	0	0	0	0	0	0
	GPT	1	0	0	0	0	0	0	0	0	0	0
	Gemini 2.5	1	1	1	1	1	1	1	1	1	1	1
	Gemini 3.1	1	0	0	0	1	0	0	0	0	0	1
	Claude (thinking)	1	2	0	0	0	2	2	0	0	0	2
11	Claude	1	1	5	1	1	1	1	1	1	1	1
	GPT	1	0	0	0	0	0	0	0	0	0	0
	Gemini 2.5	1	1	1	1	1	1	1	—	1	1	1
	Gemini 3.1	1	1	1	0	0	1	0	1	1	1	1
	Claude (thinking)	1	1	1	1	1	1	1	1	1	1	1
12	Claude	1	0	0	0	0	0	0	0	0	0	0
	GPT	1	0	0	0	0	0	0	0	0	0	0
	Gemini 2.5	1	2	2	1	2	1	2	1	2	2	2
	Gemini 3.1	1	1	1	1	1	1	1	1	1	1	1
	Claude (thinking)	1	0	0	1	1	0	1	1	1	1	0
13	Claude	0	0	0	0	0	0	0	0	0	0	0
	GPT	0	0	0	0	0	0	0	0	0	0	0
	Gemini 2.5	0	0	0	0	0	0	0	0	0	0	0
	Gemini 3.1	0	0	0	0	0	0	0	0	0	0	0
	Claude (thinking)	0	0	0	0	0	0	0	0	0	0	0
14	Claude	0	0	0	0	0	0	0	0	0	0	0
	GPT	0	0	0	0	0	0	0	0	0	0	0
	Gemini 2.5	0	0	0	0	0	0	0	0	0	0	0
	Gemini 3.1	0	0	0	0	0	0	0	0	0	0	0
	Claude (thinking)	0	0	0	0	0	0	0	0	0	0	0
15	Claude	0	0	0	0	0	0	0	0	0	0	0
	GPT	0	0	0	0	0	0	0	0	0	0	0
	Gemini 2.5	0	0	0	0	0	0	0	0	0	0	0
	Gemini 3.1	0	0	0	0	0	0	0	0	0	0	0
	Claude (thinking)	0	0	0	0	0	0	0	0	0	0	0
16	Claude	1	0	0	0	0	0	0	0	0	0	0
	GPT	1	0	0	0	0	0	0	0	0	0	0
	Gemini 2.5	1	2	1	2	2	2	1	1	2	2	2
	Gemini 3.1	1	1	0	0	0	0	0	0	0	0	0
	Claude (thinking)	1	0	0	2	0	2	0	0	0	0	0
17	Claude	1	1	1	1	2	1	2	1	1	1	1
	GPT	1	1	1	0	0	0	0	1	1	1	0
	Gemini 2.5	1	2	2	2	1	2	1	2	2	1	2
	Gemini 3.1	1	1	1	1	1	1	1	1	1	1	1
	Claude (thinking)	1	1	1	2	2	1	3	2	2	1	6
18	Claude	1	2	2	2	2	2	2	2	2	2	2
	GPT	1	1	1	1	1	0	1	0	1	0	1
	Gemini 2.5	1	1	2	1	1	2	1	1	2	1	1
	Gemini 3.1	1	0	0	1	0	0	0	1	0	0	1
	Claude (thinking)	1	2	1	2	2	2	2	2	2	1	1
19	Claude	0	0	0	0	0	0	0	0	0	0	0
	GPT	0	0	0	0	0	0	0	0	0	0	0
	Gemini 2.5	0	2	1	2	1	2	2	1	2	1	2
	Gemini 3.1	0	0	0	0	0	0	0	0	0	0	0
	Claude (thinking)	0	1	2	0	0	0	0	0	1	1	1
20	Claude	2	2	2	2	2	2	2	2	2	2	2
	GPT	2	2	0	0	0	0	2	2	0	0	0
	Gemini 2.5	2	2	2	2	2	2	2	2	2	2	2
	Gemini 3.1	2	2	2	2	2	2	2	2	2	2	2
	Claude (thinking)	2	2	1	1	1	2	1	2	1	1	1
21	Claude	1	1	1	1	1	1	1	1	1	1	1
	GPT	1	0	0	0	0	0	0	0	0	0	0
	Gemini 2.5	1	1	1	1	1	1	1	3	1	3	1
	Gemini 3.1	1	1	1	1	1	1	1	1	1	1	1
	Claude (thinking)	1	1	1	1	1	1	1	1	1	1	1
22	Claude	1	1	1	1	1	1	1	1	1	1	1
	GPT	1	0	0	0	0	0	0	0	0	0	0
	Gemini 2.5	1	1	1	1	1	1	1	1	1	1	1
	Gemini 3.1	1	0	0	0	0	1	1	1	0	0	0
	Claude (thinking)	1	1	0	1	1	1	0	1	1	0	0
23	Claude	2	2	2	2	2	2	2	2	2	2	2
	GPT	2	0	0	0	0	0	0	0	0	0	0
	Gemini 2.5	2	1	1	1	1	1	1	1	1	1	1
	Gemini 3.1	2	0	0	0	0	0	0	0	0	0	0
	Claude (thinking)	2	3	2	2	3	2	2	2	2	2	2
24	Claude	0	0	0	0	0	0	0	0	0	0	0
	GPT	0	0	0	0	0	0	0	0	0	0	0
	Gemini 2.5	0	0	0	0	0	0	0	0	0	1	0
	Gemini 3.1	0	0	0	0	0	0	0	0	0	0	0
	Claude (thinking)	0	0	0	0	0	0	0	0	0	0	0
25	Claude	1	0	0	0	0	0	0	0	0	0	0
	GPT	1	0	0	0	0	0	0	0	0	0	0
	Gemini 2.5	1	0	0	0	0	0	0	0	0	0	0
	Gemini 3.1	1	0	0	0	0	0	0	0	0	0	0
	Claude (thinking)	1	0	0	0	0	0	0	0	0	0	0
26	Claude	0	0	0	0	0	0	0	0	0	0	0
	GPT	0	0	0	0	0	0	0	0	0	0	0
	Gemini 2.5	0	0	0	0	0	0	0	0	0	0	0
	Gemini 3.1	0	0	0	0	0	0	0	0	0	0	0
	Claude (thinking)	0	0	0	0	0	0	0	0	0	0	0
27	Claude	0	0	0	0	0	0	0	—	0	0	0
	GPT	0	0	0	0	0	0	0	0	0	0	0
	Gemini 2.5	0	17	15	2	17	—	2	15	17	15	—
	Gemini 3.1	0	0	0	0	0	0	0	0	0	0	0
	Claude (thinking)	0	0	0	1	0	0	0	0	0	0	0
28	Claude	0	0	0	0	0	0	0	0	0	0	0
	GPT	0	0	0	0	0	0	0	0	0	0	0
	Gemini 2.5	0	0	0	0	0	0	0	0	0	0	0
	Gemini 3.1	0	0	0	0	0	0	0	0	0	0	0
	Claude (thinking)	0	0	0	0	0	0	0	0	0	0	0
29	Claude	0	0	0	0	0	0	0	0	0	0	0
	GPT	0	0	0	2	0	0	0	0	2	0	2
	Gemini 2.5	0	0	0	0	0	0	0	0	0	0	0
	Gemini 3.1	0	0	0	0	0	0	0	0	0	0	0
	Claude (thinking)	0	0	0	0	0	0	0	0	0	0	0
30	Claude	0	0	0	0	0	—	0	0	0	0	—
	GPT	0	0	0	0	0	0	0	0	0	0	0
	Gemini 2.5	0	0	0	0	0	0	0	0	0	0	0
	Gemini 3.1	0	0	0	0	0	0	0	0	0	0	0
	Claude (thinking)	0	0	0	0	0	0	0	0	0	0	0
31	Claude	1	1	1	2	1	2	1	2	1	1	1
	GPT	1	1	2	1	0	1	1	2	1	0	2
	Gemini 2.5	1	1	1	1	1	1	1	1	1	1	1
	Gemini 3.1	1	1	1	1	1	1	1	1	1	1	1
	Claude (thinking)	1	1	1	1	1	1	1	1	1	1	1
32	Claude	2	1	2	1	1	1	1	1	1	2	1
	GPT	2	2	2	2	2	2	2	1	1	2	2
	Gemini 2.5	2	2	2	2	2	2	2	2	2	2	2
	Gemini 3.1	2	2	2	2	2	2	2	2	2	2	2
	Claude (thinking)	2	2	1	2	2	1	1	1	1	2	1
33	Claude	0	0	0	0	0	0	0	0	0	0	0
	GPT	0	0	0	0	0	0	0	0	0	0	0
	Gemini 2.5	0	0	0	0	0	0	0	0	0	0	0
	Gemini 3.1	0	0	0	0	0	0	0	0	0	0	0
	Claude (thinking)	0	0	0	0	0	0	0	0	0	0	0
34	Claude	2	2	2	2	2	2	2	2	2	2	2
	GPT	2	2	2	1	1	1	1	1	1	1	1
	Gemini 2.5	2	2	2	1	1	2	2	1	2	1	1
	Gemini 3.1	2	1	1	1	1	1	1	1	1	1	1
	Claude (thinking)	2	2	2	2	2	2	2	3	2	2	2
35	Claude	1	1	1	1	1	1	1	1	1	1	1
	GPT	1	1	1	1	2	2	2	2	2	2	2
	Gemini 2.5	1	1	1	1	1	1	1	1	1	1	1
	Gemini 3.1	1	1	1	1	1	1	1	1	1	1	1
	Claude (thinking)	1	1	1	1	1	1	1	1	1	1	0
36	Claude	3	3	3	2	3	3	3	3	3	2	3
	GPT	3	3	2	2	2	2	2	2	2	2	3
	Gemini 2.5	3	5	5	5	5	5	4	5	4	4	5
	Gemini 3.1	3	3	2	2	2	3	2	3	2	3	2
	Claude (thinking)	3	2	2	2	2	2	2	2	2	3	1
37	Claude	4	2	2	2	2	2	2	2	2	2	2
	GPT	4	2	0	2	2	0	2	2	2	2	2
	Gemini 2.5	4	4	4	4	4	4	4	4	4	4	4
	Gemini 3.1	4	3	3	3	3	3	4	4	3	3	3
	Claude (thinking)	4	2	2	3	2	2	3	2	2	2	2
38	Claude	0	0	0	0	0	0	0	0	0	0	0
	GPT	0	0	0	0	0	0	0	0	0	0	0
	Gemini 2.5	0	0	0	0	0	0	0	0	0	0	0
	Gemini 3.1	0	0	0	0	0	0	0	0	0	0	0
	Claude (thinking)	0	0	0	0	0	0	0	0	0	0	0
39	Claude	1	1	1	1	1	1	1	1	1	1	1
	GPT	1	0	0	0	0	0	0	1	0	0	0
	Gemini 2.5	1	1	1	1	1	1	1	1	1	1	1
	Gemini 3.1	1	1	1	1	1	1	1	1	1	1	1
	Claude (thinking)	1	1	1	1	1	1	1	1	1	1	1

Q8: Quondam count

Naive (no expert guidance)

Page	Model	GT	r1	r2	r3	r4	r5	r6	r7	r8	r9	r10
1	Claude	10	12	12	12	12	12	12	12	12	12	12
	GPT	10	0	0	12	0	12	0	12	0	0	10
	Gemini 2.5	10	4	4	4	4	3	4	4	3	3	4
	Gemini 3.1	10	10	10	10	10	10	10	10	10	10	10
	Claude (thinking)	10	13	11	10	13	11	14	10	10	14	11
2	Claude	2	2	2	2	2	2	2	2	2	2	2
	GPT	2	0	0	0	0	0	0	0	0	0	0
	Gemini 2.5	2	1	0	0	0	1	1	0	1	0	1
	Gemini 3.1	2	2	2	2	2	2	2	2	2	2	2
	Claude (thinking)	2	2	2	2	2	2	2	2	3	2	2
3	Claude	1	1	1	1	1	1	1	1	1	1	1
	GPT	1	0	0	0	0	0	0	0	0	0	0
	Gemini 2.5	1	0	1	1	0	0	1	1	0	1	1
	Gemini 3.1	1	1	1	1	1	1	1	1	1	1	1
	Claude (thinking)	1	1	1	1	1	1	1	1	1	1	1
4	Claude	13	10	10	12	12	10	12	10	10	10	12
	GPT	13	0	0	0	0	0	0	0	0	0	0
	Gemini 2.5	13	11	11	10	11	10	11	10	10	10	11
	Gemini 3.1	13	11	11	11	11	11	11	11	11	11	11
	Claude (thinking)	13	14	12	13	13	12	12	13	12	14	12
5	Claude	7	10	10	10	10	10	10	10	10	10	10
	GPT	7	0	0	0	0	3	0	0	0	0	0
	Gemini 2.5	7	5	4	4	4	5	4	5	5	5	4
	Gemini 3.1	7	6	6	6	6	6	6	6	6	6	6
	Claude (thinking)	7	7	8	10	8	9	8	8	8	8	8
6	Claude	2	0	0	0	0	0	0	0	0	0	0
	GPT	2	0	0	0	0	0	0	0	0	0	0
	Gemini 2.5	2	0	0	0	0	0	0	0	0	0	0
	Gemini 3.1	2	0	0	0	0	0	0	0	0	0	0
	Claude (thinking)	2	0	0	0	0	0	0	0	0	0	0
7	Claude	1	2	2	2	2	2	2	2	2	2	2
	GPT	1	0	0	0	0	0	0	0	0	0	0
	Gemini 2.5	1	0	0	0	0	0	0	0	0	0	0
	Gemini 3.1	1	2	2	2	2	2	2	2	2	2	2
	Claude (thinking)	1	1	1	1	1	1	1	1	1	1	1
8	Claude	6	10	10	10	10	10	10	10	10	10	10
	GPT	6	0	0	1	1	0	0	0	0	0	0
	Gemini 2.5	6	3	4	3	4	4	4	4	3	4	4
	Gemini 3.1	6	6	6	6	6	6	6	6	6	6	6
	Claude (thinking)	6	9	8	6	9	6	7	9	9	9	6
9	Claude	12	12	12	12	12	12	12	12	12	12	12
	GPT	12	8	0	0	6	6	6	0	6	6	10
	Gemini 2.5	12	10	9	9	12	9	12	9	10	12	12
	Gemini 3.1	12	12	12	12	12	12	12	12	12	12	12
	Claude (thinking)	12	17	12	12	18	15	13	15	14	12	15
10	Claude	5	5	5	5	5	5	5	5	5	5	5
	GPT	5	0	0	0	0	0	0	0	0	0	0
	Gemini 2.5	5	5	5	5	5	5	5	5	5	5	5
	Gemini 3.1	5	5	5	5	5	5	5	5	5	5	5
	Claude (thinking)	5	5	5	5	6	7	5	6	6	6	5
11	Claude	11	12	12	12	10	12	12	12	12	12	12
	GPT	11	0	0	0	0	0	0	0	0	0	0
	Gemini 2.5	11	8	9	8	8	8	8	8	8	8	9
	Gemini 3.1	11	11	11	11	11	12	11	11	12	11	11
	Claude (thinking)	11	14	16	15	14	14	15	14	11	13	12
12	Claude	2	3	3	3	4	3	3	4	3	3	3
	GPT	2	0	1	0	1	1	1	1	0	1	1
	Gemini 2.5	2	2	2	2	2	2	2	2	2	2	2
	Gemini 3.1	2	2	2	2	2	2	2	2	2	2	2
	Claude (thinking)	2	2	3	2	2	2	2	2	2	3	3
13	Claude	1	1	1	1	1	1	1	1	1	1	1
	GPT	1	0	0	0	0	0	0	0	0	0	0
	Gemini 2.5	1	1	1	1	1	1	1	1	1	1	1
	Gemini 3.1	1	1	1	1	1	1	1	1	1	1	1
	Claude (thinking)	1	1	1	1	1	1	1	1	1	1	1
14	Claude	11	12	12	12	12	12	12	12	12	12	12
	GPT	11	0	0	0	0	2	0	0	2	0	0
	Gemini 2.5	11	10	9	9	10	10	10	9	10	9	10
	Gemini 3.1	11	11	11	11	11	11	11	10	10	11	11
	Claude (thinking)	11	14	12	13	14	12	14	12	14	11	14
15	Claude	2	0	0	0	0	0	0	0	0	0	0
	GPT	2	0	0	0	0	0	0	0	0	0	0
	Gemini 2.5	2	2	2	2	3	3	4	2	4	3	2
	Gemini 3.1	2	2	2	2	2	2	2	2	2	2	2
	Claude (thinking)	2	2	2	2	2	0	0	0	2	2	2
16	Claude	7	6	6	6	6	6	6	6	6	6	6
	GPT	7	0	0	0	0	0	0	0	0	0	0
	Gemini 2.5	7	4	4	4	4	3	3	4	4	3	3
	Gemini 3.1	7	7	7	7	7	7	7	7	7	7	7
	Claude (thinking)	7	7	7	7	6	7	6	7	6	7	7
17	Claude	2	2	2	2	2	2	2	2	2	2	2
	GPT	2	0	0	0	0	0	0	0	0	0	0
	Gemini 2.5	2	1	2	2	1	2	1	2	1	2	2
	Gemini 3.1	2	2	2	2	2	2	2	2	2	2	2
	Claude (thinking)	2	2	2	2	2	2	2	3	2	2	2
18	Claude	6	8	7	7	8	7	7	7	7	7	7
	GPT	6	0	0	0	0	0	0	0	0	0	0
	Gemini 2.5	6	6	6	6	6	6	6	6	6	6	6
	Gemini 3.1	6	6	6	6	6	6	6	6	6	6	6
	Claude (thinking)	6	6	7	6	6	7	8	9	5	8	6
19	Claude	2	2	2	2	2	2	2	2	2	2	2
	GPT	2	0	0	0	0	0	0	0	0	0	0
	Gemini 2.5	2	1	1	1	1	1	1	1	1	1	1
	Gemini 3.1	2	4	4	4	4	4	4	4	4	4	4
	Claude (thinking)	2	2	2	2	2	2	2	2	2	2	2
20	Claude	2	4	4	4	4	4	4	4	4	4	4
	GPT	2	0	0	0	0	0	0	0	0	0	0
	Gemini 2.5	2	0	0	0	0	0	0	0	0	0	0
	Gemini 3.1	2	3	3	3	3	3	3	3	2	3	3
	Claude (thinking)	2	2	2	2	2	2	2	4	2	3	4
21	Claude	3	2	3	3	3	2	3	2	3	3	3
	GPT	3	0	0	0	0	0	0	0	0	0	0
	Gemini 2.5	3	1	1	1	2	1	2	1	2	1	1
	Gemini 3.1	3	2	2	2	2	2	2	2	2	2	2
	Claude (thinking)	3	2	3	2	3	2	2	2	2	2	3
22	Claude	4	4	4	4	4	4	5	4	4	4	4
	GPT	4	0	0	0	0	0	0	0	0	0	0
	Gemini 2.5	4	0	0	0	0	0	0	0	0	0	0
	Gemini 3.1	4	4	4	4	4	4	4	4	4	4	4
	Claude (thinking)	4	7	7	5	3	5	6	6	5	6	4
23	Claude	2	3	3	3	3	3	3	3	3	3	3
	GPT	2	0	0	0	0	0	0	0	0	0	0
	Gemini 2.5	2	1	2	2	1	1	2	1	1	1	1
	Gemini 3.1	2	4	4	4	4	4	4	4	4	4	4
	Claude (thinking)	2	3	2	2	3	3	2	2	2	2	4
24	Claude	0	0	0	0	0	0	0	0	0	0	0
	GPT	0	0	0	0	0	0	0	0	0	0	0
	Gemini 2.5	0	0	0	0	0	0	0	0	0	0	0
	Gemini 3.1	0	0	0	0	0	0	0	0	0	0	0
	Claude (thinking)	0	0	2	0	0	0	0	0	0	4	0
25	Claude	0	0	0	0	0	0	0	0	0	0	0
	GPT	0	0	0	0	0	0	0	0	0	0	0
	Gemini 2.5	0	0	0	0	0	0	0	0	0	0	0
	Gemini 3.1	0	0	0	0	0	0	0	0	0	0	0
	Claude (thinking)	0	0	0	0	0	0	0	0	0	0	0
26	Claude	8	10	10	10	10	10	10	10	10	10	10
	GPT	8	0	0	0	0	0	0	0	0	0	0
	Gemini 2.5	8	7	6	7	6	7	7	7	7	7	7
	Gemini 3.1	8	6	6	6	6	6	6	6	6	6	6
	Claude (thinking)	8	8	7	8	8	8	8	9	8	9	8
27	Claude	0	0	0	0	0	0	0	0	0	0	0
	GPT	0	0	0	0	0	0	0	0	0	0	0
	Gemini 2.5	0	0	1	1	0	0	1	0	1	0	0
	Gemini 3.1	0	0	0	0	0	0	0	0	0	0	0
	Claude (thinking)	0	0	0	0	0	0	0	0	0	0	0
28	Claude	9	10	10	10	6	10	10	10	10	10	10
	GPT	9	0	0	0	0	0	0	0	0	0	0
	Gemini 2.5	9	8	6	6	8	8	6	6	8	6	6
	Gemini 3.1	9	10	10	10	10	10	10	10	10	10	10
	Claude (thinking)	9	10	9	13	9	10	10	9	10	11	11
29	Claude	4	4	4	4	4	4	4	4	4	4	4
	GPT	4	0	0	0	0	0	0	0	0	0	0
	Gemini 2.5	4	2	3	3	3	3	2	2	3	3	3
	Gemini 3.1	4	3	3	3	3	3	3	3	3	3	3
	Claude (thinking)	4	4	4	5	4	4	4	5	4	4	3
30	Claude	8	5	5	5	5	5	5	5	5	5	5
	GPT	8	0	0	0	0	0	0	0	0	0	0
	Gemini 2.5	8	7	7	7	7	8	6	7	7	6	6
	Gemini 3.1	8	8	8	6	6	8	8	6	8	8	6
	Claude (thinking)	8	9	10	8	9	11	7	9	8	10	8
31	Claude	0	0	0	0	0	0	0	0	0	0	0
	GPT	0	0	0	0	0	0	0	0	0	0	0
	Gemini 2.5	0	0	0	0	0	0	0	0	0	0	0
	Gemini 3.1	0	0	0	0	0	0	0	0	0	0	0
	Claude (thinking)	0	0	4	0	0	0	0	0	0	0	0
32	Claude	0	0	0	0	0	0	0	0	0	0	0
	GPT	0	0	0	0	0	0	0	0	0	0	0
	Gemini 2.5	0	0	0	0	0	0	0	0	0	0	0
	Gemini 3.1	0	0	0	0	0	0	0	0	0	0	0
	Claude (thinking)	0	0	0	0	0	0	0	4	0	0	0
33	Claude	0	0	0	2	3	5	2	0	5	2	0
	GPT	0	0	0	6	0	0	6	0	4	6	0
	Gemini 2.5	0	0	0	0	0	0	0	0	0	0	0
	Gemini 3.1	0	0	0	0	0	0	0	0	0	0	0
	Claude (thinking)	0	5	1	6	5	3	4	6	0	1	4
34	Claude	0	0	0	0	0	0	0	0	0	0	0
	GPT	0	0	0	0	0	0	0	0	0	0	0
	Gemini 2.5	0	0	0	0	0	0	0	0	0	0	0
	Gemini 3.1	0	0	0	0	0	0	0	0	0	0	0
	Claude (thinking)	0	6	6	6	5	3	0	0	1	7	0
35	Claude	4	0	0	0	0	0	0	0	0	0	0
	GPT	4	0	0	0	0	0	0	0	6	0	0
	Gemini 2.5	4	4	0	4	0	0	4	4	0	0	0
	Gemini 3.1	4	4	4	4	4	4	4	4	4	4	4
	Claude (thinking)	4	4	5	4	4	4	4	4	4	4	3
36	Claude	0	0	0	0	0	0	0	0	0	0	0
	GPT	0	0	0	0	0	0	0	0	0	0	0
	Gemini 2.5	0	0	0	0	0	0	0	0	0	0	0
	Gemini 3.1	0	0	0	0	0	0	0	0	0	0	0
	Claude (thinking)	0	0	0	0	0	0	0	0	0	0	0
37	Claude	0	0	0	0	0	0	0	0	0	0	0
	GPT	0	0	0	0	0	0	0	0	0	0	0
	Gemini 2.5	0	0	0	0	0	0	0	0	0	0	0
	Gemini 3.1	0	1	1	1	1	1	1	1	1	1	1
	Claude (thinking)	0	0	0	0	0	0	0	0	0	0	0
38	Claude	5	21	17	21	24	14	21	21	21	0	21
	GPT	5	0	0	0	0	0	0	0	0	0	0
	Gemini 2.5	5	5	5	5	2	5	5	5	5	5	5
	Gemini 3.1	5	5	5	5	5	4	5	5	5	5	5
	Claude (thinking)	5	18	17	0	12	5	18	6	0	0	0
39	Claude	0	0	0	0	0	0	0	0	0	0	0
	GPT	0	0	0	0	0	0	0	0	0	0	0
	Gemini 2.5	0	0	0	0	0	0	0	0	0	0	0
	Gemini 3.1	0	0	0	0	0	0	0	0	0	0	0
	Claude (thinking)	0	0	0	0	0	0	0	0	0	2	0

Guided (with expert guidance)

Page	Model	GT	r1	r2	r3	r4	r5	r6	r7	r8	r9	r10
1	Claude	10	12	12	12	13	12	12	12	13	13	13
	GPT	10	0	0	0	0	0	0	0	0	0	0
	Gemini 2.5	10	4	4	0	0	0	0	4	4	0	4
	Gemini 3.1	10	10	11	10	10	10	10	11	10	10	10
	Claude (thinking)	10	10	11	10	10	9	11	10	10	8	9
2	Claude	2	2	2	2	2	2	2	2	—	2	2
	GPT	2	0	0	0	0	0	0	0	0	0	0
	Gemini 2.5	2	0	0	0	0	0	0	0	0	0	0
	Gemini 3.1	2	2	2	3	2	2	2	2	2	2	2
	Claude (thinking)	2	2	2	2	2	2	2	2	2	2	2
3	Claude	1	1	1	0	1	1	1	1	1	1	0
	GPT	1	0	0	0	0	0	0	0	0	0	0
	Gemini 2.5	1	0	1	1	1	1	1	1	0	0	0
	Gemini 3.1	1	1	1	1	1	0	1	1	1	1	1
	Claude (thinking)	1	1	0	1	1	1	1	1	0	0	0
4	Claude	13	12	12	12	12	12	12	12	12	12	12
	GPT	13	0	0	0	0	0	0	0	0	0	0
	Gemini 2.5	13	12	12	10	12	12	10	12	12	10	10
	Gemini 3.1	13	13	10	13	12	13	12	13	13	13	13
	Claude (thinking)	13	13	17	13	12	11	16	12	14	13	14
5	Claude	7	9	9	9	9	9	9	9	9	9	9
	GPT	7	0	0	0	0	0	0	0	0	0	0
	Gemini 2.5	7	7	7	7	6	7	6	7	7	7	7
	Gemini 3.1	7	6	6	6	6	6	6	6	6	6	6
	Claude (thinking)	7	7	7	8	7	7	8	8	8	8	7
6	Claude	2	0	0	0	0	0	0	0	0	0	0
	GPT	2	0	0	0	0	0	0	0	0	0	0
	Gemini 2.5	2	0	0	0	0	0	0	0	0	0	0
	Gemini 3.1	2	0	0	0	0	0	0	0	0	0	0
	Claude (thinking)	2	1	0	0	0	0	0	0	0	0	0
7	Claude	1	2	2	2	2	2	0	1	2	2	2
	GPT	1	0	0	0	0	0	0	0	0	0	0
	Gemini 2.5	1	0	0	0	0	0	0	0	0	1	0
	Gemini 3.1	1	0	0	0	0	0	1	0	2	2	0
	Claude (thinking)	1	1	1	1	1	1	1	1	1	1	1
8	Claude	6	6	6	6	6	6	6	6	6	6	6
	GPT	6	0	0	0	0	0	0	0	0	0	0
	Gemini 2.5	6	4	6	5	4	5	4	5	6	5	4
	Gemini 3.1	6	7	6	8	6	6	6	6	6	6	7
	Claude (thinking)	6	6	7	6	7	8	8	6	6	7	9
9	Claude	12	13	13	13	13	13	13	13	13	13	13
	GPT	12	0	10	0	0	10	12	0	0	0	0
	Gemini 2.5	12	11	12	11	12	13	11	11	13	12	13
	Gemini 3.1	12	13	12	12	13	13	12	13	11	13	12
	Claude (thinking)	12	17	9	18	15	11	13	15	13	13	13
10	Claude	5	6	6	6	6	6	6	6	6	6	6
	GPT	5	0	0	0	0	0	0	0	0	0	0
	Gemini 2.5	5	5	5	5	5	5	5	5	5	5	5
	Gemini 3.1	5	6	5	5	5	5	5	6	6	5	5
	Claude (thinking)	5	7	8	6	6	5	5	6	5	6	6
11	Claude	11	9	9	9	9	9	9	9	9	9	9
	GPT	11	0	0	0	0	0	0	0	0	0	0
	Gemini 2.5	11	9	9	10	10	10	10	—	10	10	10
	Gemini 3.1	11	11	10	11	11	11	11	10	11	11	10
	Claude (thinking)	11	13	17	9	10	12	15	12	14	10	11
12	Claude	2	4	4	4	4	4	4	4	4	4	4
	GPT	2	0	0	0	0	0	0	0	0	0	0
	Gemini 2.5	2	2	2	2	2	2	2	2	1	2	1
	Gemini 3.1	2	2	2	2	2	2	2	2	2	2	2
	Claude (thinking)	2	2	1	2	2	4	2	2	2	2	1
13	Claude	1	1	1	1	1	1	1	1	1	1	1
	GPT	1	0	0	0	0	0	0	0	0	0	0
	Gemini 2.5	1	1	1	1	1	1	1	1	1	1	1
	Gemini 3.1	1	1	1	1	1	1	1	1	1	1	1
	Claude (thinking)	1	1	1	1	1	1	1	1	1	1	1
14	Claude	11	12	12	12	12	12	12	12	12	12	12
	GPT	11	0	0	0	0	0	0	0	0	0	0
	Gemini 2.5	11	8	8	8	11	9	8	9	11	11	9
	Gemini 3.1	11	11	11	11	10	10	11	10	10	10	10
	Claude (thinking)	11	11	12	13	13	11	12	14	13	14	15
15	Claude	2	0	0	0	0	0	0	0	0	0	0
	GPT	2	0	0	0	0	0	0	0	0	0	0
	Gemini 2.5	2	2	2	2	2	2	2	2	2	2	2
	Gemini 3.1	2	2	2	2	2	2	2	2	2	2	2
	Claude (thinking)	2	0	0	2	2	2	2	2	0	2	2
16	Claude	7	6	6	6	6	6	6	6	6	6	6
	GPT	7	0	0	0	0	0	0	0	0	0	0
	Gemini 2.5	7	4	5	5	5	5	5	5	4	5	5
	Gemini 3.1	7	6	6	6	6	6	6	6	6	6	6
	Claude (thinking)	7	7	6	6	6	7	6	6	6	7	6
17	Claude	2	2	2	2	2	2	2	3	2	2	2
	GPT	2	0	0	0	0	0	0	0	0	0	0
	Gemini 2.5	2	1	1	1	0	1	2	1	1	0	1
	Gemini 3.1	2	0	0	0	3	0	3	3	0	3	0
	Claude (thinking)	2	2	2	2	2	2	2	2	2	2	2
18	Claude	6	6	7	8	7	7	6	7	7	7	7
	GPT	6	0	0	0	0	0	0	0	0	0	0
	Gemini 2.5	6	6	6	6	6	6	6	6	6	6	6
	Gemini 3.1	6	6	6	6	6	6	6	6	6	6	6
	Claude (thinking)	6	8	7	6	6	6	7	7	7	7	6
19	Claude	2	2	2	2	2	2	2	2	2	2	2
	GPT	2	0	0	0	0	0	0	0	0	0	0
	Gemini 2.5	2	1	1	1	1	1	1	1	1	1	1
	Gemini 3.1	2	4	2	2	2	2	4	2	2	2	2
	Claude (thinking)	2	2	2	2	2	2	2	2	2	2	2
20	Claude	2	0	0	2	2	0	2	2	2	0	0
	GPT	2	0	0	0	0	0	0	0	0	0	0
	Gemini 2.5	2	0	0	0	0	0	0	0	0	0	0
	Gemini 3.1	2	3	3	3	3	3	3	2	2	3	3
	Claude (thinking)	2	0	2	2	0	0	0	0	0	0	0
21	Claude	3	3	3	3	3	3	3	3	3	3	3
	GPT	3	0	0	0	0	0	0	0	0	0	0
	Gemini 2.5	3	1	1	1	1	1	1	0	1	0	1
	Gemini 3.1	3	2	2	3	2	2	2	2	3	2	2
	Claude (thinking)	3	2	2	2	2	2	2	2	2	2	2
22	Claude	4	3	3	3	3	3	3	3	3	3	3
	GPT	4	0	0	0	0	0	0	0	0	0	0
	Gemini 2.5	4	0	0	0	0	0	0	0	0	0	0
	Gemini 3.1	4	4	4	4	4	4	4	4	4	4	4
	Claude (thinking)	4	3	5	2	6	3	4	4	4	3	3
23	Claude	2	3	3	2	2	2	2	2	2	2	2
	GPT	2	0	0	0	0	0	0	0	0	0	0
	Gemini 2.5	2	1	1	1	1	1	1	1	1	1	1
	Gemini 3.1	2	4	4	4	4	4	4	4	4	4	4
	Claude (thinking)	2	2	2	2	2	2	2	2	2	2	2
24	Claude	0	0	0	0	0	0	0	0	0	0	0
	GPT	0	0	0	0	0	0	0	0	0	0	0
	Gemini 2.5	0	0	0	0	0	0	0	0	0	0	0
	Gemini 3.1	0	1	0	0	0	1	1	1	1	0	0
	Claude (thinking)	0	0	0	0	0	0	0	0	0	0	0
25	Claude	0	0	0	0	0	0	0	0	0	0	0
	GPT	0	0	0	0	0	0	0	0	0	0	0
	Gemini 2.5	0	0	0	0	0	0	0	0	0	0	0
	Gemini 3.1	0	0	0	0	0	0	0	0	0	0	0
	Claude (thinking)	0	0	0	0	0	0	0	0	0	0	0
26	Claude	8	9	9	9	9	9	10	10	10	9	10
	GPT	8	0	0	0	0	0	0	0	0	0	0
	Gemini 2.5	8	7	7	7	7	7	7	5	5	7	7
	Gemini 3.1	8	8	8	8	8	7	8	8	8	8	8
	Claude (thinking)	8	8	8	9	8	9	8	7	10	8	10
27	Claude	0	0	0	0	0	0	0	—	0	0	0
	GPT	0	0	0	0	0	0	0	0	0	0	0
	Gemini 2.5	0	0	0	0	0	—	0	0	0	0	—
	Gemini 3.1	0	0	0	0	0	0	0	0	0	0	0
	Claude (thinking)	0	0	0	0	0	0	0	0	0	0	0
28	Claude	9	1	1	1	1	3	1	3	1	3	0
	GPT	9	0	0	0	0	0	0	0	0	0	0
	Gemini 2.5	9	10	7	10	9	7	10	7	7	9	10
	Gemini 3.1	9	10	9	8	9	9	9	10	10	8	9
	Claude (thinking)	9	2	9	6	7	6	2	9	0	0	7
29	Claude	4	4	4	4	4	4	4	4	4	4	4
	GPT	4	0	0	0	0	0	0	0	0	0	0
	Gemini 2.5	4	2	4	4	3	2	2	3	4	4	2
	Gemini 3.1	4	4	3	3	4	4	4	3	3	3	3
	Claude (thinking)	4	4	4	3	5	4	4	5	4	4	4
30	Claude	8	4	4	6	6	—	4	6	4	6	—
	GPT	8	0	0	0	0	0	0	0	0	0	0
	Gemini 2.5	8	7	7	7	6	7	7	6	7	6	6
	Gemini 3.1	8	8	7	8	8	8	8	7	8	8	7
	Claude (thinking)	8	7	9	8	7	9	8	10	7	8	8
31	Claude	0	0	0	0	0	0	0	0	0	0	0
	GPT	0	0	0	0	0	0	0	0	0	0	0
	Gemini 2.5	0	0	0	0	0	0	0	0	0	0	0
	Gemini 3.1	0	0	0	0	0	0	0	0	0	0	0
	Claude (thinking)	0	0	0	0	0	0	0	0	0	0	0
32	Claude	0	0	0	0	0	0	0	0	0	0	0
	GPT	0	0	0	0	0	0	0	0	0	0	0
	Gemini 2.5	0	0	0	0	0	0	0	0	0	0	0
	Gemini 3.1	0	0	0	0	0	0	0	0	0	0	0
	Claude (thinking)	0	0	0	0	0	0	0	0	0	0	0
33	Claude	0	0	0	0	0	0	0	0	0	0	0
	GPT	0	0	0	0	0	0	0	0	0	0	0
	Gemini 2.5	0	0	0	0	0	0	0	0	0	0	0
	Gemini 3.1	0	0	0	0	1	0	1	0	0	0	0
	Claude (thinking)	0	0	0	0	0	0	0	0	0	0	0
34	Claude	0	0	0	0	0	0	0	0	0	0	0
	GPT	0	0	0	0	0	0	0	0	0	0	0
	Gemini 2.5	0	0	0	0	0	0	0	0	0	0	0
	Gemini 3.1	0	0	0	0	0	0	0	0	0	0	0
	Claude (thinking)	0	0	0	0	0	0	0	0	2	0	0
35	Claude	4	0	0	0	0	0	0	0	0	0	0
	GPT	4	0	0	0	0	0	0	0	0	0	0
	Gemini 2.5	4	0	0	0	0	0	0	0	0	0	0
	Gemini 3.1	4	4	4	4	4	4	4	4	4	4	4
	Claude (thinking)	4	0	0	0	0	0	0	1	4	0	4
36	Claude	0	0	0	0	0	0	0	0	0	0	0
	GPT	0	0	0	0	0	0	0	0	0	0	0
	Gemini 2.5	0	0	0	0	0	0	0	0	0	0	0
	Gemini 3.1	0	0	0	0	0	0	0	0	0	0	0
	Claude (thinking)	0	0	0	0	0	0	0	0	0	0	0
37	Claude	0	0	0	0	0	0	0	0	0	0	0
	GPT	0	0	0	0	0	0	0	0	0	0	0
	Gemini 2.5	0	0	0	0	0	0	0	0	0	0	0
	Gemini 3.1	0	0	0	0	0	0	0	0	0	0	0
	Claude (thinking)	0	0	0	0	0	0	0	0	0	0	0
38	Claude	5	0	0	0	0	0	0	0	0	0	0
	GPT	5	0	0	0	0	0	0	0	0	0	0
	Gemini 2.5	5	5	5	5	0	0	0	5	0	0	5
	Gemini 3.1	5	5	4	4	5	5	4	4	4	5	4
	Claude (thinking)	5	0	0	0	0	0	0	5	0	0	0
39	Claude	0	0	0	0	0	0	0	0	0	0	0
	GPT	0	0	0	0	0	0	0	0	0	0	0
	Gemini 2.5	0	0	0	0	0	0	0	0	0	0	0
	Gemini 3.1	0	0	0	0	0	0	0	0	0	0	0
	Claude (thinking)	0	0	0	0	0	0	0	0	0	0	0

Q9: Con count

Naive (no expert guidance)

Page	Model	GT	r1	r2	r3	r4	r5	r6	r7	r8	r9	r10
1	Claude	4	5	5	5	5	5	5	5	5	5	5
	GPT	4	1	2	2	2	3	2	3	2	2	3
	Gemini 2.5	4	4	4	4	4	4	4	4	4	4	4
	Gemini 3.1	4	4	4	4	4	4	4	4	4	4	4
	Claude (thinking)	4	4	4	4	4	4	4	4	4	4	4
2	Claude	9	9	9	7	9	9	9	9	9	9	9
	GPT	9	6	6	7	6	4	6	6	5	7	6
	Gemini 2.5	9	9	11	11	11	9	9	11	9	11	9
	Gemini 3.1	9	9	9	9	9	9	10	9	9	9	9
	Claude (thinking)	9	10	9	8	9	8	9	7	8	8	8
3	Claude	1	1	1	1	1	1	1	1	1	1	1
	GPT	1	0	0	0	0	0	0	0	0	0	0
	Gemini 2.5	1	1	1	1	1	1	1	1	1	1	1
	Gemini 3.1	1	1	1	1	1	1	1	1	1	1	1
	Claude (thinking)	1	1	1	1	1	1	1	1	1	1	1
4	Claude	7	6	6	5	6	5	6	6	6	6	6
	GPT	7	4	4	4	2	2	2	2	2	2	2
	Gemini 2.5	7	7	7	6	7	6	7	6	6	6	7
	Gemini 3.1	7	6	6	6	6	6	6	6	6	6	6
	Claude (thinking)	7	7	7	7	7	7	7	6	7	7	7
5	Claude	2	2	2	2	2	2	2	2	2	2	2
	GPT	2	4	4	4	4	3	4	3	4	2	4
	Gemini 2.5	2	4	5	5	5	4	5	4	4	4	5
	Gemini 3.1	2	2	2	2	2	2	2	2	2	2	2
	Claude (thinking)	2	2	2	2	2	2	2	2	2	2	2
6	Claude	8	8	8	7	8	8	7	8	8	8	8
	GPT	8	3	4	3	4	4	3	2	2	2	2
	Gemini 2.5	8	8	7	7	7	7	8	8	8	7	7
	Gemini 3.1	8	7	7	7	7	7	6	7	7	7	7
	Claude (thinking)	8	7	9	9	7	8	7	8	7	7	7
7	Claude	2	2	2	2	2	2	2	2	2	2	2
	GPT	2	2	2	2	2	2	2	2	2	2	2
	Gemini 2.5	2	2	2	2	2	2	2	2	2	2	2
	Gemini 3.1	2	2	2	2	2	2	2	2	2	2	2
	Claude (thinking)	2	2	2	2	2	2	2	2	2	2	2
8	Claude	14	10	12	12	10	12	10	12	10	12	12
	GPT	14	6	7	6	7	6	10	6	9	7	9
	Gemini 2.5	14	13	13	13	13	13	13	13	13	13	13
	Gemini 3.1	14	14	14	14	14	14	14	14	14	14	14
	Claude (thinking)	14	13	12	12	12	13	11	13	13	13	13
9	Claude	3	3	4	4	4	4	3	4	4	4	3
	GPT	3	2	2	2	2	2	2	2	2	3	2
	Gemini 2.5	3	4	4	4	3	4	3	4	4	3	3
	Gemini 3.1	3	3	3	3	3	3	3	3	3	3	3
	Claude (thinking)	3	3	3	2	3	3	3	3	3	3	3
10	Claude	15	12	12	12	12	12	12	12	12	12	12
	GPT	15	4	6	4	5	8	5	6	4	7	6
	Gemini 2.5	15	14	15	15	14	14	14	14	14	15	14
	Gemini 3.1	15	14	14	14	14	14	15	15	14	14	14
	Claude (thinking)	15	12	13	13	14	13	13	12	14	12	15
11	Claude	15	10	10	10	10	10	10	10	9	9	10
	GPT	15	10	8	9	10	8	8	10	9	10	9
	Gemini 2.5	15	15	15	15	15	15	15	15	15	15	15
	Gemini 3.1	15	11	11	11	11	11	11	11	11	11	11
	Claude (thinking)	15	12	11	11	11	12	11	10	10	11	13
12	Claude	9	8	7	8	8	8	8	8	8	8	8
	GPT	9	7	7	7	7	6	6	4	7	6	7
	Gemini 2.5	9	9	9	8	9	9	8	9	9	9	9
	Gemini 3.1	9	9	9	9	9	9	9	9	9	9	9
	Claude (thinking)	9	9	9	9	9	9	9	9	9	9	9
13	Claude	1	1	1	1	1	1	1	1	1	1	1
	GPT	1	1	1	1	1	1	1	1	1	1	1
	Gemini 2.5	1	1	1	1	1	1	1	1	1	1	1
	Gemini 3.1	1	1	1	1	1	1	1	1	1	1	1
	Claude (thinking)	1	1	1	1	1	1	1	1	1	1	1
14	Claude	5	5	5	5	5	5	5	5	5	4	4
	GPT	5	3	4	4	7	6	4	4	4	5	5
	Gemini 2.5	5	5	5	5	5	5	5	5	5	5	5
	Gemini 3.1	5	5	5	5	5	5	5	5	5	5	5
	Claude (thinking)	5	5	5	5	4	5	5	5	5	5	4
15	Claude	1	1	1	1	1	1	1	1	1	1	1
	GPT	1	1	1	1	2	1	1	2	1	1	1
	Gemini 2.5	1	2	2	2	2	2	1	2	1	2	1
	Gemini 3.1	1	1	1	1	1	1	1	1	1	1	1
	Claude (thinking)	1	1	1	1	1	1	1	1	1	1	1
16	Claude	5	4	4	4	4	4	4	4	4	4	5
	GPT	5	2	4	2	4	4	4	1	2	4	2
	Gemini 2.5	5	5	5	5	5	5	5	5	5	5	5
	Gemini 3.1	5	5	5	5	5	5	5	5	5	5	5
	Claude (thinking)	5	5	5	5	5	5	5	5	5	5	5
17	Claude	5	4	4	4	4	4	4	4	4	4	4
	GPT	5	2	2	2	3	2	2	3	2	3	2
	Gemini 2.5	5	6	5	5	6	5	6	5	6	5	5
	Gemini 3.1	5	4	4	4	4	4	4	4	4	4	4
	Claude (thinking)	5	5	5	5	5	5	4	4	4	5	5
18	Claude	3	4	4	4	4	4	4	4	4	4	4
	GPT	3	4	4	4	4	4	3	4	3	4	3
	Gemini 2.5	3	3	3	3	3	2	3	2	2	4	4
	Gemini 3.1	3	3	3	3	3	3	3	3	3	3	3
	Claude (thinking)	3	3	3	3	3	3	3	3	4	3	3
19	Claude	7	7	7	7	7	7	7	7	7	7	7
	GPT	7	2	4	4	5	6	4	5	4	5	5
	Gemini 2.5	7	8	8	8	8	8	8	8	8	8	8
	Gemini 3.1	7	6	6	6	6	6	6	6	6	6	6
	Claude (thinking)	7	7	7	7	7	8	7	7	8	7	7
20	Claude	7	6	6	6	6	6	6	6	6	6	6
	GPT	7	6	6	8	6	7	6	6	4	6	7
	Gemini 2.5	7	8	8	8	8	8	8	8	8	8	8
	Gemini 3.1	7	7	7	7	7	7	7	7	6	7	7
	Claude (thinking)	7	7	7	7	7	7	7	7	7	7	7
21	Claude	4	4	4	4	4	4	4	4	4	4	4
	GPT	4	2	2	3	2	2	2	2	2	2	2
	Gemini 2.5	4	4	4	4	4	4	4	4	4	4	4
	Gemini 3.1	4	4	4	4	4	4	4	4	4	4	4
	Claude (thinking)	4	4	3	4	5	4	5	5	4	4	4
22	Claude	11	10	10	10	10	10	10	10	10	10	10
	GPT	11	8	10	8	9	6	8	9	9	9	9
	Gemini 2.5	11	11	12	13	13	11	13	11	13	12	12
	Gemini 3.1	11	10	10	10	10	10	10	10	10	10	10
	Claude (thinking)	11	10	12	10	11	12	11	11	11	10	11
23	Claude	6	6	6	6	6	6	6	6	6	6	6
	GPT	6	5	5	5	6	5	6	5	4	6	6
	Gemini 2.5	6	6	6	6	6	6	6	6	6	6	6
	Gemini 3.1	6	5	5	5	5	5	5	5	5	5	5
	Claude (thinking)	6	6	6	6	6	6	6	6	6	6	6
24	Claude	1	1	1	1	1	1	1	1	1	1	1
	GPT	1	1	2	1	2	1	1	2	2	1	2
	Gemini 2.5	1	1	1	1	1	1	1	1	1	1	1
	Gemini 3.1	1	1	1	1	1	1	1	1	1	1	1
	Claude (thinking)	1	1	1	1	1	1	1	1	1	1	1
25	Claude	6	5	5	6	5	5	5	6	5	6	6
	GPT	6	5	6	6	4	5	6	4	5	5	4
	Gemini 2.5	6	6	6	6	6	6	6	6	6	6	6
	Gemini 3.1	6	6	6	6	6	6	6	6	6	6	6
	Claude (thinking)	6	6	6	6	6	6	6	6	6	6	6
26	Claude	2	4	2	4	2	4	2	2	4	2	4
	GPT	2	2	2	2	2	0	0	0	0	4	0
	Gemini 2.5	2	4	3	3	3	3	3	4	4	3	4
	Gemini 3.1	2	2	2	2	2	2	2	2	2	2	2
	Claude (thinking)	2	2	3	2	2	2	3	3	2	4	2
27	Claude	12	12	12	12	12	12	12	14	12	14	14
	GPT	12	6	4	5	7	4	6	6	6	6	6
	Gemini 2.5	12	12	12	12	11	12	12	12	12	11	12
	Gemini 3.1	12	10	10	10	10	10	10	10	10	10	10
	Claude (thinking)	12	13	13	12	11	12	13	12	12	12	13
28	Claude	4	6	5	5	6	5	5	6	5	5	6
	GPT	4	4	6	3	4	4	4	5	4	4	4
	Gemini 2.5	4	4	4	4	4	4	4	4	4	4	4
	Gemini 3.1	4	4	4	4	4	4	4	4	4	4	4
	Claude (thinking)	4	5	5	5	5	5	5	5	5	5	5
29	Claude	2	2	2	2	2	2	2	2	2	2	2
	GPT	2	2	2	3	2	2	2	2	2	2	2
	Gemini 2.5	2	2	2	2	2	2	2	2	2	2	2
	Gemini 3.1	2	2	2	2	2	2	2	2	2	2	2
	Claude (thinking)	2	2	2	2	2	2	2	2	2	2	2
30	Claude	1	1	1	1	1	1	1	1	1	1	1
	GPT	1	0	0	0	0	0	0	0	0	0	0
	Gemini 2.5	1	1	1	1	1	1	1	1	1	1	1
	Gemini 3.1	1	1	1	1	1	1	1	1	1	1	1
	Claude (thinking)	1	1	1	1	1	1	1	1	1	1	1
31	Claude	2	3	3	3	3	3	3	3	3	3	3
	GPT	2	1	1	4	2	2	4	4	2	2	2
	Gemini 2.5	2	2	2	2	2	2	2	2	2	2	2
	Gemini 3.1	2	2	2	2	2	2	2	2	2	2	2
	Claude (thinking)	2	2	2	2	2	2	2	2	2	2	2
32	Claude	7	6	6	6	6	6	5	6	6	6	6
	GPT	7	5	6	6	4	6	2	5	6	4	3
	Gemini 2.5	7	7	7	7	7	7	7	7	7	7	7
	Gemini 3.1	7	6	6	6	6	6	6	6	6	6	6
	Claude (thinking)	7	7	7	7	7	7	7	6	7	6	7
33	Claude	4	3	3	3	3	3	3	3	3	3	3
	GPT	4	4	3	3	3	3	3	4	4	3	3
	Gemini 2.5	4	3	3	3	3	3	3	3	3	3	3
	Gemini 3.1	4	4	4	4	4	4	4	4	4	4	4
	Claude (thinking)	4	3	4	4	3	4	4	4	4	4	3
34	Claude	8	8	8	8	10	8	7	8	10	10	8
	GPT	8	6	6	6	5	6	6	5	6	5	6
	Gemini 2.5	8	8	8	8	8	8	8	8	8	8	8
	Gemini 3.1	8	7	7	7	7	7	7	7	7	8	7
	Claude (thinking)	8	8	8	8	8	8	8	8	8	8	8
35	Claude	1	3	3	3	3	3	3	3	3	3	3
	GPT	1	1	1	1	1	1	1	1	1	0	1
	Gemini 2.5	1	1	1	1	1	1	1	1	1	1	1
	Gemini 3.1	1	1	1	1	1	1	1	1	1	1	1
	Claude (thinking)	1	2	3	3	2	2	1	3	2	1	1
36	Claude	10	10	10	10	10	10	10	10	10	10	10
	GPT	10	6	4	4	6	6	4	4	5	6	4
	Gemini 2.5	10	9	9	9	9	9	9	9	9	9	9
	Gemini 3.1	10	8	8	8	8	8	8	8	8	8	8
	Claude (thinking)	10	10	10	9	10	10	10	10	9	9	11
37	Claude	16	12	12	12	12	12	12	12	12	12	12
	GPT	16	9	7	7	8	8	8	8	7	6	7
	Gemini 2.5	16	16	16	15	16	16	16	16	15	16	15
	Gemini 3.1	16	16	16	16	16	16	16	16	16	16	16
	Claude (thinking)	16	13	14	9	12	12	12	13	13	12	12
38	Claude	1	1	1	1	1	1	1	1	1	1	1
	GPT	1	2	1	2	1	2	2	1	2	2	1
	Gemini 2.5	1	2	2	2	3	3	4	2	2	3	3
	Gemini 3.1	1	1	1	1	1	1	1	1	1	1	1
	Claude (thinking)	1	2	2	2	2	2	2	2	2	2	2
39	Claude	2	3	3	3	2	3	2	2	3	3	2
	GPT	2	1	1	1	1	1	1	1	0	1	1
	Gemini 2.5	2	2	2	2	2	2	2	2	2	2	2
	Gemini 3.1	2	2	2	2	2	2	2	2	2	2	2
	Claude (thinking)	2	2	2	2	2	2	2	2	2	2	2

Guided (with expert guidance)

Page	Model	GT	r1	r2	r3	r4	r5	r6	r7	r8	r9	r10
1	Claude	4	3	3	3	3	3	3	3	3	3	3
	GPT	4	3	3	3	2	1	1	2	2	1	2
	Gemini 2.5	4	4	4	4	4	4	4	4	4	4	4
	Gemini 3.1	4	4	4	4	4	4	4	4	4	4	4
	Claude (thinking)	4	4	4	4	4	4	4	4	4	4	4
2	Claude	9	7	7	7	7	7	7	7	—	7	7
	GPT	9	4	6	6	6	5	6	6	6	6	6
	Gemini 2.5	9	9	9	9	9	9	9	9	9	9	9
	Gemini 3.1	9	8	8	8	8	8	8	8	8	8	8
	Claude (thinking)	9	7	9	8	8	8	7	8	9	7	8
3	Claude	1	1	1	1	1	1	1	1	1	1	1
	GPT	1	0	0	0	0	0	0	0	0	0	0
	Gemini 2.5	1	1	1	1	1	1	1	1	1	1	1
	Gemini 3.1	1	1	1	1	1	1	1	1	1	1	1
	Claude (thinking)	1	1	1	1	1	1	1	1	1	1	1
4	Claude	7	6	6	5	5	6	5	6	5	5	5
	GPT	7	3	3	4	4	3	4	4	2	4	4
	Gemini 2.5	7	7	7	7	7	7	7	7	7	7	7
	Gemini 3.1	7	7	6	7	7	7	7	7	7	7	7
	Claude (thinking)	7	6	6	7	7	7	7	7	7	7	7
5	Claude	2	2	2	2	2	2	2	2	2	2	2
	GPT	2	3	3	3	4	3	3	3	4	3	4
	Gemini 2.5	2	3	3	3	2	3	4	2	2	3	3
	Gemini 3.1	2	2	2	2	2	2	2	2	2	2	2
	Claude (thinking)	2	2	2	2	2	2	2	2	2	2	2
6	Claude	8	7	7	7	7	7	7	7	7	7	7
	GPT	8	4	3	4	4	4	5	4	4	4	3
	Gemini 2.5	8	7	7	7	6	7	7	7	7	7	7
	Gemini 3.1	8	6	7	7	7	7	7	7	7	7	7
	Claude (thinking)	8	9	8	9	9	9	8	8	9	7	7
7	Claude	2	2	2	2	2	2	2	2	2	2	2
	GPT	2	2	2	2	2	2	2	2	2	2	2
	Gemini 2.5	2	2	2	2	2	2	2	2	2	2	2
	Gemini 3.1	2	2	2	2	2	2	2	2	2	2	2
	Claude (thinking)	2	2	2	2	2	2	2	2	2	2	2
8	Claude	14	10	10	10	10	9	10	10	10	10	10
	GPT	14	7	9	8	7	6	8	8	7	8	7
	Gemini 2.5	14	14	14	13	14	13	14	13	14	14	14
	Gemini 3.1	14	12	14	11	14	14	14	14	14	14	13
	Claude (thinking)	14	13	11	10	14	11	11	14	9	12	11
9	Claude	3	3	3	3	3	3	3	4	3	3	3
	GPT	3	2	2	2	2	2	2	2	2	2	2
	Gemini 2.5	3	4	4	4	4	3	4	4	3	4	3
	Gemini 3.1	3	3	3	3	3	3	3	3	3	3	3
	Claude (thinking)	3	3	3	3	3	2	2	3	2	2	3
10	Claude	15	10	10	10	10	10	10	10	10	10	12
	GPT	15	8	6	6	4	7	4	7	5	6	8
	Gemini 2.5	15	14	14	14	14	14	14	14	13	14	14
	Gemini 3.1	15	12	15	15	14	12	15	12	12	12	14
	Claude (thinking)	15	11	11	11	12	12	14	13	11	12	11
11	Claude	15	10	10	10	10	10	7	10	10	8	10
	GPT	15	8	10	7	9	9	10	9	7	9	9
	Gemini 2.5	15	15	15	15	15	15	15	—	15	15	15
	Gemini 3.1	15	15	14	11	11	15	11	14	15	15	14
	Claude (thinking)	15	10	11	12	10	10	11	10	15	10	12
12	Claude	9	7	7	7	7	7	7	7	7	7	7
	GPT	9	8	7	8	8	9	7	7	8	8	7
	Gemini 2.5	9	9	9	9	9	9	9	9	9	9	9
	Gemini 3.1	9	9	9	8	9	9	8	9	9	8	9
	Claude (thinking)	9	9	9	9	9	9	9	9	9	9	9
13	Claude	1	1	1	1	1	1	1	1	1	1	1
	GPT	1	1	1	1	1	1	1	1	1	1	1
	Gemini 2.5	1	1	1	1	1	1	1	1	1	1	1
	Gemini 3.1	1	1	1	1	1	1	1	1	1	1	1
	Claude (thinking)	1	1	1	1	1	1	1	1	1	1	1
14	Claude	5	5	5	5	5	5	5	5	5	5	5
	GPT	5	4	6	6	8	2	4	6	6	4	4
	Gemini 2.5	5	5	5	5	5	5	5	5	5	5	5
	Gemini 3.1	5	5	5	5	4	5	5	4	5	4	5
	Claude (thinking)	5	5	5	5	4	4	5	5	5	5	5
15	Claude	1	1	1	1	1	1	1	1	1	1	1
	GPT	1	2	2	2	1	1	1	1	1	1	1
	Gemini 2.5	1	1	1	1	1	1	1	1	1	1	1
	Gemini 3.1	1	1	1	1	1	1	1	1	1	1	1
	Claude (thinking)	1	1	1	1	1	1	1	1	1	1	1
16	Claude	5	4	4	4	5	4	5	4	4	4	3
	GPT	5	5	6	5	0	5	5	0	0	0	0
	Gemini 2.5	5	5	5	5	5	5	5	5	5	5	5
	Gemini 3.1	5	5	5	5	5	5	5	5	5	5	5
	Claude (thinking)	5	5	5	5	5	5	5	4	5	5	5
17	Claude	5	5	5	5	4	5	4	5	5	5	5
	GPT	5	2	3	3	3	3	3	3	3	4	3
	Gemini 2.5	5	4	4	4	5	4	6	4	4	5	4
	Gemini 3.1	5	6	6	5	5	5	5	5	6	5	6
	Claude (thinking)	5	5	5	5	5	5	5	5	5	5	5
18	Claude	3	3	3	3	3	3	3	3	3	3	3
	GPT	3	4	3	3	3	3	3	4	2	4	2
	Gemini 2.5	3	3	4	3	3	3	3	3	3	3	3
	Gemini 3.1	3	3	3	3	3	3	3	3	3	3	3
	Claude (thinking)	3	3	3	3	3	3	3	3	3	3	3
19	Claude	7	6	6	6	6	6	6	6	6	6	6
	GPT	7	3	3	4	3	3	3	4	3	3	3
	Gemini 2.5	7	6	8	8	8	6	7	8	6	8	7
	Gemini 3.1	7	6	7	7	7	7	6	7	7	7	7
	Claude (thinking)	7	7	7	7	7	6	7	7	6	7	7
20	Claude	7	6	6	6	6	6	6	6	6	6	6
	GPT	7	4	5	5	7	5	4	6	5	5	6
	Gemini 2.5	7	7	8	8	8	7	8	8	8	7	7
	Gemini 3.1	7	6	6	6	6	7	6	7	7	6	6
	Claude (thinking)	7	7	7	7	7	7	7	7	7	7	7
21	Claude	4	4	4	4	4	4	4	4	4	4	4
	GPT	4	3	2	3	3	3	3	3	3	3	3
	Gemini 2.5	4	4	4	4	4	4	4	4	4	4	4
	Gemini 3.1	4	4	4	4	4	4	4	4	4	4	4
	Claude (thinking)	4	4	3	4	4	4	4	4	4	4	4
22	Claude	11	7	7	7	7	7	7	7	7	7	7
	GPT	11	8	6	7	9	9	9	6	7	7	9
	Gemini 2.5	11	12	11	12	11	11	11	11	11	12	13
	Gemini 3.1	11	10	10	10	10	11	11	11	10	10	10
	Claude (thinking)	11	11	10	12	11	10	12	13	10	12	11
23	Claude	6	5	5	5	5	5	5	5	5	5	5
	GPT	6	5	3	3	4	2	4	4	4	4	4
	Gemini 2.5	6	6	6	6	6	6	6	6	6	6	6
	Gemini 3.1	6	5	5	5	5	5	5	5	5	5	5
	Claude (thinking)	6	6	6	6	6	6	5	6	6	6	6
24	Claude	1	1	1	1	1	1	1	1	1	1	1
	GPT	1	1	1	1	1	1	1	1	1	1	1
	Gemini 2.5	1	1	1	1	1	1	1	1	1	1	1
	Gemini 3.1	1	1	1	1	1	1	1	1	1	1	1
	Claude (thinking)	1	1	1	1	1	1	1	1	1	1	1
25	Claude	6	5	5	5	5	5	5	5	5	5	5
	GPT	6	5	4	5	4	4	5	5	4	4	4
	Gemini 2.5	6	6	6	6	6	6	6	6	6	6	6
	Gemini 3.1	6	6	6	6	6	6	6	6	6	6	6
	Claude (thinking)	6	6	6	6	6	6	6	6	6	6	6
26	Claude	2	2	2	2	2	2	2	2	2	2	2
	GPT	2	2	1	4	2	1	2	2	2	2	2
	Gemini 2.5	2	4	3	3	4	3	3	4	4	4	4
	Gemini 3.1	2	2	2	2	2	2	2	2	2	2	2
	Claude (thinking)	2	2	2	2	2	2	2	2	2	2	2
27	Claude	12	10	10	10	10	10	10	—	10	10	10
	GPT	12	4	4	8	6	6	3	6	6	8	6
	Gemini 2.5	12	12	12	12	12	—	12	12	12	12	—
	Gemini 3.1	12	10	10	10	10	10	10	10	10	10	10
	Claude (thinking)	12	12	12	11	11	12	11	12	11	11	11
28	Claude	4	5	5	5	5	5	5	5	5	5	5
	GPT	4	4	6	4	4	5	6	5	5	4	6
	Gemini 2.5	4	5	4	5	5	4	5	4	4	5	5
	Gemini 3.1	4	4	4	4	4	4	4	4	4	4	4
	Claude (thinking)	4	5	5	5	5	5	5	5	5	5	5
29	Claude	2	2	2	2	2	2	2	2	2	2	2
	GPT	2	4	2	2	2	2	2	2	2	2	2
	Gemini 2.5	2	2	2	2	2	2	2	2	2	2	2
	Gemini 3.1	2	2	2	2	2	2	2	2	2	2	2
	Claude (thinking)	2	2	2	2	2	2	2	2	2	2	2
30	Claude	1	1	1	1	1	—	1	1	1	1	—
	GPT	1	0	0	0	0	0	0	0	0	0	0
	Gemini 2.5	1	1	1	1	1	1	1	1	1	1	1
	Gemini 3.1	1	1	1	1	1	1	1	1	1	1	1
	Claude (thinking)	1	1	1	1	1	1	1	1	1	1	1
31	Claude	2	2	2	2	2	2	2	2	2	2	2
	GPT	2	1	2	2	2	1	2	2	1	1	2
	Gemini 2.5	2	2	2	2	2	2	2	2	2	2	2
	Gemini 3.1	2	2	2	2	2	2	2	2	2	2	2
	Claude (thinking)	2	2	2	2	2	2	2	2	2	2	2
32	Claude	7	6	6	6	6	6	6	6	6	6	6
	GPT	7	5	5	5	6	6	5	6	5	5	6
	Gemini 2.5	7	7	7	7	7	7	7	7	7	7	7
	Gemini 3.1	7	6	7	6	6	6	6	6	6	6	6
	Claude (thinking)	7	7	7	7	7	7	7	7	7	7	7
33	Claude	4	3	3	3	3	3	3	3	3	3	3
	GPT	4	3	2	3	3	3	3	2	3	3	2
	Gemini 2.5	4	3	3	3	3	3	3	3	3	3	3
	Gemini 3.1	4	4	4	4	4	4	4	4	4	4	4
	Claude (thinking)	4	4	4	4	3	4	3	3	4	3	4
34	Claude	8	9	7	9	7	9	9	9	9	9	9
	GPT	8	7	7	5	7	5	9	7	7	7	6
	Gemini 2.5	8	8	8	8	8	8	8	8	8	8	8
	Gemini 3.1	8	7	7	7	7	7	7	7	7	7	7
	Claude (thinking)	8	9	8	8	8	8	8	8	8	8	8
35	Claude	1	3	3	3	3	3	3	3	3	3	3
	GPT	1	1	1	1	1	1	1	1	1	1	1
	Gemini 2.5	1	1	1	1	1	1	1	1	1	1	1
	Gemini 3.1	1	1	1	1	1	1	1	1	1	1	1
	Claude (thinking)	1	2	2	3	1	2	2	1	2	1	3
36	Claude	10	10	10	12	10	10	10	10	10	12	10
	GPT	10	5	4	6	4	4	5	4	5	5	6
	Gemini 2.5	10	9	9	9	9	9	9	9	9	9	9
	Gemini 3.1	10	8	8	8	8	8	8	8	8	8	9
	Claude (thinking)	10	9	8	10	10	9	10	10	9	10	11
37	Claude	16	12	12	12	12	12	12	12	12	12	12
	GPT	16	8	6	8	7	0	7	7	7	7	7
	Gemini 2.5	16	17	16	16	17	17	17	17	17	17	16
	Gemini 3.1	16	14	14	14	14	14	13	16	14	14	13
	Claude (thinking)	16	11	10	10	11	13	14	11	14	10	13
38	Claude	1	1	1	1	1	1	1	1	1	1	1
	GPT	1	2	1	0	0	1	0	1	0	0	1
	Gemini 2.5	1	1	1	1	1	1	1	1	2	2	1
	Gemini 3.1	1	1	1	1	1	1	1	1	1	1	1
	Claude (thinking)	1	1	1	1	1	2	2	2	2	2	2
39	Claude	2	2	2	2	2	2	2	2	2	2	2
	GPT	2	1	1	1	1	1	1	1	1	1	1
	Gemini 2.5	2	2	2	2	2	2	2	2	2	2	2
	Gemini 3.1	2	2	2	2	2	2	2	2	2	2	2
	Claude (thinking)	2	2	2	2	2	2	2	2	2	2	2

Q11: E conjunction count

Naive (no expert guidance)

Page	Model	GT	r1	r2	r3	r4	r5	r6	r7	r8	r9	r10
1	Claude	6	8	8	8	8	8	8	8	8	8	8
	GPT	6	2	2	4	3	4	3	2	2	2	2
	Gemini 2.5	6	6	5	5	5	6	5	5	6	6	5
	Gemini 3.1	6	4	4	4	4	4	4	4	4	4	4
	Claude (thinking)	6	9	6	8	9	7	7	5	8	10	7
2	Claude	3	5	5	5	5	5	5	5	5	5	5
	GPT	3	4	4	2	6	3	4	2	2	3	3
	Gemini 2.5	3	3	2	2	2	4	7	2	4	2	7
	Gemini 3.1	3	1	1	1	1	1	2	1	1	1	1
	Claude (thinking)	3	2	2	3	3	3	3	2	4	2	3
3	Claude	1	1	1	1	1	1	1	1	1	1	1
	GPT	1	0	0	0	0	0	0	0	0	0	0
	Gemini 2.5	1	2	2	2	2	2	2	2	2	2	2
	Gemini 3.1	1	1	1	1	1	1	1	1	1	1	1
	Claude (thinking)	1	1	1	1	1	1	1	1	1	1	1
4	Claude	3	3	2	2	2	2	2	2	2	3	2
	GPT	3	6	4	4	4	4	3	4	4	2	6
	Gemini 2.5	3	4	4	2	4	2	4	2	2	2	4
	Gemini 3.1	3	2	2	2	2	2	2	2	2	2	2
	Claude (thinking)	3	2	2	2	2	2	2	2	2	2	2
5	Claude	3	2	1	2	2	2	2	2	2	2	1
	GPT	3	0	0	0	0	0	0	0	1	0	0
	Gemini 2.5	3	2	2	2	2	2	2	2	2	2	2
	Gemini 3.1	3	3	2	3	3	3	3	1	1	3	2
	Claude (thinking)	3	3	3	2	3	2	2	3	2	3	3
6	Claude	2	3	3	3	3	3	3	3	3	3	3
	GPT	2	4	2	4	4	3	2	2	2	6	2
	Gemini 2.5	2	1	1	1	3	1	1	1	1	3	3
	Gemini 3.1	2	1	1	1	1	1	1	1	1	1	1
	Claude (thinking)	2	3	2	3	3	3	4	2	4	3	4
7	Claude	0	0	0	0	0	0	0	0	0	0	0
	GPT	0	0	0	0	0	0	0	0	0	0	0
	Gemini 2.5	0	1	0	1	0	0	1	1	1	1	0
	Gemini 3.1	0	0	0	0	0	0	0	0	0	0	0
	Claude (thinking)	0	0	0	0	0	0	0	0	0	0	0
8	Claude	3	5	5	5	5	5	5	5	5	5	5
	GPT	3	2	3	3	4	2	0	2	4	1	2
	Gemini 2.5	3	4	3	4	3	2	3	3	4	2	2
	Gemini 3.1	3	4	4	2	2	2	2	4	2	2	4
	Claude (thinking)	3	3	4	4	5	4	2	3	4	3	4
9	Claude	4	5	5	5	5	5	5	5	5	5	5
	GPT	4	1	1	1	2	2	1	1	2	2	2
	Gemini 2.5	4	4	5	5	4	5	4	5	4	4	4
	Gemini 3.1	4	2	2	2	2	2	2	2	2	2	2
	Claude (thinking)	4	5	3	4	4	4	3	5	4	3	3
10	Claude	3	7	7	5	5	7	5	7	5	7	5
	GPT	3	6	6	2	4	6	4	2	0	4	2
	Gemini 2.5	3	7	5	5	7	7	7	7	7	5	7
	Gemini 3.1	3	3	3	3	3	3	2	2	3	3	3
	Claude (thinking)	3	3	3	6	5	5	5	4	6	4	3
11	Claude	8	5	5	5	5	5	5	5	5	5	5
	GPT	8	4	2	2	2	4	6	2	5	4	4
	Gemini 2.5	8	7	7	10	7	7	10	10	10	7	7
	Gemini 3.1	8	1	1	1	1	2	1	1	2	1	1
	Claude (thinking)	8	6	5	5	5	6	8	6	7	6	6
12	Claude	7	5	5	5	5	5	5	5	5	5	5
	GPT	7	4	6	6	4	4	4	4	4	5	4
	Gemini 2.5	7	10	10	9	10	10	9	10	10	8	10
	Gemini 3.1	7	5	5	5	4	4	4	5	5	5	4
	Claude (thinking)	7	4	4	5	5	5	5	6	4	5	5
13	Claude	0	0	0	0	0	0	0	0	0	0	0
	GPT	0	0	0	0	0	0	0	0	0	0	0
	Gemini 2.5	0	0	0	4	4	0	0	0	0	4	0
	Gemini 3.1	0	0	0	0	0	0	0	0	0	0	0
	Claude (thinking)	0	0	0	0	0	0	0	0	0	0	0
14	Claude	3	4	4	4	4	4	4	4	4	3	3
	GPT	3	2	4	4	4	6	4	3	4	3	5
	Gemini 2.5	3	3	3	3	3	3	3	3	3	3	3
	Gemini 3.1	3	3	3	3	3	3	3	4	4	3	3
	Claude (thinking)	3	3	3	3	3	3	3	3	3	3	3
15	Claude	0	0	0	0	0	0	0	0	0	0	0
	GPT	0	0	0	0	0	0	0	0	0	0	0
	Gemini 2.5	0	0	0	0	0	0	0	0	0	0	0
	Gemini 3.1	0	0	0	0	0	0	0	0	0	0	0
	Claude (thinking)	0	0	0	0	0	0	0	0	0	0	0
16	Claude	0	2	2	2	2	2	2	2	2	2	2
	GPT	0	2	2	1	1	1	1	2	0	2	2
	Gemini 2.5	0	5	3	5	3	6	6	5	3	5	6
	Gemini 3.1	0	1	1	1	1	1	1	1	1	1	1
	Claude (thinking)	0	2	1	1	2	2	2	2	2	1	1
17	Claude	1	2	2	2	2	2	2	2	2	2	2
	GPT	1	0	1	1	1	1	2	0	1	0	0
	Gemini 2.5	1	4	2	2	4	3	4	3	4	3	2
	Gemini 3.1	1	1	1	1	1	1	1	1	1	1	1
	Claude (thinking)	1	1	1	3	2	2	2	3	1	1	2
18	Claude	1	1	1	1	1	1	1	1	1	1	1
	GPT	1	2	2	1	2	1	1	2	2	2	1
	Gemini 2.5	1	1	1	1	1	1	1	1	1	2	2
	Gemini 3.1	1	1	1	1	1	1	1	1	1	1	1
	Claude (thinking)	1	1	1	1	1	1	1	1	1	1	1
19	Claude	5	3	3	5	4	3	4	4	3	3	4
	GPT	5	2	1	3	4	4	0	4	2	4	0
	Gemini 2.5	5	7	3	7	3	7	3	7	7	3	3
	Gemini 3.1	5	3	3	3	1	1	3	1	3	3	3
	Claude (thinking)	5	3	2	3	2	4	4	3	4	2	4
20	Claude	0	0	0	0	2	0	0	0	0	0	2
	GPT	0	2	1	1	2	2	1	2	1	1	1
	Gemini 2.5	0	1	2	1	1	1	1	4	4	2	2
	Gemini 3.1	0	0	0	0	0	0	0	0	0	0	0
	Claude (thinking)	0	0	0	0	0	0	0	2	0	0	0
21	Claude	5	6	6	6	6	6	6	6	6	6	6
	GPT	5	2	4	7	6	4	6	4	4	3	4
	Gemini 2.5	5	12	6	4	13	4	13	6	13	12	12
	Gemini 3.1	5	4	4	4	4	4	4	4	4	4	4
	Claude (thinking)	5	5	6	6	6	3	6	5	6	5	7
22	Claude	3	5	5	6	6	5	5	5	5	5	5
	GPT	3	7	0	0	6	4	4	3	1	2	2
	Gemini 2.5	3	7	4	8	8	7	8	7	7	4	4
	Gemini 3.1	3	2	2	2	2	2	3	2	2	3	2
	Claude (thinking)	3	4	4	5	3	5	4	5	5	7	3
23	Claude	2	3	3	3	3	3	3	3	3	3	3
	GPT	2	1	1	2	2	0	2	1	1	2	1
	Gemini 2.5	2	6	7	7	5	6	7	6	5	5	6
	Gemini 3.1	2	1	1	1	1	1	1	1	1	1	1
	Claude (thinking)	2	2	3	2	1	4	3	2	2	2	2
24	Claude	6	5	5	3	3	3	5	3	5	3	3
	GPT	6	0	0	0	0	0	0	1	1	0	0
	Gemini 2.5	6	4	4	4	4	4	4	3	4	4	4
	Gemini 3.1	6	3	1	3	3	3	3	3	3	3	3
	Claude (thinking)	6	1	2	1	3	3	0	2	3	3	1
25	Claude	0	2	2	2	2	2	2	2	2	2	2
	GPT	0	0	2	1	0	0	0	0	0	1	0
	Gemini 2.5	0	1	1	1	1	1	1	1	1	5	5
	Gemini 3.1	0	0	0	0	0	0	0	0	0	0	0
	Claude (thinking)	0	2	1	1	1	1	1	1	1	2	1
26	Claude	4	3	3	3	3	3	3	3	3	3	3
	GPT	4	2	1	1	1	0	1	0	2	2	2
	Gemini 2.5	4	4	3	3	3	3	3	3	4	3	3
	Gemini 3.1	4	4	4	3	3	3	3	3	4	4	3
	Claude (thinking)	4	3	2	3	3	2	3	4	4	3	4
27	Claude	3	8	8	8	8	8	8	8	8	8	8
	GPT	3	3	2	4	4	2	4	4	3	2	2
	Gemini 2.5	3	7	6	12	11	7	12	7	12	11	7
	Gemini 3.1	3	6	6	6	6	6	6	6	6	6	6
	Claude (thinking)	3	7	7	5	5	5	5	8	6	6	8
28	Claude	2	7	6	7	7	7	7	5	7	6	7
	GPT	2	4	6	6	4	4	4	2	6	4	3
	Gemini 2.5	2	3	4	4	3	3	3	4	3	4	4
	Gemini 3.1	2	3	3	3	3	3	3	3	3	3	3
	Claude (thinking)	2	3	4	5	4	3	5	4	3	4	3
29	Claude	4	4	4	3	3	4	3	3	3	4	4
	GPT	4	2	2	1	2	2	1	2	1	1	2
	Gemini 2.5	4	4	3	3	3	3	4	4	3	3	3
	Gemini 3.1	4	4	4	4	4	4	4	4	4	4	4
	Claude (thinking)	4	4	3	2	2	3	2	3	3	2	2
30	Claude	0	2	2	1	2	1	2	1	1	1	2
	GPT	0	0	0	0	0	0	0	0	0	0	0
	Gemini 2.5	0	3	3	3	2	2	2	3	3	2	2
	Gemini 3.1	0	0	0	0	0	0	0	0	0	0	0
	Claude (thinking)	0	0	2	2	0	2	1	0	0	0	2
31	Claude	0	2	2	2	2	2	2	2	2	2	0
	GPT	0	0	0	0	0	0	0	0	0	0	0
	Gemini 2.5	0	4	4	4	4	4	4	4	4	4	4
	Gemini 3.1	0	0	0	0	0	0	0	0	0	0	0
	Claude (thinking)	0	0	0	0	0	0	0	0	0	0	0
32	Claude	1	2	2	2	2	2	3	2	2	2	2
	GPT	1	1	2	1	0	0	0	0	0	0	0
	Gemini 2.5	1	2	3	3	2	3	3	2	0	0	3
	Gemini 3.1	1	1	1	1	1	1	1	1	1	1	1
	Claude (thinking)	1	1	1	1	1	1	1	2	1	1	1
33	Claude	1	6	6	6	6	6	6	6	6	6	6
	GPT	1	1	0	1	2	1	2	0	1	1	1
	Gemini 2.5	1	6	3	3	4	6	6	6	4	4	4
	Gemini 3.1	1	1	1	1	1	1	1	1	1	1	1
	Claude (thinking)	1	4	5	5	4	3	5	5	5	3	4
34	Claude	3	5	5	6	5	5	5	5	5	5	5
	GPT	3	2	1	2	1	1	1	2	1	2	2
	Gemini 2.5	3	7	7	8	7	7	7	13	9	7	9
	Gemini 3.1	3	2	2	2	2	2	2	2	2	2	2
	Claude (thinking)	3	4	5	4	4	4	3	5	5	4	4
35	Claude	0	2	2	2	2	2	2	2	2	2	2
	GPT	0	1	0	0	1	1	0	0	1	0	1
	Gemini 2.5	0	2	3	2	2	2	2	2	2	3	3
	Gemini 3.1	0	1	1	1	1	1	1	1	1	1	1
	Claude (thinking)	0	2	2	2	2	2	2	3	2	1	4
36	Claude	4	5	5	5	5	5	5	5	5	5	5
	GPT	4	0	0	2	2	2	2	2	2	0	0
	Gemini 2.5	4	10	10	10	10	10	8	10	10	10	4
	Gemini 3.1	4	1	1	1	1	1	1	1	1	1	1
	Claude (thinking)	4	5	3	5	5	3	5	5	6	6	6
37	Claude	8	8	8	8	8	8	8	8	8	8	8
	GPT	8	6	7	6	6	3	4	6	6	6	6
	Gemini 2.5	8	53	53	5	9	53	9	71	5	71	5
	Gemini 3.1	8	8	8	8	8	8	8	8	8	5	8
	Claude (thinking)	8	9	7	5	6	7	10	5	7	8	7
38	Claude	3	5	4	5	4	4	5	4	5	4	5
	GPT	3	0	0	0	0	1	0	0	0	0	0
	Gemini 2.5	3	1	1	1	13	3	11	1	1	3	3
	Gemini 3.1	3	2	2	2	2	2	2	2	2	2	2
	Claude (thinking)	3	3	4	4	5	4	6	3	3	5	3
39	Claude	0	0	0	0	1	0	0	0	0	0	0
	GPT	0	0	0	0	0	0	0	0	0	0	0
	Gemini 2.5	0	0	0	1	1	1	0	0	0	1	0
	Gemini 3.1	0	0	0	0	0	0	0	0	0	0	0
	Claude (thinking)	0	0	0	0	0	0	0	0	0	0	0

Guided (with expert guidance)

Page	Model	GT	r1	r2	r3	r4	r5	r6	r7	r8	r9	r10
1	Claude	6	8	8	8	8	8	8	8	8	8	8
	GPT	6	4	2	4	2	1	2	2	1	2	2
	Gemini 2.5	6	6	6	6	6	5	6	6	6	5	6
	Gemini 3.1	6	4	4	4	4	4	4	4	4	4	4
	Claude (thinking)	6	7	5	5	7	5	5	6	8	5	5
2	Claude	3	3	3	3	3	3	3	3	—	3	4
	GPT	3	0	0	1	1	1	1	1	0	1	0
	Gemini 2.5	3	6	4	6	4	6	6	4	6	6	6
	Gemini 3.1	3	2	2	3	2	2	2	2	2	2	2
	Claude (thinking)	3	3	2	2	3	3	2	4	3	3	2
3	Claude	1	0	0	1	0	0	1	0	1	1	1
	GPT	1	0	0	0	0	0	0	0	0	0	0
	Gemini 2.5	1	2	1	1	1	1	1	1	2	2	2
	Gemini 3.1	1	1	1	1	1	1	1	1	1	1	1
	Claude (thinking)	1	1	1	1	1	1	1	1	1	1	1
4	Claude	3	2	3	3	3	3	3	3	3	3	3
	GPT	3	3	4	4	4	4	4	4	4	3	3
	Gemini 2.5	3	2	3	3	2	2	3	2	3	3	3
	Gemini 3.1	3	2	2	2	2	2	2	2	2	2	2
	Claude (thinking)	3	2	2	2	2	2	2	2	2	2	2
5	Claude	3	1	1	2	1	1	1	2	1	1	1
	GPT	3	0	0	0	1	1	0	0	2	0	0
	Gemini 2.5	3	2	2	2	3	2	2	2	2	2	2
	Gemini 3.1	3	3	2	2	3	2	2	3	2	2	2
	Claude (thinking)	3	1	3	1	3	2	3	3	3	1	3
6	Claude	2	3	3	3	3	3	3	3	3	3	3
	GPT	2	1	2	1	2	2	2	1	2	4	2
	Gemini 2.5	2	1	1	1	1	1	1	1	1	1	1
	Gemini 3.1	2	1	1	1	1	1	1	1	1	1	1
	Claude (thinking)	2	2	4	2	2	2	3	2	2	3	4
7	Claude	0	0	0	0	0	0	0	0	0	0	0
	GPT	0	0	0	0	0	0	0	0	0	0	0
	Gemini 2.5	0	0	0	0	0	0	0	0	0	0	0
	Gemini 3.1	0	0	0	0	0	0	0	0	0	0	0
	Claude (thinking)	0	0	0	0	0	0	0	0	0	0	0
8	Claude	3	5	5	5	5	5	5	5	5	3	5
	GPT	3	2	2	2	2	1	2	2	2	2	1
	Gemini 2.5	3	2	2	3	2	3	2	3	2	2	2
	Gemini 3.1	3	2	3	2	3	3	3	3	3	3	2
	Claude (thinking)	3	3	2	2	3	2	3	2	2	3	3
9	Claude	4	7	7	7	7	7	7	6	7	6	7
	GPT	4	0	1	2	1	2	1	2	1	1	1
	Gemini 2.5	4	2	4	2	4	4	2	2	4	4	4
	Gemini 3.1	4	3	2	2	3	3	2	3	2	3	2
	Claude (thinking)	4	4	4	4	5	3	3	4	4	4	4
10	Claude	3	7	8	5	8	7	8	7	8	5	5
	GPT	3	7	4	4	7	4	4	4	7	7	4
	Gemini 2.5	3	6	6	5	6	2	2	5	4	2	2
	Gemini 3.1	3	3	2	2	3	2	2	3	3	2	3
	Claude (thinking)	3	5	5	3	5	4	7	3	4	5	4
11	Claude	8	5	3	5	5	5	5	5	5	5	5
	GPT	8	4	7	7	6	4	7	7	2	6	6
	Gemini 2.5	8	6	6	10	10	10	5	—	10	10	5
	Gemini 3.1	8	7	21	2	2	6	2	21	7	7	21
	Claude (thinking)	8	5	8	5	5	5	5	5	7	5	7
12	Claude	7	5	5	5	5	5	5	5	5	5	5
	GPT	7	4	5	6	4	4	4	5	4	4	4
	Gemini 2.5	7	8	7	8	8	8	7	8	7	8	7
	Gemini 3.1	7	4	4	4	4	6	4	4	6	4	6
	Claude (thinking)	7	5	7	6	7	4	5	5	4	6	4
13	Claude	0	0	0	0	0	0	0	0	0	0	0
	GPT	0	0	0	0	0	0	0	0	0	0	0
	Gemini 2.5	0	0	0	0	0	0	0	0	0	0	0
	Gemini 3.1	0	0	0	0	0	0	0	0	0	0	0
	Claude (thinking)	0	0	0	0	0	0	0	0	0	0	0
14	Claude	3	6	5	6	5	6	6	5	5	5	5
	GPT	3	2	4	4	4	2	3	4	3	3	3
	Gemini 2.5	3	3	3	3	3	3	3	3	3	3	3
	Gemini 3.1	3	3	3	3	3	3	3	3	3	3	3
	Claude (thinking)	3	3	3	3	3	3	3	3	3	3	3
15	Claude	0	0	0	0	0	0	0	0	0	0	0
	GPT	0	0	0	0	0	0	0	0	0	0	0
	Gemini 2.5	0	0	0	0	0	0	0	0	0	0	0
	Gemini 3.1	0	0	0	0	0	0	0	0	0	0	0
	Claude (thinking)	0	0	0	0	0	0	0	0	0	0	0
16	Claude	0	2	2	2	2	2	2	2	2	2	2
	GPT	0	0	2	0	0	2	2	0	0	0	0
	Gemini 2.5	0	3	2	3	3	3	2	2	3	3	3
	Gemini 3.1	0	1	1	1	1	1	1	1	1	1	1
	Claude (thinking)	0	1	1	1	2	1	2	1	2	1	1
17	Claude	1	2	2	2	2	2	2	2	2	2	2
	GPT	1	1	1	0	1	1	1	1	1	0	0
	Gemini 2.5	1	2	2	2	2	2	2	2	2	2	2
	Gemini 3.1	1	1	1	1	1	1	1	1	1	1	1
	Claude (thinking)	1	2	1	1	1	2	3	1	2	1	2
18	Claude	1	1	1	1	1	1	1	1	1	1	1
	GPT	1	1	1	1	1	1	2	1	1	2	2
	Gemini 2.5	1	1	2	1	1	1	1	1	1	1	1
	Gemini 3.1	1	1	1	1	1	1	1	1	1	1	1
	Claude (thinking)	1	1	1	1	1	1	1	1	1	1	1
19	Claude	5	4	4	4	4	4	5	5	4	4	4
	GPT	5	2	4	4	0	2	2	0	2	4	0
	Gemini 2.5	5	1	3	1	3	1	1	3	1	3	1
	Gemini 3.1	5	3	1	1	1	3	3	1	1	3	3
	Claude (thinking)	5	2	3	3	4	2	4	2	3	5	4
20	Claude	0	0	0	0	0	0	0	0	0	0	0
	GPT	0	0	1	0	0	0	0	0	0	0	1
	Gemini 2.5	0	2	0	1	0	2	1	1	0	2	2
	Gemini 3.1	0	0	0	0	0	0	0	0	0	0	0
	Claude (thinking)	0	0	0	0	0	0	0	0	0	0	0
21	Claude	5	8	8	8	8	8	8	8	8	8	8
	GPT	5	2	4	6	2	2	4	4	4	4	6
	Gemini 2.5	5	5	4	4	4	4	4	5	5	5	4
	Gemini 3.1	5	4	3	4	4	3	3	4	4	3	4
	Claude (thinking)	5	4	6	3	7	4	5	4	5	5	5
22	Claude	3	5	5	5	5	5	5	5	5	5	5
	GPT	3	2	4	2	2	2	1	2	2	2	4
	Gemini 2.5	3	3	4	3	3	3	3	4	3	3	3
	Gemini 3.1	3	3	3	2	2	3	3	3	3	3	2
	Claude (thinking)	3	5	4	2	3	3	4	3	5	4	4
23	Claude	2	3	3	3	3	3	3	3	3	3	3
	GPT	2	0	1	0	0	0	1	2	0	1	0
	Gemini 2.5	2	5	5	5	5	5	5	5	5	5	5
	Gemini 3.1	2	1	1	1	1	1	1	1	1	1	1
	Claude (thinking)	2	2	1	2	1	3	2	1	2	1	2
24	Claude	6	4	4	4	4	4	4	4	4	5	3
	GPT	6	0	0	0	0	0	0	0	0	0	0
	Gemini 2.5	6	5	3	3	3	3	3	5	3	2	3
	Gemini 3.1	6	3	3	2	3	3	3	3	3	3	2
	Claude (thinking)	6	2	1	2	1	3	1	2	1	2	1
25	Claude	0	2	2	2	2	2	2	2	2	2	2
	GPT	0	0	0	0	0	0	0	0	1	0	0
	Gemini 2.5	0	1	1	1	1	1	1	1	1	1	1
	Gemini 3.1	0	1	1	0	0	0	0	0	1	0	1
	Claude (thinking)	0	2	1	1	1	1	1	2	2	1	2
26	Claude	4	3	3	2	3	3	3	3	3	3	3
	GPT	4	0	2	0	0	0	0	0	2	0	0
	Gemini 2.5	4	3	3	3	3	3	3	3	3	3	3
	Gemini 3.1	4	4	5	4	3	3	4	5	3	4	4
	Claude (thinking)	4	3	4	4	4	2	3	2	4	2	3
27	Claude	3	5	8	5	5	5	5	—	5	8	5
	GPT	3	4	4	4	2	2	6	3	2	2	4
	Gemini 2.5	3	8	9	5	8	—	5	9	8	9	—
	Gemini 3.1	3	4	3	6	3	4	6	6	4	4	6
	Claude (thinking)	3	6	7	4	6	5	5	5	5	5	7
28	Claude	2	7	7	7	7	7	7	7	7	7	8
	GPT	2	4	6	3	3	5	6	6	4	4	6
	Gemini 2.5	2	3	4	3	3	4	3	4	4	3	3
	Gemini 3.1	2	3	3	3	3	3	3	3	3	3	3
	Claude (thinking)	2	3	4	3	3	3	3	4	4	4	3
29	Claude	4	3	3	3	3	4	3	4	3	3	3
	GPT	4	4	2	2	2	2	2	2	2	1	1
	Gemini 2.5	4	4	4	4	4	4	4	4	4	4	4
	Gemini 3.1	4	4	4	4	4	4	4	4	4	4	4
	Claude (thinking)	4	2	4	4	3	4	4	3	4	3	2
30	Claude	0	2	2	2	2	—	2	2	2	2	—
	GPT	0	0	0	0	0	0	0	0	0	0	0
	Gemini 2.5	0	3	3	3	0	2	2	1	2	0	1
	Gemini 3.1	0	0	0	0	0	0	0	0	0	0	0
	Claude (thinking)	0	1	4	4	2	0	2	0	0	0	2
31	Claude	0	2	2	2	2	0	2	2	2	2	2
	GPT	0	0	0	0	0	0	0	0	0	0	0
	Gemini 2.5	0	4	4	4	4	4	4	4	4	4	4
	Gemini 3.1	0	0	0	0	0	0	0	0	0	0	0
	Claude (thinking)	0	3	0	0	0	0	0	0	0	0	0
32	Claude	1	2	2	2	2	2	2	2	2	2	2
	GPT	1	1	2	1	0	2	0	6	2	1	0
	Gemini 2.5	1	2	2	3	2	3	2	3	2	2	3
	Gemini 3.1	1	1	1	1	1	1	1	1	1	1	1
	Claude (thinking)	1	1	1	1	1	2	2	1	2	1	1
33	Claude	1	6	6	6	6	6	6	6	6	6	6
	GPT	1	0	2	2	0	2	0	0	2	0	2
	Gemini 2.5	1	5	2	5	5	5	5	5	2	5	5
	Gemini 3.1	1	1	1	1	1	1	1	1	1	1	1
	Claude (thinking)	1	5	3	4	6	3	5	7	5	6	8
34	Claude	3	5	5	5	5	5	5	5	5	5	5
	GPT	3	0	0	0	0	0	0	0	0	0	0
	Gemini 2.5	3	5	5	10	2	5	5	10	5	10	2
	Gemini 3.1	3	2	2	2	2	1	2	2	2	2	1
	Claude (thinking)	3	5	4	3	6	4	5	8	4	2	4
35	Claude	0	2	2	2	2	2	2	2	2	2	2
	GPT	0	0	0	0	0	0	0	0	0	0	0
	Gemini 2.5	0	2	2	2	3	2	3	2	2	2	2
	Gemini 3.1	0	0	2	1	0	0	0	0	0	0	0
	Claude (thinking)	0	1	2	1	2	2	0	2	4	2	6
36	Claude	4	5	5	5	5	5	5	5	5	5	5
	GPT	4	2	2	0	0	0	0	0	0	0	0
	Gemini 2.5	4	3	3	3	3	4	3	4	3	3	3
	Gemini 3.1	4	2	2	2	2	2	2	2	2	2	2
	Claude (thinking)	4	4	4	5	4	4	5	5	4	5	2
37	Claude	8	5	5	6	5	5	6	6	6	6	7
	GPT	8	2	2	2	2	0	3	4	4	4	1
	Gemini 2.5	8	12	8	8	12	9	9	12	9	12	10
	Gemini 3.1	8	3	3	3	3	3	3	6	3	3	3
	Claude (thinking)	8	5	6	6	8	5	8	8	6	8	6
38	Claude	3	4	3	3	3	4	3	3	3	4	4
	GPT	3	0	0	0	0	0	0	0	0	0	0
	Gemini 2.5	3	6	2	6	10	10	10	2	11	11	6
	Gemini 3.1	3	2	1	1	2	2	1	1	1	2	1
	Claude (thinking)	3	3	4	2	3	3	4	3	1	3	4
39	Claude	0	0	0	0	0	0	0	0	0	0	0
	GPT	0	0	0	0	0	0	0	0	0	0	0
	Gemini 2.5	0	0	0	0	0	0	0	0	0	0	0
	Gemini 3.1	0	0	0	0	0	0	0	0	0	0	0
	Claude (thinking)	0	0	0	0	0	0	0	0	0	0	0

Q13: Named travelers

Naive (no expert guidance)

Page	Model	GT	r1	r2	r3	r4	r5	r6	r7	r8	r9	r10
1	Claude	34	42	42	42	42	42	42	42	42	42	42
	GPT	34	29	27	25	25	26	25	25	25	25	25
	Gemini 2.5	34	33	35	32	35	34	32	35	34	34	35
	Gemini 3.1	34	26	26	26	28	26	28	26	26	26	26
	Claude (thinking)	34	32	34	32	32	32	32	34	32	36	32
2	Claude	35	32	32	32	32	32	32	32	32	32	32
	GPT	35	26	24	26	26	26	24	25	24	25	24
	Gemini 2.5	35	37	37	37	37	38	39	37	38	37	39
	Gemini 3.1	35	28	28	28	28	28	29	28	28	28	28
	Claude (thinking)	35	32	36	34	32	36	36	35	32	32	28
3	Claude	4	4	4	5	5	5	4	4	5	4	5
	GPT	4	4	3	3	3	3	4	3	3	4	3
	Gemini 2.5	4	4	4	4	4	4	4	4	4	4	4
	Gemini 3.1	4	4	4	4	4	4	4	4	4	4	4
	Claude (thinking)	4	4	4	4	4	4	4	4	4	4	4
4	Claude	28	32	32	32	32	32	32	32	32	32	32
	GPT	28	25	29	25	26	26	29	26	25	25	26
	Gemini 2.5	28	30	27	30	30	30	27	30	30	30	29
	Gemini 3.1	28	22	22	22	22	22	22	22	22	22	22
	Claude (thinking)	28	35	28	32	27	32	32	32	29	32	28
5	Claude	11	14	14	14	14	14	14	14	14	14	14
	GPT	11	10	10	10	9	12	9	10	12	10	10
	Gemini 2.5	11	13	17	17	17	13	17	13	13	13	17
	Gemini 3.1	11	11	11	11	11	11	11	10	10	11	11
	Claude (thinking)	11	11	11	11	11	12	11	11	11	11	11
6	Claude	26	22	22	22	22	22	22	24	22	22	22
	GPT	26	20	22	22	20	18	20	20	20	20	20
	Gemini 2.5	26	25	25	26	26	25	25	25	25	26	26
	Gemini 3.1	26	22	22	22	22	22	21	22	22	22	22
	Claude (thinking)	26	22	26	22	22	24	22	25	24	23	22
7	Claude	6	8	9	8	8	8	8	8	8	9	8
	GPT	6	7	7	7	7	7	8	7	7	7	7
	Gemini 2.5	6	7	7	7	7	7	7	7	7	7	7
	Gemini 3.1	6	6	6	6	6	6	6	6	6	6	6
	Claude (thinking)	6	6	6	6	6	6	6	6	6	6	6
8	Claude	43	42	45	45	42	45	42	45	42	42	45
	GPT	43	29	29	29	29	33	29	33	27	33	29
	Gemini 2.5	43	44	48	44	48	46	48	48	44	47	46
	Gemini 3.1	43	42	42	42	42	42	42	42	42	42	42
	Claude (thinking)	43	42	38	38	38	38	38	42	38	38	38
9	Claude	33	35	35	35	32	35	32	35	35	32	35
	GPT	33	26	24	27	26	27	26	25	29	24	29
	Gemini 2.5	33	34	36	36	34	36	34	36	34	34	34
	Gemini 3.1	33	26	26	26	26	26	26	26	26	26	26
	Claude (thinking)	33	32	33	31	32	28	32	34	32	32	33
10	Claude	53	52	58	52	52	52	52	58	52	52	52
	GPT	53	33	38	44	39	44	44	33	44	44	39
	Gemini 2.5	53	53	53	53	53	53	53	53	53	53	53
	Gemini 3.1	53	54	54	54	54	54	53	53	54	54	54
	Claude (thinking)	53	48	48	42	47	48	47	48	47	47	48
11	Claude	62	72	68	68	68	68	68	68	68	68	68
	GPT	62	55	55	63	55	55	55	55	55	60	55
	Gemini 2.5	62	63	63	63	63	63	63	63	63	63	63
	Gemini 3.1	62	48	48	48	48	48	48	48	48	48	48
	Claude (thinking)	62	67	64	67	58	67	62	52	58	62	62
12	Claude	38	35	35	42	35	42	42	35	42	42	42
	GPT	38	29	27	33	29	29	33	29	30	30	30
	Gemini 2.5	38	37	37	37	37	37	37	37	37	38	37
	Gemini 3.1	38	25	25	25	28	28	28	25	25	25	28
	Claude (thinking)	38	32	32	28	38	38	38	35	32	32	28
13	Claude	6	7	6	7	7	7	7	7	7	7	7
	GPT	6	6	6	6	6	6	6	6	6	6	6
	Gemini 2.5	6	6	7	7	7	7	7	7	6	7	7
	Gemini 3.1	6	6	6	6	6	6	6	6	6	6	6
	Claude (thinking)	6	6	6	6	6	6	6	6	6	6	6
14	Claude	22	32	32	32	32	28	32	32	28	24	24
	GPT	22	20	18	18	18	18	20	20	18	18	18
	Gemini 2.5	22	22	22	21	22	22	22	22	22	22	22
	Gemini 3.1	22	22	22	22	22	22	22	16	16	22	22
	Claude (thinking)	22	28	23	24	23	22	24	22	23	22	24
15	Claude	5	6	6	6	6	6	6	6	6	6	6
	GPT	5	5	5	8	5	7	6	5	5	5	5
	Gemini 2.5	5	5	5	5	5	5	5	5	5	5	5
	Gemini 3.1	5	5	5	5	5	5	5	5	5	5	5
	Claude (thinking)	5	5	5	5	5	5	5	5	5	5	5
16	Claude	20	18	22	22	18	22	18	22	22	18	18
	GPT	20	16	16	18	20	18	18	18	20	18	18
	Gemini 2.5	20	22	22	22	22	23	23	22	22	22	23
	Gemini 3.1	20	17	18	17	17	18	17	18	17	18	17
	Claude (thinking)	20	20	20	20	20	18	20	18	18	20	19
17	Claude	14	15	14	15	14	14	14	14	15	15	14
	GPT	14	11	12	12	11	11	11	12	11	10	12
	Gemini 2.5	14	14	13	13	14	15	14	15	14	15	13
	Gemini 3.1	14	12	12	12	12	12	12	12	12	12	12
	Claude (thinking)	14	14	14	12	14	14	14	14	14	14	14
18	Claude	11	12	12	12	12	12	12	12	12	12	12
	GPT	11	9	10	10	10	10	9	10	10	9	10
	Gemini 2.5	11	11	11	11	11	11	11	11	11	11	11
	Gemini 3.1	11	11	11	11	11	11	11	11	11	11	11
	Claude (thinking)	11	11	11	11	11	11	12	11	11	11	11
19	Claude	26	24	24	24	24	24	24	24	24	24	24
	GPT	26	23	22	18	20	22	22	23	23	20	20
	Gemini 2.5	26	28	24	28	24	28	24	28	28	24	24
	Gemini 3.1	26	22	22	22	22	22	22	22	22	22	22
	Claude (thinking)	26	24	24	26	26	28	24	28	24	24	23
20	Claude	22	24	24	24	24	24	24	24	24	24	24
	GPT	22	18	18	18	18	18	18	18	18	18	18
	Gemini 2.5	22	24	26	24	24	24	24	22	22	26	26
	Gemini 3.1	22	20	20	20	20	20	20	20	20	20	20
	Claude (thinking)	22	22	22	22	22	22	22	22	22	22	22
21	Claude	27	28	28	28	28	28	28	28	28	28	28
	GPT	27	24	22	20	18	20	20	22	22	22	22
	Gemini 2.5	27	29	27	32	29	32	29	27	29	29	29
	Gemini 3.1	27	23	23	23	23	23	23	23	23	23	23
	Claude (thinking)	27	27	26	26	28	27	27	28	27	27	28
22	Claude	21	24	24	24	24	24	24	24	24	24	24
	GPT	21	15	18	15	16	16	15	18	15	14	15
	Gemini 2.5	21	23	22	25	25	23	25	23	25	22	22
	Gemini 3.1	21	19	19	19	19	19	18	19	19	18	19
	Claude (thinking)	21	21	21	21	21	24	22	22	22	21	19
23	Claude	33	32	32	32	32	32	32	32	32	32	35
	GPT	33	20	22	22	24	22	24	22	20	22	24
	Gemini 2.5	33	31	32	32	33	31	32	31	33	33	31
	Gemini 3.1	33	28	28	28	28	28	28	28	28	28	28
	Claude (thinking)	33	32	32	32	32	32	32	28	32	32	32
24	Claude	22	22	22	24	24	24	22	24	22	24	24
	GPT	22	18	18	19	18	20	20	20	19	19	20
	Gemini 2.5	22	24	22	24	24	22	24	22	24	22	22
	Gemini 3.1	22	19	20	19	19	19	19	19	19	19	19
	Claude (thinking)	22	18	20	21	22	21	20	20	21	21	20
25	Claude	12	13	14	13	13	13	13	13	13	13	13
	GPT	12	12	11	10	11	11	10	11	11	11	10
	Gemini 2.5	12	12	12	12	12	12	12	12	12	12	12
	Gemini 3.1	12	11	11	11	11	11	11	11	11	11	11
	Claude (thinking)	12	12	12	12	13	12	12	12	12	12	12
26	Claude	24	28	28	32	28	32	28	28	28	28	32
	GPT	24	18	22	20	22	22	22	0	20	18	22
	Gemini 2.5	24	26	24	24	24	24	24	24	26	24	24
	Gemini 3.1	24	20	20	19	19	19	19	19	20	21	19
	Claude (thinking)	24	22	22	20	22	22	22	24	22	23	24
27	Claude	35	35	35	35	35	35	35	42	42	42	42
	GPT	35	24	20	24	24	18	24	22	22	20	26
	Gemini 2.5	35	36	36	33	35	36	33	36	33	35	36
	Gemini 3.1	35	28	28	28	28	28	28	28	28	28	28
	Claude (thinking)	35	38	38	32	32	32	32	34	38	32	38
28	Claude	19	24	24	24	24	24	24	24	24	24	24
	GPT	19	16	18	18	16	18	18	18	16	18	18
	Gemini 2.5	19	20	20	20	20	20	19	20	20	20	20
	Gemini 3.1	19	17	17	17	17	17	17	17	17	17	17
	Claude (thinking)	19	18	19	22	18	20	22	20	22	20	22
29	Claude	13	14	14	14	14	14	14	14	14	14	14
	GPT	13	15	13	13	13	13	14	13	13	14	13
	Gemini 2.5	13	14	14	13	14	14	14	14	13	14	14
	Gemini 3.1	13	13	13	13	13	13	13	13	13	13	13
	Claude (thinking)	13	13	13	13	13	13	11	13	13	13	13
30	Claude	22	24	28	24	28	24	24	24	24	24	28
	GPT	22	20	22	22	18	22	22	25	20	24	22
	Gemini 2.5	22	22	22	22	22	22	22	22	22	22	22
	Gemini 3.1	22	18	18	21	21	18	18	21	18	18	21
	Claude (thinking)	22	22	22	22	24	22	22	22	23	22	22
31	Claude	14	14	14	14	14	14	14	12	14	14	14
	GPT	14	12	12	12	12	14	14	14	14	12	12
	Gemini 2.5	14	14	14	14	14	14	14	14	14	14	14
	Gemini 3.1	14	12	12	12	12	12	12	12	12	12	12
	Claude (thinking)	14	14	14	14	14	10	14	10	14	14	14
32	Claude	16	14	14	16	16	14	14	14	15	14	14
	GPT	16	12	14	15	14	14	14	15	14	13	14
	Gemini 2.5	16	15	16	16	15	16	16	15	15	15	14
	Gemini 3.1	16	13	13	13	13	13	13	13	13	13	13
	Claude (thinking)	16	14	14	14	14	14	16	15	14	16	14
33	Claude	18	18	18	18	18	18	18	18	18	18	18
	GPT	18	12	10	12	10	12	12	12	12	12	14
	Gemini 2.5	18	21	18	18	20	21	21	21	20	20	20
	Gemini 3.1	18	16	16	16	16	16	16	16	16	16	16
	Claude (thinking)	18	16	18	18	18	18	17	18	17	18	17
34	Claude	29	24	28	28	24	28	24	24	24	24	28
	GPT	29	20	18	18	20	20	19	20	18	20	20
	Gemini 2.5	29	28	28	26	28	28	28	27	26	28	26
	Gemini 3.1	29	22	22	22	22	22	22	22	22	24	22
	Claude (thinking)	29	25	24	26	24	27	26	25	26	26	24
35	Claude	17	18	18	18	18	18	18	18	18	18	18
	GPT	17	15	15	15	15	14	14	14	14	15	15
	Gemini 2.5	17	17	17	17	17	17	17	17	17	17	17
	Gemini 3.1	17	16	16	16	16	16	16	16	16	16	16
	Claude (thinking)	17	17	17	18	17	17	17	20	17	17	19
36	Claude	37	42	42	42	35	42	42	42	42	35	42
	GPT	37	22	24	24	20	24	22	24	22	24	24
	Gemini 2.5	37	37	37	37	37	37	38	37	38	38	36
	Gemini 3.1	37	28	28	28	28	28	28	28	28	28	28
	Claude (thinking)	37	28	36	28	36	32	32	34	28	32	32
37	Claude	49	42	42	42	42	42	42	42	42	42	42
	GPT	49	28	33	33	33	33	24	33	33	33	33
	Gemini 2.5	49	51	51	49	50	51	50	50	49	50	49
	Gemini 3.1	49	48	48	48	48	48	48	48	48	48	48
	Claude (thinking)	49	34	38	34	42	36	38	38	42	42	38
38	Claude	31	42	35	42	42	42	42	42	42	35	42
	GPT	31	25	25	30	25	25	25	26	25	25	26
	Gemini 2.5	31	31	31	31	29	30	30	31	31	30	30
	Gemini 3.1	31	25	25	25	25	26	25	25	25	25	25
	Claude (thinking)	31	33	32	28	38	32	35	28	32	32	33
39	Claude	10	10	10	10	10	10	10	10	10	10	10
	GPT	10	8	9	9	9	9	9	8	8	9	8
	Gemini 2.5	10	10	10	10	10	10	10	10	10	10	10
	Gemini 3.1	10	9	9	9	9	9	9	9	9	9	9
	Claude (thinking)	10	10	10	10	10	10	10	10	10	10	10

Guided (with expert guidance)

Page	Model	GT	r1	r2	r3	r4	r5	r6	r7	r8	r9	r10
1	Claude	34	35	35	35	35	35	35	35	35	35	35
	GPT	34	24	25	26	26	25	26	26	25	25	25
	Gemini 2.5	34	35	35	34	35	34	35	35	35	34	35
	Gemini 3.1	34	26	26	26	26	26	26	26	26	26	26
	Claude (thinking)	34	35	33	33	35	32	35	32	32	32	28
2	Claude	35	32	35	35	35	35	35	35	—	35	35
	GPT	35	29	31	29	29	31	33	31	29	31	31
	Gemini 2.5	35	37	38	37	38	37	37	38	37	37	37
	Gemini 3.1	35	28	28	31	28	28	28	30	30	30	28
	Claude (thinking)	35	36	37	32	35	32	36	34	37	38	35
3	Claude	4	5	5	4	5	5	5	5	5	5	5
	GPT	4	4	4	4	4	4	4	4	4	4	4
	Gemini 2.5	4	4	4	4	4	4	4	4	5	5	4
	Gemini 3.1	4	4	4	4	4	4	4	4	4	4	4
	Claude (thinking)	4	4	4	4	4	4	4	4	4	4	4
4	Claude	28	32	32	35	35	35	35	35	35	35	35
	GPT	28	29	29	34	34	33	34	34	31	31	34
	Gemini 2.5	28	30	29	29	30	30	29	30	29	29	29
	Gemini 3.1	28	29	23	28	29	29	29	29	28	29	28
	Claude (thinking)	28	38	42	38	32	42	42	28	35	38	27
5	Claude	11	17	17	17	17	18	17	17	18	17	17
	GPT	11	13	11	13	14	14	14	11	11	13	12
	Gemini 2.5	11	10	10	10	12	10	12	11	11	10	10
	Gemini 3.1	11	10	10	10	10	11	11	10	11	11	10
	Claude (thinking)	11	11	11	11	11	11	11	12	11	11	10
6	Claude	26	24	24	24	24	24	24	24	24	24	24
	GPT	26	25	23	23	25	23	23	23	23	22	25
	Gemini 2.5	26	25	25	25	26	25	25	25	25	25	25
	Gemini 3.1	26	23	22	22	22	23	22	22	22	22	22
	Claude (thinking)	26	25	26	25	26	25	24	24	25	26	24
7	Claude	6	9	9	9	9	9	8	8	9	9	9
	GPT	6	7	7	7	7	7	7	7	6	6	6
	Gemini 2.5	6	7	7	7	7	7	7	7	7	7	7
	Gemini 3.1	6	6	6	6	6	6	6	6	6	6	6
	Claude (thinking)	6	6	6	6	6	6	6	6	6	6	6
8	Claude	43	42	42	42	42	42	42	42	42	42	42
	GPT	43	34	34	34	34	39	39	34	33	34	34
	Gemini 2.5	43	45	47	48	45	48	45	48	47	42	45
	Gemini 3.1	43	34	42	34	42	42	42	42	42	42	36
	Claude (thinking)	43	42	43	47	42	42	42	42	38	43	42
9	Claude	33	35	35	35	35	35	35	35	35	35	35
	GPT	33	25	31	26	29	31	29	25	26	29	26
	Gemini 2.5	33	35	38	35	38	36	35	35	36	38	36
	Gemini 3.1	33	33	28	28	33	33	28	33	28	33	26
	Claude (thinking)	33	32	31	32	38	32	28	32	29	32	28
10	Claude	53	52	58	58	52	62	58	62	58	52	52
	GPT	53	55	52	52	46	52	52	46	52	52	52
	Gemini 2.5	53	53	53	53	53	53	53	53	53	53	53
	Gemini 3.1	53	44	53	53	53	43	53	44	44	43	53
	Claude (thinking)	53	52	52	47	52	48	47	52	48	48	48
11	Claude	62	72	68	68	68	72	68	68	68	68	68
	GPT	62	62	63	55	63	62	62	55	62	62	63
	Gemini 2.5	62	64	64	64	64	64	63	—	64	64	63
	Gemini 3.1	62	62	60	48	48	62	48	60	62	62	60
	Claude (thinking)	62	58	58	62	58	58	58	56	56	54	68
12	Claude	38	35	35	35	35	42	35	35	35	42	35
	GPT	38	34	33	34	29	31	33	33	31	29	34
	Gemini 2.5	38	38	38	38	38	38	38	38	38	38	38
	Gemini 3.1	38	32	31	32	31	37	32	32	37	32	37
	Claude (thinking)	38	38	34	42	38	36	33	35	36	38	38
13	Claude	6	8	8	8	8	8	8	8	8	8	8
	GPT	6	7	7	7	7	7	7	7	7	7	7
	Gemini 2.5	6	6	6	6	7	7	6	6	7	6	6
	Gemini 3.1	6	6	6	6	6	6	6	6	6	6	6
	Claude (thinking)	6	6	6	6	6	6	6	6	6	6	6
14	Claude	22	28	28	28	28	28	28	24	28	28	28
	GPT	22	25	23	22	23	23	25	20	23	25	22
	Gemini 2.5	22	22	22	22	22	21	22	26	22	22	26
	Gemini 3.1	22	22	22	22	18	20	22	17	20	17	20
	Claude (thinking)	22	24	24	23	22	25	24	24	23	24	24
15	Claude	5	6	6	6	6	6	6	6	6	6	6
	GPT	5	6	8	7	8	6	8	8	6	5	7
	Gemini 2.5	5	5	5	5	5	5	5	5	5	5	5
	Gemini 3.1	5	5	5	5	5	5	5	5	5	5	5
	Claude (thinking)	5	5	5	5	5	5	5	5	5	5	5
16	Claude	20	22	21	21	21	21	21	21	21	21	21
	GPT	20	18	18	17	18	19	18	18	18	17	18
	Gemini 2.5	20	20	20	20	20	20	20	20	20	20	20
	Gemini 3.1	20	16	16	16	16	16	17	16	17	17	16
	Claude (thinking)	20	20	21	20	20	18	19	18	20	20	20
17	Claude	14	15	15	15	13	15	13	17	15	15	15
	GPT	14	11	12	11	11	12	11	12	11	12	13
	Gemini 2.5	14	15	15	15	14	15	15	15	15	14	15
	Gemini 3.1	14	14	14	14	13	14	13	13	14	13	14
	Claude (thinking)	14	14	14	14	14	14	14	14	14	14	14
18	Claude	11	10	12	12	12	12	10	12	12	12	12
	GPT	11	11	10	11	11	11	11	10	10	11	9
	Gemini 2.5	11	11	12	11	12	11	12	12	11	11	11
	Gemini 3.1	11	10	10	10	10	10	10	11	10	10	11
	Claude (thinking)	11	11	11	11	11	11	11	11	11	11	11
19	Claude	26	28	28	28	28	28	28	28	28	28	28
	GPT	26	26	25	23	23	23	29	29	26	23	22
	Gemini 2.5	26	31	31	27	31	31	27	31	31	31	27
	Gemini 3.1	26	22	21	21	21	22	22	21	21	21	21
	Claude (thinking)	26	26	28	28	26	24	28	28	26	24	28
20	Claude	22	24	24	24	24	24	24	24	24	24	24
	GPT	22	21	21	22	22	21	22	22	22	22	21
	Gemini 2.5	22	23	24	25	24	23	24	24	24	23	23
	Gemini 3.1	22	19	19	19	19	22	19	20	20	19	19
	Claude (thinking)	22	22	22	20	22	22	22	22	22	22	22
21	Claude	27	28	28	28	32	28	28	28	28	32	28
	GPT	27	29	25	26	25	25	22	25	25	23	23
	Gemini 2.5	27	31	28	28	28	29	29	32	31	32	29
	Gemini 3.1	27	25	24	25	23	24	24	23	24	24	23
	Claude (thinking)	27	27	27	27	27	27	27	27	27	27	27
22	Claude	21	24	24	24	24	24	24	24	24	24	21
	GPT	21	19	18	19	20	20	18	21	20	19	19
	Gemini 2.5	21	22	23	22	25	25	25	23	25	22	22
	Gemini 3.1	21	18	19	18	18	21	21	21	19	19	18
	Claude (thinking)	21	23	22	22	22	24	22	22	23	22	21
23	Claude	33	35	35	32	32	32	35	35	35	35	35
	GPT	33	31	29	29	29	31	29	29	29	29	31
	Gemini 2.5	33	30	31	31	30	32	32	32	31	30	30
	Gemini 3.1	33	26	26	26	26	26	26	26	26	26	26
	Claude (thinking)	33	35	32	32	33	32	32	32	32	32	32
24	Claude	22	24	24	24	24	24	24	24	24	28	24
	GPT	22	19	18	17	17	17	18	18	17	18	17
	Gemini 2.5	22	26	21	21	21	21	21	26	21	26	21
	Gemini 3.1	22	18	18	18	18	18	23	18	23	18	19
	Claude (thinking)	22	22	22	22	22	24	22	22	22	22	20
25	Claude	12	14	14	14	14	14	14	14	14	14	14
	GPT	12	11	11	11	11	11	11	13	11	11	12
	Gemini 2.5	12	12	12	12	12	12	12	12	12	12	12
	Gemini 3.1	12	12	12	11	11	11	11	12	12	11	12
	Claude (thinking)	12	13	12	12	12	12	12	12	12	12	12
26	Claude	24	32	32	28	32	32	32	28	32	32	32
	GPT	24	25	25	24	22	23	25	23	23	23	22
	Gemini 2.5	24	26	26	26	26	26	26	26	26	26	26
	Gemini 3.1	24	24	24	24	19	20	24	24	19	24	24
	Claude (thinking)	24	24	24	24	24	28	28	28	26	28	28
27	Claude	35	42	42	42	42	42	42	—	42	42	42
	GPT	35	26	29	33	31	31	29	26	29	29	24
	Gemini 2.5	35	34	38	34	34	—	34	38	34	38	—
	Gemini 3.1	35	28	28	28	28	28	28	28	28	28	28
	Claude (thinking)	35	32	38	32	32	38	32	38	32	32	35
28	Claude	19	26	24	24	24	24	24	24	24	24	25
	GPT	19	22	20	18	22	20	22	20	22	21	20
	Gemini 2.5	19	20	20	20	20	20	20	20	20	20	20
	Gemini 3.1	19	16	19	16	19	19	19	16	16	16	19
	Claude (thinking)	19	20	19	28	27	28	18	21	24	24	29
29	Claude	13	17	17	15	17	17	17	17	17	17	17
	GPT	13	17	17	15	15	13	17	13	13	14	14
	Gemini 2.5	13	13	13	13	13	13	13	13	13	13	13
	Gemini 3.1	13	13	13	13	13	13	13	13	13	13	13
	Claude (thinking)	13	13	13	13	13	13	13	13	13	13	13
30	Claude	22	28	28	28	28	—	28	28	28	28	—
	GPT	22	26	23	22	25	20	23	23	22	29	25
	Gemini 2.5	22	23	23	23	22	22	22	22	22	22	22
	Gemini 3.1	22	22	20	22	22	22	22	20	22	22	20
	Claude (thinking)	22	23	23	22	22	22	22	22	23	22	22
31	Claude	14	12	12	10	12	10	12	10	12	12	12
	GPT	14	11	13	12	10	11	12	11	14	10	13
	Gemini 2.5	14	15	15	15	15	15	15	15	15	15	15
	Gemini 3.1	14	12	12	12	12	12	12	12	12	12	12
	Claude (thinking)	14	14	14	14	14	14	14	14	14	14	14
32	Claude	16	17	17	17	17	17	17	17	17	18	17
	GPT	16	13	14	14	15	14	13	14	14	14	15
	Gemini 2.5	16	15	15	16	15	16	15	16	15	15	16
	Gemini 3.1	16	13	16	14	14	14	13	13	13	14	14
	Claude (thinking)	16	16	16	17	16	16	16	14	15	16	16
33	Claude	18	22	22	18	22	21	21	22	22	22	22
	GPT	18	13	11	13	11	11	11	13	11	11	12
	Gemini 2.5	18	20	22	21	21	20	20	20	22	21	21
	Gemini 3.1	18	15	16	16	16	15	16	16	16	16	16
	Claude (thinking)	18	19	18	18	18	18	19	18	18	18	18
34	Claude	29	28	28	28	28	28	28	28	28	28	28
	GPT	29	23	21	21	20	20	23	22	23	21	22
	Gemini 2.5	29	28	28	28	29	28	28	28	28	28	29
	Gemini 3.1	29	24	24	24	24	24	24	24	24	24	24
	Claude (thinking)	29	27	28	28	28	26	26	28	27	26	28
35	Claude	17	22	24	24	21	24	24	24	21	21	21
	GPT	17	15	15	17	14	14	15	16	17	16	14
	Gemini 2.5	17	17	17	17	17	17	17	17	17	17	17
	Gemini 3.1	17	17	17	16	17	17	17	17	17	17	17
	Claude (thinking)	17	17	17	17	17	18	17	17	20	17	19
36	Claude	37	42	32	35	35	42	35	35	35	35	42
	GPT	37	26	29	25	25	25	24	23	29	23	23
	Gemini 2.5	37	37	37	37	37	37	36	37	36	36	37
	Gemini 3.1	37	28	29	29	29	28	29	28	29	28	28
	Claude (thinking)	37	35	35	35	32	32	38	32	38	36	32
37	Claude	49	52	52	52	52	52	42	52	42	52	52
	GPT	49	46	44	44	44	0	44	44	39	44	43
	Gemini 2.5	49	48	50	50	48	50	50	48	50	48	49
	Gemini 3.1	49	40	40	40	40	38	38	48	38	38	38
	Claude (thinking)	49	38	42	42	42	42	45	38	42	48	42
38	Claude	31	35	38	35	35	35	35	35	42	38	35
	GPT	31	31	25	34	29	29	31	29	29	29	31
	Gemini 2.5	31	30	31	30	31	31	31	31	31	31	30
	Gemini 3.1	31	22	26	26	22	22	25	25	25	31	25
	Claude (thinking)	31	32	31	32	30	32	31	33	32	32	32
39	Claude	10	11	10	10	10	10	10	11	10	11	10
	GPT	10	9	10	10	10	10	9	10	10	10	10
	Gemini 2.5	10	10	10	10	10	10	10	10	10	10	10
	Gemini 3.1	10	9	9	9	9	9	9	9	9	9	9
	Claude (thinking)	10	10	10	10	10	10	10	10	10	10	10

Q14: Unnamed travelers

Naive (no expert guidance)

Page	Model	GT	r1	r2	r3	r4	r5	r6	r7	r8	r9	r10
1	Claude	12	12	12	12	12	12	12	12	12	12	12
	GPT	12	9	8	9	9	4	12	9	8	9	9
	Gemini 2.5	12	14	11	11	11	13	11	11	13	13	11
	Gemini 3.1	12	12	12	12	12	12	12	12	12	12	12
	Claude (thinking)	12	12	12	12	12	12	12	12	12	13	12
2	Claude	18	12	12	12	12	12	12	12	12	12	12
	GPT	18	10	10	12	10	12	12	10	10	14	12
	Gemini 2.5	18	12	14	14	14	12	12	14	12	14	12
	Gemini 3.1	18	14	14	14	14	14	16	14	14	14	14
	Claude (thinking)	18	9	12	9	9	11	12	9	11	8	8
3	Claude	5	5	5	5	5	5	5	5	5	5	5
	GPT	5	5	0	0	0	5	5	5	0	1	0
	Gemini 2.5	5	6	5	5	6	6	5	5	6	5	5
	Gemini 3.1	5	5	5	5	5	5	5	5	5	5	5
	Claude (thinking)	5	5	5	5	5	5	5	5	5	5	5
4	Claude	8	8	8	8	8	8	8	8	8	8	8
	GPT	8	10	10	8	7	7	8	8	9	7	7
	Gemini 2.5	8	8	8	9	8	9	8	9	9	9	10
	Gemini 3.1	8	6	6	6	6	6	6	6	6	6	6
	Claude (thinking)	8	9	8	7	8	9	8	10	8	8	8
5	Claude	4	3	2	3	3	3	3	3	3	3	2
	GPT	4	4	4	3	3	3	4	3	4	2	4
	Gemini 2.5	4	7	7	7	7	7	7	7	7	7	7
	Gemini 3.1	4	4	4	4	4	4	4	4	4	4	4
	Claude (thinking)	4	4	4	4	4	4	4	4	4	4	4
6	Claude	10	12	12	12	12	12	12	12	12	12	12
	GPT	10	7	7	8	8	7	8	10	10	8	10
	Gemini 2.5	10	12	11	12	12	11	12	12	12	12	12
	Gemini 3.1	10	10	10	10	10	10	10	10	10	10	10
	Claude (thinking)	10	10	12	14	11	12	10	12	12	11	12
7	Claude	2	2	2	2	2	2	2	2	2	2	2
	GPT	2	2	2	2	2	2	2	2	2	2	2
	Gemini 2.5	2	2	2	2	2	2	2	2	2	2	2
	Gemini 3.1	2	2	2	2	2	2	2	2	2	2	2
	Claude (thinking)	2	2	2	2	2	2	2	2	2	2	2
8	Claude	39	18	28	28	18	28	18	28	18	28	28
	GPT	39	12	12	10	12	12	9	12	15	12	16
	Gemini 2.5	39	38	41	38	41	38	41	41	38	38	38
	Gemini 3.1	39	39	39	39	39	39	39	39	39	39	39
	Claude (thinking)	39	25	22	22	22	22	32	28	23	42	28
9	Claude	11	8	12	8	8	8	8	8	8	8	8
	GPT	11	6	7	6	9	7	6	7	6	6	7
	Gemini 2.5	11	13	13	13	11	13	11	13	13	11	11
	Gemini 3.1	11	10	10	10	10	10	10	10	10	10	10
	Claude (thinking)	11	14	11	14	12	9	13	12	12	12	11
10	Claude	26	28	18	24	28	28	35	18	35	18	24
	GPT	26	14	14	12	10	12	12	10	10	12	12
	Gemini 2.5	26	36	36	36	36	36	36	36	36	36	36
	Gemini 3.1	26	24	24	24	24	24	38	38	24	24	24
	Claude (thinking)	26	22	26	28	38	22	23	25	23	28	32
11	Claude	33	18	18	25	25	25	22	18	22	22	22
	GPT	33	22	20	20	20	18	18	23	12	18	23
	Gemini 2.5	33	32	31	33	32	32	33	33	33	32	31
	Gemini 3.1	33	28	28	28	28	21	28	28	21	28	28
	Claude (thinking)	33	18	19	22	18	18	18	18	18	18	24
12	Claude	18	12	12	15	15	15	15	12	15	12	15
	GPT	18	10	18	18	12	12	16	10	15	15	16
	Gemini 2.5	18	18	18	15	18	18	15	18	18	18	18
	Gemini 3.1	18	16	16	16	16	16	16	16	16	16	16
	Claude (thinking)	18	15	16	17	15	18	16	14	18	15	12
13	Claude	3	2	2	2	2	2	2	2	2	2	2
	GPT	3	2	2	2	2	2	2	2	2	2	2
	Gemini 2.5	3	3	3	2	2	5	3	5	3	2	5
	Gemini 3.1	3	3	3	3	3	3	3	3	3	3	3
	Claude (thinking)	3	2	2	2	2	2	2	2	2	2	2
14	Claude	8	8	8	8	8	8	8	8	8	8	7
	GPT	8	7	9	8	10	6	8	6	9	8	7
	Gemini 2.5	8	8	8	9	8	8	8	8	8	8	8
	Gemini 3.1	8	8	8	8	8	8	8	7	7	8	8
	Claude (thinking)	8	7	8	7	7	8	8	7	6	8	7
15	Claude	1	1	1	1	1	1	1	1	1	1	1
	GPT	1	1	1	1	2	1	1	1	1	1	1
	Gemini 2.5	1	1	1	1	1	1	1	1	1	1	1
	Gemini 3.1	1	1	1	1	1	1	1	1	1	1	1
	Claude (thinking)	1	1	1	1	1	1	1	1	1	1	1
16	Claude	10	9	10	10	9	10	9	10	10	10	9
	GPT	10	11	7	4	7	8	6	5	4	8	6
	Gemini 2.5	10	12	12	12	12	10	10	12	12	11	10
	Gemini 3.1	10	10	10	10	10	10	10	10	10	10	10
	Claude (thinking)	10	10	10	10	10	10	9	10	9	10	9
17	Claude	23	23	17	23	17	17	17	17	23	23	17
	GPT	23	16	16	15	4	15	15	16	15	15	14
	Gemini 2.5	23	30	23	23	30	25	30	25	30	27	23
	Gemini 3.1	23	22	22	22	22	22	22	22	22	22	22
	Claude (thinking)	23	23	22	22	22	22	22	25	22	23	23
18	Claude	5	6	6	6	6	6	6	6	6	6	6
	GPT	5	5	4	4	4	5	4	4	4	4	5
	Gemini 2.5	5	5	5	5	5	3	5	3	3	5	5
	Gemini 3.1	5	5	5	5	5	5	5	5	5	5	5
	Claude (thinking)	5	5	5	5	5	5	5	5	5	5	5
19	Claude	15	15	15	12	12	15	12	12	15	15	12
	GPT	15	12	12	9	12	11	10	14	11	12	11
	Gemini 2.5	15	17	14	17	15	17	15	17	17	14	15
	Gemini 3.1	15	12	12	12	11	11	12	11	12	12	12
	Claude (thinking)	15	11	12	12	15	17	12	12	14	11	12
20	Claude	10	10	10	8	12	10	10	10	10	10	12
	GPT	10	6	8	8	7	7	7	6	7	6	8
	Gemini 2.5	10	10	10	10	10	10	10	16	16	10	10
	Gemini 3.1	10	9	9	9	9	9	9	9	9	9	9
	Claude (thinking)	10	10	10	8	11	10	11	10	9	9	10
21	Claude	12	12	12	12	12	12	12	12	12	12	12
	GPT	12	11	15	16	12	15	16	15	15	12	15
	Gemini 2.5	12	13	10	12	12	12	12	10	12	13	13
	Gemini 3.1	12	10	10	10	10	10	10	10	10	10	10
	Claude (thinking)	12	12	13	11	12	11	11	12	11	11	12
22	Claude	16	15	15	14	14	15	15	15	15	15	15
	GPT	16	15	14	10	12	12	12	13	15	12	12
	Gemini 2.5	16	16	16	17	17	16	17	16	17	16	16
	Gemini 3.1	16	12	12	12	12	12	13	12	12	13	12
	Claude (thinking)	16	14	14	14	14	18	15	16	14	14	12
23	Claude	8	8	8	8	8	8	8	8	8	8	12
	GPT	8	9	8	6	8	7	7	7	10	7	10
	Gemini 2.5	8	8	8	8	8	8	8	8	8	8	8
	Gemini 3.1	8	7	7	7	7	7	7	7	7	7	7
	Claude (thinking)	8	9	8	8	10	9	9	9	8	9	8
24	Claude	3	4	4	5	6	6	3	6	4	5	5
	GPT	3	2	4	2	0	0	2	0	4	0	0
	Gemini 2.5	3	3	4	3	3	4	3	3	3	4	4
	Gemini 3.1	3	2	3	2	2	2	2	2	2	2	2
	Claude (thinking)	3	2	2	2	2	2	2	2	2	2	2
25	Claude	9	8	8	6	8	8	8	6	8	6	6
	GPT	9	8	8	9	7	8	9	7	8	8	7
	Gemini 2.5	9	9	9	9	9	9	9	9	9	9	9
	Gemini 3.1	9	9	9	9	9	9	9	9	9	9	9
	Claude (thinking)	9	9	9	9	9	9	9	9	9	9	9
26	Claude	6	6	6	6	6	6	6	6	6	6	6
	GPT	6	6	0	0	0	0	4	0	0	4	4
	Gemini 2.5	6	6	6	7	6	7	7	6	6	7	6
	Gemini 3.1	6	6	6	6	6	6	6	6	6	6	6
	Claude (thinking)	6	6	5	6	4	6	6	6	6	6	6
27	Claude	17	18	18	18	18	18	18	18	18	18	18
	GPT	17	12	8	9	10	6	0	10	6	6	6
	Gemini 2.5	17	17	20	18	19	17	18	17	18	19	17
	Gemini 3.1	17	15	15	15	15	15	15	15	15	15	15
	Claude (thinking)	17	19	19	18	18	18	18	18	14	19	18
28	Claude	11	8	8	12	8	8	12	8	12	8	12
	GPT	11	4	12	10	4	6	7	6	12	16	4
	Gemini 2.5	11	11	11	11	11	11	11	11	11	11	11
	Gemini 3.1	11	9	9	9	9	9	9	10	9	9	10
	Claude (thinking)	11	11	9	8	11	9	9	10	9	10	9
29	Claude	6	3	3	2	2	3	2	2	2	4	3
	GPT	6	4	4	3	4	4	4	4	3	4	2
	Gemini 2.5	6	6	5	5	5	5	6	6	5	5	5
	Gemini 3.1	6	4	4	6	6	6	6	6	6	6	6
	Claude (thinking)	6	6	4	4	4	5	4	4	4	6	6
30	Claude	1	1	1	1	1	1	1	1	1	1	1
	GPT	1	0	0	0	0	0	0	0	0	0	0
	Gemini 2.5	1	1	1	1	1	1	1	1	1	1	1
	Gemini 3.1	1	1	1	1	1	1	1	1	1	1	1
	Claude (thinking)	1	1	1	1	1	1	1	1	1	1	1
31	Claude	3	5	5	5	5	5	5	5	5	5	4
	GPT	3	1	0	0	0	3	0	0	0	3	2
	Gemini 2.5	3	4	4	4	4	4	4	4	4	4	4
	Gemini 3.1	3	3	3	3	3	3	3	3	3	3	3
	Claude (thinking)	3	3	3	3	3	3	3	3	3	3	3
32	Claude	7	6	6	6	6	6	6	6	6	6	6
	GPT	7	6	8	7	5	2	5	6	7	6	6
	Gemini 2.5	7	7	7	7	7	7	7	7	7	7	7
	Gemini 3.1	7	6	6	6	6	7	6	7	6	6	6
	Claude (thinking)	7	7	7	8	8	8	7	7	8	6	7
33	Claude	5	5	5	5	5	6	5	5	6	5	5
	GPT	5	6	6	6	6	5	6	0	4	4	6
	Gemini 2.5	5	5	4	4	4	5	5	5	3	4	3
	Gemini 3.1	5	5	5	5	5	4	5	5	5	5	4
	Claude (thinking)	5	5	5	7	5	6	5	7	6	5	5
34	Claude	16	14	14	15	10	14	12	14	12	15	14
	GPT	16	7	7	8	7	7	8	7	8	8	7
	Gemini 2.5	16	23	23	25	23	23	23	23	21	23	21
	Gemini 3.1	16	15	15	15	15	15	15	15	15	15	15
	Claude (thinking)	16	14	16	16	15	16	16	16	15	17	16
35	Claude	1	2	2	2	2	2	2	2	2	2	2
	GPT	1	1	1	1	1	2	1	1	2	0	2
	Gemini 2.5	1	1	1	1	1	1	1	1	1	1	1
	Gemini 3.1	1	1	1	1	1	1	1	1	1	1	1
	Claude (thinking)	1	1	1	1	1	1	1	1	1	1	1
36	Claude	22	18	18	18	10	18	18	18	18	15	18
	GPT	22	12	10	10	12	12	12	12	12	10	12
	Gemini 2.5	22	21	21	21	21	21	22	21	21	21	21
	Gemini 3.1	22	20	16	16	16	16	20	16	16	20	16
	Claude (thinking)	22	18	22	17	18	18	18	18	17	14	18
37	Claude	35	18	18	18	28	28	18	28	28	18	18
	GPT	35	22	18	15	14	18	16	16	18	18	16
	Gemini 2.5	35	69	69	39	34	69	34	34	39	34	39
	Gemini 3.1	35	36	36	36	36	36	36	36	36	36	36
	Claude (thinking)	35	25	24	18	24	22	22	22	23	18	24
38	Claude	3	1	1	1	1	1	1	1	1	1	1
	GPT	3	0	1	0	0	6	0	1	6	0	1
	Gemini 2.5	3	2	2	2	5	2	4	2	2	2	2
	Gemini 3.1	3	2	2	2	2	2	2	2	2	2	2
	Claude (thinking)	3	2	3	1	4	1	3	1	1	2	1
39	Claude	3	3	3	3	4	3	3	3	3	3	3
	GPT	3	0	0	0	0	0	0	1	0	0	1
	Gemini 2.5	3	3	3	3	3	3	3	3	3	3	3
	Gemini 3.1	3	3	3	3	3	3	3	3	3	3	3
	Claude (thinking)	3	3	3	3	3	3	3	3	3	3	3

Guided (with expert guidance)

Page	Model	GT	r1	r2	r3	r4	r5	r6	r7	r8	r9	r10
1	Claude	12	12	12	12	12	12	12	12	12	12	12
	GPT	12	8	9	11	8	9	8	7	9	9	3
	Gemini 2.5	12	12	12	14	14	12	14	12	12	12	12
	Gemini 3.1	12	12	12	12	12	12	12	12	12	12	12
	Claude (thinking)	12	13	13	12	13	13	12	12	12	12	12
2	Claude	18	12	12	12	10	12	12	12	—	12	12
	GPT	18	7	11	10	10	9	10	9	8	11	10
	Gemini 2.5	18	14	14	14	14	14	14	14	14	14	14
	Gemini 3.1	18	14	14	14	14	14	14	15	15	15	14
	Claude (thinking)	18	12	12	14	13	12	10	13	14	9	15
3	Claude	5	5	5	5	5	5	5	5	5	5	5
	GPT	5	5	5	5	5	1	5	5	1	5	5
	Gemini 2.5	5	6	5	5	5	5	5	5	5	5	6
	Gemini 3.1	5	5	5	5	5	5	5	5	5	5	5
	Claude (thinking)	5	5	5	5	5	5	5	5	5	5	5
4	Claude	8	6	9	8	8	8	8	10	8	8	7
	GPT	8	6	7	7	7	7	5	6	9	7	6
	Gemini 2.5	8	8	8	8	8	8	8	8	8	8	8
	Gemini 3.1	8	9	6	8	8	9	8	9	8	9	8
	Claude (thinking)	8	8	7	12	8	9	8	8	10	9	8
5	Claude	4	3	3	3	3	3	3	3	3	3	3
	GPT	4	3	3	2	4	2	4	2	4	3	4
	Gemini 2.5	4	7	7	7	8	7	4	3	3	7	7
	Gemini 3.1	4	4	4	4	4	4	4	4	4	4	4
	Claude (thinking)	4	4	4	4	4	4	4	4	4	4	4
6	Claude	10	12	14	14	15	15	14	14	14	14	14
	GPT	10	8	10	8	8	10	9	9	8	10	9
	Gemini 2.5	10	13	13	11	10	11	11	11	11	13	13
	Gemini 3.1	10	11	11	11	10	10	10	11	11	11	11
	Claude (thinking)	10	12	14	13	12	12	13	14	14	12	12
7	Claude	2	2	2	2	2	2	2	1	2	2	2
	GPT	2	2	2	2	2	2	2	3	3	2	2
	Gemini 2.5	2	2	2	2	2	2	2	2	2	2	2
	Gemini 3.1	2	2	2	2	2	2	2	2	2	2	2
	Claude (thinking)	2	2	2	2	2	2	2	2	2	2	2
8	Claude	39	35	35	35	35	35	35	35	35	35	35
	GPT	39	12	12	12	13	13	17	11	11	14	13
	Gemini 2.5	39	39	38	38	39	38	39	38	38	39	39
	Gemini 3.1	39	32	39	34	39	39	39	39	39	39	33
	Claude (thinking)	39	32	38	24	28	38	33	32	18	35	35
9	Claude	11	15	12	12	13	14	10	15	12	12	12
	GPT	11	5	4	0	4	6	7	0	6	4	4
	Gemini 2.5	11	18	14	18	14	11	18	18	11	14	11
	Gemini 3.1	11	11	11	11	11	11	11	11	11	11	11
	Claude (thinking)	11	15	13	14	14	10	12	14	12	11	11
10	Claude	26	26	32	26	35	28	32	28	32	35	32
	GPT	26	12	13	13	15	13	11	15	17	13	13
	Gemini 2.5	26	36	36	36	36	37	37	36	37	37	37
	Gemini 3.1	26	21	38	38	36	31	38	21	21	31	36
	Claude (thinking)	26	38	28	18	38	32	38	30	32	23	26
11	Claude	33	25	24	24	22	25	18	24	24	22	24
	GPT	33	18	18	11	14	18	17	17	11	17	18
	Gemini 2.5	33	30	30	31	31	31	32	—	31	31	32
	Gemini 3.1	33	33	33	26	26	33	26	33	33	33	33
	Claude (thinking)	33	28	32	24	24	22	28	19	22	24	35
12	Claude	18	17	18	18	18	18	18	18	18	18	18
	GPT	18	16	17	18	14	15	15	15	14	13	14
	Gemini 2.5	18	19	19	15	19	15	19	15	19	19	19
	Gemini 3.1	18	18	19	18	18	18	18	18	18	18	18
	Claude (thinking)	18	14	15	15	17	18	17	17	16	18	14
13	Claude	3	2	2	2	2	2	2	2	2	2	2
	GPT	3	2	2	2	2	2	2	2	2	2	2
	Gemini 2.5	3	3	3	3	3	3	3	3	3	3	3
	Gemini 3.1	3	2	2	2	2	2	2	2	2	2	2
	Claude (thinking)	3	2	2	2	2	2	2	2	2	2	2
14	Claude	8	10	11	10	12	9	10	10	12	10	11
	GPT	8	6	0	11	13	8	7	13	10	0	8
	Gemini 2.5	8	8	8	8	8	8	8	8	8	8	8
	Gemini 3.1	8	8	8	8	7	8	8	7	8	7	8
	Claude (thinking)	8	8	8	8	8	7	8	8	8	8	8
15	Claude	1	1	1	1	1	1	1	1	1	1	1
	GPT	1	1	1	1	1	1	1	1	1	1	1
	Gemini 2.5	1	1	1	1	1	1	1	1	1	1	1
	Gemini 3.1	1	1	1	1	1	1	1	1	1	1	1
	Claude (thinking)	1	1	1	1	1	1	1	1	1	1	1
16	Claude	10	11	10	10	11	10	10	10	10	10	8
	GPT	10	11	6	12	5	5	5	6	6	8	6
	Gemini 2.5	10	10	10	10	10	10	10	10	10	10	10
	Gemini 3.1	10	10	10	10	10	10	10	10	10	10	10
	Claude (thinking)	10	10	11	10	10	10	10	12	10	10	10
17	Claude	23	24	24	24	23	24	24	24	24	24	24
	GPT	23	6	6	16	16	16	16	16	15	4	17
	Gemini 2.5	23	22	22	22	24	22	23	22	22	24	22
	Gemini 3.1	23	23	22	22	22	22	22	22	22	22	22
	Claude (thinking)	23	25	23	22	23	23	22	23	24	23	24
18	Claude	5	6	6	6	6	6	6	6	6	6	6
	GPT	5	4	3	4	3	4	3	5	4	4	4
	Gemini 2.5	5	5	6	5	5	5	5	5	5	5	5
	Gemini 3.1	5	5	5	4	5	5	5	5	5	5	5
	Claude (thinking)	5	5	5	5	5	5	5	5	5	5	5
19	Claude	15	14	12	14	14	12	14	12	12	14	12
	GPT	15	10	11	11	7	6	11	9	9	11	8
	Gemini 2.5	15	12	12	14	12	12	12	12	12	12	12
	Gemini 3.1	15	11	11	11	11	11	11	11	11	11	11
	Claude (thinking)	15	14	17	15	14	14	14	13	14	14	15
20	Claude	10	10	10	10	10	10	10	10	10	10	10
	GPT	10	5	6	6	7	5	6	6	6	5	7
	Gemini 2.5	10	10	11	10	11	10	11	11	11	10	10
	Gemini 3.1	10	9	9	9	9	10	9	9	9	9	9
	Claude (thinking)	10	10	12	10	10	10	10	10	11	10	10
21	Claude	12	12	12	12	12	12	12	12	12	12	12
	GPT	12	11	13	13	12	12	11	13	13	11	13
	Gemini 2.5	12	12	12	12	12	12	12	12	12	12	12
	Gemini 3.1	12	10	10	10	11	10	10	11	10	10	11
	Claude (thinking)	12	11	14	12	14	12	12	12	12	13	12
22	Claude	16	15	15	15	14	15	15	14	14	14	15
	GPT	16	13	11	11	13	18	13	11	13	11	12
	Gemini 2.5	16	16	20	16	16	16	16	20	16	16	17
	Gemini 3.1	16	13	12	13	13	16	16	16	12	12	13
	Claude (thinking)	16	14	14	16	16	15	17	16	18	18	18
23	Claude	8	9	10	10	10	10	12	12	10	12	12
	GPT	8	7	4	6	6	5	7	6	6	5	5
	Gemini 2.5	8	8	8	8	8	8	8	8	8	8	8
	Gemini 3.1	8	7	7	7	8	7	7	7	7	7	7
	Claude (thinking)	8	12	7	9	10	10	10	8	12	8	9
24	Claude	3	6	6	6	2	2	6	4	2	2	4
	GPT	3	2	0	0	0	0	0	0	0	0	0
	Gemini 2.5	3	2	4	4	4	4	4	2	4	2	4
	Gemini 3.1	3	3	3	3	3	3	3	3	3	3	3
	Claude (thinking)	3	2	2	2	2	2	2	2	2	2	2
25	Claude	9	9	8	9	9	9	9	9	9	9	9
	GPT	9	8	7	8	7	7	8	8	7	7	7
	Gemini 2.5	9	9	9	9	9	9	9	9	9	9	9
	Gemini 3.1	9	9	9	9	9	9	9	9	9	9	9
	Claude (thinking)	9	10	9	9	9	9	9	9	9	9	9
26	Claude	6	6	6	6	6	6	6	6	6	6	6
	GPT	6	6	3	8	4	6	4	6	4	4	6
	Gemini 2.5	6	6	7	7	6	7	7	6	6	6	6
	Gemini 3.1	6	6	6	6	6	6	6	6	6	6	6
	Claude (thinking)	6	6	6	6	6	6	6	8	6	6	6
27	Claude	17	18	18	15	15	18	15	—	18	18	15
	GPT	17	7	10	13	11	10	10	12	10	10	12
	Gemini 2.5	17	17	18	19	17	—	19	18	17	18	—
	Gemini 3.1	17	16	15	16	15	16	15	15	16	16	16
	Claude (thinking)	17	22	19	21	18	22	18	16	18	18	18
28	Claude	11	12	12	12	12	12	12	12	12	12	10
	GPT	11	2	12	5	6	10	4	6	4	6	4
	Gemini 2.5	11	11	11	11	11	11	11	11	11	11	11
	Gemini 3.1	11	9	11	10	11	11	11	9	9	10	11
	Claude (thinking)	11	11	11	12	14	13	11	11	12	12	11
29	Claude	6	2	2	2	2	2	2	2	2	2	2
	GPT	6	0	0	0	4	0	2	0	0	0	0
	Gemini 2.5	6	6	6	6	6	6	6	6	6	6	6
	Gemini 3.1	6	6	4	4	6	6	6	4	4	4	4
	Claude (thinking)	6	6	6	6	6	5	6	4	6	6	6
30	Claude	1	1	1	1	1	—	1	1	1	1	—
	GPT	1	0	0	0	0	0	0	0	0	0	0
	Gemini 2.5	1	1	1	1	1	1	1	1	1	1	1
	Gemini 3.1	1	1	1	1	1	1	1	1	1	1	1
	Claude (thinking)	1	1	1	1	1	1	1	1	1	1	1
31	Claude	3	3	3	3	3	3	3	3	3	3	3
	GPT	3	3	3	2	3	3	3	3	2	1	3
	Gemini 2.5	3	4	4	4	4	4	4	4	4	4	4
	Gemini 3.1	3	3	3	3	3	3	3	3	3	3	3
	Claude (thinking)	3	3	3	3	3	3	3	3	3	3	3
32	Claude	7	7	7	6	6	6	6	6	6	7	6
	GPT	7	6	6	6	7	6	6	7	6	6	7
	Gemini 2.5	7	7	7	7	7	7	7	7	7	7	7
	Gemini 3.1	7	6	7	6	6	6	6	6	6	6	6
	Claude (thinking)	7	8	7	8	7	7	8	8	8	8	7
33	Claude	5	6	6	6	6	6	6	6	6	6	6
	GPT	5	4	2	3	3	3	3	2	4	3	2
	Gemini 2.5	5	3	3	3	3	3	3	3	3	3	3
	Gemini 3.1	5	5	4	4	4	5	4	4	4	4	4
	Claude (thinking)	5	6	5	5	5	6	5	7	8	5	7
34	Claude	16	18	17	18	18	18	18	18	18	18	18
	GPT	16	9	10	10	8	0	11	12	11	13	7
	Gemini 2.5	16	23	23	23	23	23	23	23	23	23	23
	Gemini 3.1	16	15	15	15	15	15	15	15	15	15	15
	Claude (thinking)	16	14	16	16	21	16	16	18	16	18	18
35	Claude	1	1	2	2	2	2	2	2	2	2	2
	GPT	1	1	1	1	1	1	1	1	1	1	1
	Gemini 2.5	1	1	1	1	1	1	1	1	1	1	1
	Gemini 3.1	1	1	1	1	1	1	1	1	1	1	1
	Claude (thinking)	1	1	1	1	1	1	1	1	1	1	1
36	Claude	22	28	26	26	26	26	22	26	24	26	26
	GPT	22	10	7	16	5	4	6	4	5	5	6
	Gemini 2.5	22	21	21	21	21	21	21	21	21	21	21
	Gemini 3.1	22	20	19	19	20	20	19	20	19	20	20
	Claude (thinking)	22	22	18	24	23	22	24	22	19	19	21
37	Claude	35	32	32	32	32	32	28	32	28	32	32
	GPT	35	13	10	17	14	0	17	14	18	14	17
	Gemini 2.5	35	39	35	35	39	36	36	39	36	39	34
	Gemini 3.1	35	28	28	28	28	28	25	36	28	28	26
	Claude (thinking)	35	24	26	28	28	28	34	32	35	32	28
38	Claude	3	1	1	1	1	1	1	1	1	1	1
	GPT	3	0	0	0	0	0	0	0	0	0	0
	Gemini 2.5	3	2	2	2	2	2	2	2	2	2	2
	Gemini 3.1	3	3	2	2	2	3	2	2	2	2	2
	Claude (thinking)	3	2	1	2	1	1	2	1	1	2	2
39	Claude	3	3	3	3	3	3	3	3	3	3	3
	GPT	3	2	0	1	1	1	1	1	1	1	0
	Gemini 2.5	3	3	3	3	3	3	3	3	3	3	3
	Gemini 3.1	3	3	3	3	3	3	3	3	3	3	3
	Claude (thinking)	3	3	3	3	3	3	3	3	3	3	3

Q15: Places of origin

Naive (no expert guidance)

Page	Model	GT	r1	r2	r3	r4	r5	r6	r7	r8	r9	r10
1	Claude	17	15	15	15	15	15	15	15	15	15	15
	GPT	17	8	7	8	8	10	8	10	9	8	9
	Gemini 2.5	17	18	17	15	17	14	15	17	14	14	17
	Gemini 3.1	17	15	15	15	16	14	16	15	15	15	15
	Claude (thinking)	17	12	15	14	12	11	12	15	14	12	12
2	Claude	23	15	15	12	15	15	15	15	15	15	15
	GPT	23	6	6	4	6	4	4	4	6	6	6
	Gemini 2.5	23	23	21	21	21	22	21	21	22	21	21
	Gemini 3.1	23	20	20	20	20	20	21	20	20	20	20
	Claude (thinking)	23	16	15	14	16	16	21	15	15	18	12
3	Claude	2	2	2	2	2	2	2	2	2	2	2
	GPT	2	1	1	1	1	2	1	1	1	1	1
	Gemini 2.5	2	2	2	2	2	2	2	2	2	2	2
	Gemini 3.1	2	2	2	2	2	2	2	2	2	2	2
	Claude (thinking)	2	2	2	2	2	2	2	2	2	2	2
4	Claude	12	10	10	12	12	10	10	10	10	10	12
	GPT	12	3	5	4	4	3	3	4	3	4	5
	Gemini 2.5	12	13	11	10	13	10	11	10	10	10	12
	Gemini 3.1	12	14	12	12	12	14	12	14	14	14	14
	Claude (thinking)	12	10	10	11	11	11	10	12	11	10	11
5	Claude	5	5	5	5	5	5	5	5	5	5	5
	GPT	5	4	3	3	4	4	4	4	3	4	4
	Gemini 2.5	5	5	5	5	5	5	5	5	5	5	5
	Gemini 3.1	5	6	7	6	6	6	6	7	7	6	7
	Claude (thinking)	5	5	5	5	5	5	5	5	5	5	4
6	Claude	15	15	15	15	15	15	12	15	15	15	12
	GPT	15	9	9	9	10	8	10	9	9	9	9
	Gemini 2.5	15	14	15	13	14	15	14	14	14	14	14
	Gemini 3.1	15	16	16	16	16	16	16	16	16	16	16
	Claude (thinking)	15	12	15	14	12	14	12	13	14	14	14
7	Claude	4	4	4	4	4	4	4	4	4	4	4
	GPT	4	2	2	1	2	2	1	1	2	1	2
	Gemini 2.5	4	3	3	3	3	5	3	3	3	3	5
	Gemini 3.1	4	4	4	4	4	4	4	4	4	4	4
	Claude (thinking)	4	4	4	4	4	4	3	4	4	4	4
8	Claude	19	12	12	12	12	12	12	12	12	12	12
	GPT	19	5	4	4	4	4	4	4	6	4	4
	Gemini 2.5	19	14	16	14	16	13	16	16	14	14	13
	Gemini 3.1	19	21	21	19	19	19	19	21	19	19	21
	Claude (thinking)	19	14	12	12	12	12	11	12	12	14	12
9	Claude	21	18	18	18	15	18	18	18	18	15	18
	GPT	21	4	4	4	6	4	4	4	4	4	6
	Gemini 2.5	21	21	22	22	22	22	22	22	21	22	22
	Gemini 3.1	21	21	21	21	21	21	21	21	21	21	21
	Claude (thinking)	21	12	18	17	18	12	18	18	18	17	18
10	Claude	19	15	15	18	12	15	15	15	15	12	18
	GPT	19	10	10	9	9	10	9	9	12	10	8
	Gemini 2.5	19	21	22	22	21	21	21	21	21	22	25
	Gemini 3.1	19	18	18	18	18	18	19	19	18	18	18
	Claude (thinking)	19	12	14	12	18	12	14	12	16	12	14
11	Claude	22	28	22	22	22	32	28	32	28	28	28
	GPT	22	9	10	10	9	8	7	7	9	10	10
	Gemini 2.5	22	27	27	26	27	27	26	26	26	27	27
	Gemini 3.1	22	26	26	26	26	24	26	26	24	26	26
	Claude (thinking)	22	22	18	18	15	16	19	16	20	24	18
12	Claude	17	15	15	15	18	18	18	15	15	15	18
	GPT	17	10	9	9	10	10	9	10	10	10	10
	Gemini 2.5	17	22	22	21	22	22	21	22	22	23	22
	Gemini 3.1	17	14	14	14	18	18	18	14	14	14	18
	Claude (thinking)	17	12	15	12	12	14	14	15	12	14	12
13	Claude	3	4	4	4	4	4	4	4	4	4	4
	GPT	3	1	2	1	1	2	1	2	1	2	2
	Gemini 2.5	3	4	5	6	6	3	5	3	4	6	3
	Gemini 3.1	3	3	3	3	3	3	3	3	3	3	3
	Claude (thinking)	3	3	3	3	3	3	3	3	3	3	3
14	Claude	10	12	12	12	12	10	10	10	10	10	10
	GPT	10	3	3	4	4	4	4	4	4	4	4
	Gemini 2.5	10	9	10	9	9	9	10	10	10	10	10
	Gemini 3.1	10	9	9	9	9	9	9	16	16	9	9
	Claude (thinking)	10	9	10	8	9	10	10	8	8	8	10
15	Claude	5	5	5	5	5	5	5	5	5	5	5
	GPT	5	4	4	4	4	4	5	4	4	5	4
	Gemini 2.5	5	5	5	5	3	3	4	5	4	3	5
	Gemini 3.1	5	5	5	5	5	5	5	5	5	5	5
	Claude (thinking)	5	4	4	4	4	4	4	4	4	4	4
16	Claude	7	8	8	8	8	8	8	8	8	8	8
	GPT	7	6	6	4	5	4	4	4	4	6	5
	Gemini 2.5	7	9	9	9	9	8	8	9	9	9	8
	Gemini 3.1	7	10	10	10	10	10	10	10	10	10	10
	Claude (thinking)	7	9	9	8	7	8	9	8	8	10	8
17	Claude	7	6	7	6	7	7	7	7	6	6	7
	GPT	7	4	4	3	4	4	4	4	3	3	3
	Gemini 2.5	7	4	4	4	4	4	4	4	4	4	4
	Gemini 3.1	7	7	7	7	7	7	7	7	7	7	7
	Claude (thinking)	7	6	6	7	5	6	6	5	6	6	7
18	Claude	5	6	6	6	6	6	6	6	6	6	6
	GPT	5	6	6	6	5	5	6	6	6	5	6
	Gemini 2.5	5	6	6	6	6	5	6	5	5	6	6
	Gemini 3.1	5	5	5	5	5	5	5	5	5	5	5
	Claude (thinking)	5	5	5	5	5	6	5	5	6	5	5
19	Claude	14	12	12	15	15	12	15	15	12	12	15
	GPT	14	8	8	7	9	8	7	9	6	9	9
	Gemini 2.5	14	15	16	15	15	15	15	15	15	16	15
	Gemini 3.1	14	16	16	16	16	16	16	16	16	16	16
	Claude (thinking)	14	14	12	12	13	14	14	14	14	12	13
20	Claude	13	12	12	12	12	12	12	12	12	12	12
	GPT	13	6	6	6	7	6	6	6	6	6	7
	Gemini 2.5	13	16	12	13	13	16	13	14	14	12	12
	Gemini 3.1	13	13	13	13	13	13	13	13	13	13	13
	Claude (thinking)	13	11	12	10	12	12	12	10	12	12	12
21	Claude	15	12	12	12	12	12	12	12	12	12	12
	GPT	15	10	10	9	10	9	7	9	10	10	9
	Gemini 2.5	15	13	13	15	15	15	15	13	15	13	13
	Gemini 3.1	15	13	14	14	14	14	14	14	14	14	14
	Claude (thinking)	15	12	11	12	13	13	12	12	12	14	12
22	Claude	13	12	12	12	12	12	12	12	12	12	12
	GPT	13	7	7	7	7	7	6	7	6	6	6
	Gemini 2.5	13	12	12	14	14	12	14	12	13	12	12
	Gemini 3.1	13	14	14	14	14	14	14	14	14	14	14
	Claude (thinking)	13	12	12	12	12	12	12	12	12	12	11
23	Claude	21	18	18	18	18	18	18	15	15	18	18
	GPT	21	10	9	9	9	9	7	10	8	9	10
	Gemini 2.5	21	18	23	23	20	18	23	20	20	20	18
	Gemini 3.1	21	21	19	21	21	21	19	19	19	21	21
	Claude (thinking)	21	18	14	18	17	15	15	18	18	16	16
24	Claude	13	12	12	12	12	12	12	12	12	12	12
	GPT	13	6	6	6	5	7	6	6	6	5	6
	Gemini 2.5	13	15	13	15	15	15	15	15	15	15	13
	Gemini 3.1	13	14	14	14	14	14	14	14	14	14	14
	Claude (thinking)	13	12	12	12	12	10	12	12	12	11	12
25	Claude	9	8	7	8	8	8	7	8	8	7	8
	GPT	9	5	5	5	6	5	6	5	6	5	6
	Gemini 2.5	9	9	9	9	9	9	9	9	9	9	9
	Gemini 3.1	9	10	10	9	10	9	10	10	10	10	10
	Claude (thinking)	9	8	10	9	9	10	9	9	8	8	10
26	Claude	8	10	10	8	10	8	10	10	10	10	10
	GPT	8	4	4	4	4	4	4	0	4	4	4
	Gemini 2.5	8	8	8	8	8	8	8	8	8	8	8
	Gemini 3.1	8	18	18	18	18	18	18	18	18	19	18
	Claude (thinking)	8	9	7	7	8	8	8	9	9	9	8
27	Claude	15	12	12	12	12	12	12	15	12	12	15
	GPT	15	7	6	7	6	6	6	6	6	6	8
	Gemini 2.5	15	15	17	15	13	15	15	15	15	13	15
	Gemini 3.1	15	16	16	15	15	16	16	16	16	16	16
	Claude (thinking)	15	12	14	12	12	12	12	12	12	12	12
28	Claude	10	10	10	10	10	10	10	10	10	10	10
	GPT	10	4	4	4	4	4	4	4	6	4	4
	Gemini 2.5	10	12	11	11	12	12	11	11	12	11	11
	Gemini 3.1	10	11	11	11	11	11	11	13	11	11	13
	Claude (thinking)	10	9	10	11	11	12	8	10	10	9	11
29	Claude	2	3	3	3	3	3	3	3	3	3	3
	GPT	2	2	1	1	2	1	2	1	1	1	2
	Gemini 2.5	2	2	2	2	2	2	2	2	2	2	2
	Gemini 3.1	2	13	13	13	13	13	13	13	13	13	13
	Claude (thinking)	2	2	2	2	2	2	2	2	2	2	2
30	Claude	10	10	10	10	10	10	10	10	10	10	10
	GPT	10	5	5	5	5	5	5	6	6	5	6
	Gemini 2.5	10	10	10	10	11	10	11	10	10	11	11
	Gemini 3.1	10	10	10	10	10	10	10	10	10	10	10
	Claude (thinking)	10	12	12	10	11	10	10	10	10	12	10
31	Claude	6	6	6	6	6	6	6	6	6	6	6
	GPT	6	5	4	5	5	5	4	4	4	5	5
	Gemini 2.5	6	7	6	6	6	6	6	6	7	6	6
	Gemini 3.1	6	6	6	6	6	6	6	6	6	6	6
	Claude (thinking)	6	6	7	6	6	7	7	7	7	7	7
32	Claude	9	8	8	8	8	8	8	8	8	8	8
	GPT	9	6	6	7	6	7	7	6	6	7	6
	Gemini 2.5	9	10	10	10	10	10	10	10	8	8	10
	Gemini 3.1	9	10	10	10	10	10	10	10	10	10	10
	Claude (thinking)	9	9	8	9	9	9	9	8	9	9	9
33	Claude	10	10	10	10	8	8	10	10	8	10	10
	GPT	10	2	4	3	3	3	2	2	3	3	2
	Gemini 2.5	10	9	10	10	10	9	9	9	10	10	10
	Gemini 3.1	10	10	10	10	10	10	10	10	10	10	10
	Claude (thinking)	10	10	9	9	9	10	9	9	9	10	9
34	Claude	14	12	12	12	12	12	12	12	12	12	12
	GPT	14	6	6	6	6	7	6	6	7	6	7
	Gemini 2.5	14	15	15	14	15	15	15	14	13	15	13
	Gemini 3.1	14	12	12	12	12	12	12	12	12	12	12
	Claude (thinking)	14	12	12	11	12	12	13	13	11	11	14
35	Claude	8	7	8	7	7	7	7	7	7	7	7
	GPT	8	6	6	5	6	6	6	6	5	6	6
	Gemini 2.5	8	8	8	8	8	8	8	8	8	8	8
	Gemini 3.1	8	14	14	14	14	14	14	14	14	14	14
	Claude (thinking)	8	8	8	6	8	7	8	8	7	8	8
36	Claude	19	18	18	18	15	18	18	18	18	18	18
	GPT	19	12	12	12	12	12	12	12	12	12	12
	Gemini 2.5	19	18	18	18	18	18	18	18	18	18	18
	Gemini 3.1	19	18	18	18	18	18	18	18	18	18	18
	Claude (thinking)	19	14	18	18	18	18	18	19	15	18	15
37	Claude	25	22	22	22	22	22	22	22	22	22	22
	GPT	25	12	10	10	12	12	9	10	12	10	10
	Gemini 2.5	25	27	27	27	27	27	27	28	27	28	27
	Gemini 3.1	25	34	34	34	34	34	34	34	34	24	34
	Claude (thinking)	25	18	22	20	22	19	24	18	22	19	18
38	Claude	11	8	8	8	8	8	8	8	8	8	8
	GPT	11	6	6	6	7	7	6	5	6	6	6
	Gemini 2.5	11	10	10	10	12	11	11	10	10	11	11
	Gemini 3.1	11	10	10	10	10	10	10	10	10	10	10
	Claude (thinking)	11	9	9	10	8	8	9	7	10	11	10
39	Claude	9	9	9	9	9	9	9	9	9	9	9
	GPT	9	8	8	7	8	7	7	7	7	7	7
	Gemini 2.5	9	10	10	10	10	10	10	10	10	10	10
	Gemini 3.1	9	8	8	8	8	8	8	8	9	9	8
	Claude (thinking)	9	9	9	9	9	9	9	8	9	9	9

Guided (with expert guidance)

Page	Model	GT	r1	r2	r3	r4	r5	r6	r7	r8	r9	r10
1	Claude	17	15	15	15	15	15	15	15	15	15	15
	GPT	17	10	11	11	9	9	10	9	10	9	11
	Gemini 2.5	17	19	19	18	18	19	18	19	19	19	19
	Gemini 3.1	17	15	16	15	15	15	15	16	15	15	15
	Claude (thinking)	17	14	14	15	14	14	14	14	14	15	12
2	Claude	23	12	15	15	15	14	15	15	—	14	15
	GPT	23	11	11	10	11	11	11	11	11	11	11
	Gemini 2.5	23	23	23	23	23	27	27	23	24	27	24
	Gemini 3.1	23	20	20	23	20	20	20	22	22	22	20
	Claude (thinking)	23	14	9	12	16	14	18	19	17	14	18
3	Claude	2	2	2	2	2	2	2	2	2	2	2
	GPT	2	2	2	2	2	2	2	2	2	2	2
	Gemini 2.5	2	2	2	2	2	2	2	2	2	2	2
	Gemini 3.1	2	2	2	2	2	2	2	2	2	2	2
	Claude (thinking)	2	2	2	2	2	2	2	2	2	2	2
4	Claude	12	10	11	10	10	10	10	10	10	10	10
	GPT	12	4	4	4	4	4	4	4	4	4	5
	Gemini 2.5	12	12	12	11	12	12	11	12	12	11	11
	Gemini 3.1	12	10	12	10	10	10	10	10	10	10	10
	Claude (thinking)	12	9	10	9	11	10	11	10	10	9	10
5	Claude	5	5	5	5	5	5	5	5	5	5	5
	GPT	5	4	4	4	5	4	4	3	4	4	5
	Gemini 2.5	5	6	6	6	6	6	7	7	7	6	6
	Gemini 3.1	5	8	8	8	8	10	10	8	10	10	8
	Claude (thinking)	5	4	4	5	5	5	5	5	5	5	5
6	Claude	15	15	15	12	14	14	15	15	15	15	15
	GPT	15	13	11	11	11	11	11	12	11	11	11
	Gemini 2.5	15	15	15	14	15	14	14	14	14	15	15
	Gemini 3.1	15	16	18	18	16	16	16	18	16	18	16
	Claude (thinking)	15	15	14	14	16	15	14	14	16	14	14
7	Claude	4	4	3	4	4	4	4	3	3	4	4
	GPT	4	2	3	2	3	2	3	3	2	2	2
	Gemini 2.5	4	5	7	6	5	7	7	7	6	7	6
	Gemini 3.1	4	4	4	4	4	4	4	4	4	4	4
	Claude (thinking)	4	4	4	4	3	4	5	4	4	4	5
8	Claude	19	15	15	12	15	12	15	15	15	15	15
	GPT	19	10	10	10	10	11	10	11	9	12	13
	Gemini 2.5	19	19	15	16	19	16	19	16	15	18	19
	Gemini 3.1	19	16	21	16	21	21	21	21	21	21	18
	Claude (thinking)	19	14	14	15	14	14	14	14	14	14	15
9	Claude	21	22	18	18	18	18	18	18	18	18	18
	GPT	21	8	7	9	10	8	9	7	9	10	8
	Gemini 2.5	21	21	20	21	20	20	21	21	20	20	20
	Gemini 3.1	21	19	20	20	20	19	20	19	20	20	20
	Claude (thinking)	21	18	18	18	18	18	18	19	17	18	18
10	Claude	19	15	15	15	15	18	15	18	15	15	15
	GPT	19	13	12	13	13	11	14	11	14	11	13
	Gemini 2.5	19	21	21	24	21	22	22	24	22	22	22
	Gemini 3.1	19	18	20	20	24	18	20	18	18	18	24
	Claude (thinking)	19	14	12	11	14	14	14	15	14	14	14
11	Claude	22	32	32	32	32	35	32	32	32	32	32
	GPT	22	14	13	13	17	14	18	16	13	13	17
	Gemini 2.5	22	27	27	28	28	28	25	—	28	28	25
	Gemini 3.1	22	27	33	24	24	24	24	33	27	27	33
	Claude (thinking)	22	22	22	25	22	25	18	17	24	18	28
12	Claude	17	18	15	15	15	18	18	18	18	15	15
	GPT	17	13	13	13	11	13	13	13	11	13	11
	Gemini 2.5	17	19	23	19	19	19	23	19	18	19	18
	Gemini 3.1	17	22	20	21	20	20	21	22	20	21	20
	Claude (thinking)	17	18	14	14	15	16	15	12	14	18	18
13	Claude	3	5	4	5	5	5	4	5	5	5	5
	GPT	3	4	4	4	4	5	4	4	4	2	4
	Gemini 2.5	3	5	6	5	5	6	6	6	5	5	6
	Gemini 3.1	3	3	3	3	3	3	3	3	3	3	3
	Claude (thinking)	3	3	6	5	3	3	3	3	5	3	3
14	Claude	10	10	10	10	11	11	10	9	11	10	10
	GPT	10	5	4	5	4	4	4	4	6	4	5
	Gemini 2.5	10	10	10	10	9	9	10	10	9	9	10
	Gemini 3.1	10	18	18	18	16	14	18	16	14	16	14
	Claude (thinking)	10	9	8	8	9	8	8	9	9	9	10
15	Claude	5	5	5	5	5	5	5	5	5	5	5
	GPT	5	4	4	4	4	4	4	4	4	4	4
	Gemini 2.5	5	4	5	5	4	4	5	5	4	4	5
	Gemini 3.1	5	5	5	5	5	5	5	5	5	5	5
	Claude (thinking)	5	4	4	4	5	4	4	4	4	4	4
16	Claude	7	10	10	10	10	10	10	10	10	10	10
	GPT	7	10	8	9	10	11	9	9	9	9	9
	Gemini 2.5	7	12	10	10	10	10	10	10	12	10	10
	Gemini 3.1	7	10	13	13	13	10	10	13	10	10	16
	Claude (thinking)	7	8	10	9	9	9	9	10	10	8	9
17	Claude	7	7	7	7	7	7	7	8	7	7	7
	GPT	7	4	6	4	4	4	4	4	4	4	4
	Gemini 2.5	7	4	4	4	5	4	5	4	4	5	4
	Gemini 3.1	7	8	7	7	7	7	8	8	7	7	8
	Claude (thinking)	7	7	7	6	6	7	6	6	5	7	7
18	Claude	5	6	5	6	5	5	6	6	6	5	5
	GPT	5	7	6	7	7	7	7	7	7	7	6
	Gemini 2.5	5	6	6	6	5	6	5	5	6	6	6
	Gemini 3.1	5	6	6	5	6	6	6	6	6	6	6
	Claude (thinking)	5	5	5	5	5	5	5	5	5	5	5
19	Claude	14	15	15	15	15	15	15	15	15	15	15
	GPT	14	10	9	10	7	10	10	10	10	10	8
	Gemini 2.5	14	16	16	17	16	16	16	16	16	16	16
	Gemini 3.1	14	16	14	15	15	16	16	14	15	14	14
	Claude (thinking)	14	13	14	14	12	14	14	13	15	12	14
20	Claude	13	12	12	12	12	12	12	12	12	12	12
	GPT	13	9	10	10	8	10	10	10	9	9	9
	Gemini 2.5	13	15	17	14	17	15	17	17	17	15	15
	Gemini 3.1	13	13	13	13	14	17	13	14	14	13	13
	Claude (thinking)	13	12	12	10	13	13	12	12	12	12	11
21	Claude	15	14	15	14	14	15	15	15	14	14	14
	GPT	15	12	11	13	12	12	13	11	11	11	13
	Gemini 2.5	15	15	16	16	16	16	16	15	15	15	16
	Gemini 3.1	15	16	14	14	13	14	14	13	15	14	13
	Claude (thinking)	15	13	12	14	12	14	14	12	12	14	12
22	Claude	13	12	12	12	12	12	12	12	12	12	12
	GPT	13	9	7	7	9	10	8	8	8	8	9
	Gemini 2.5	13	15	15	15	15	15	15	15	15	15	14
	Gemini 3.1	13	14	14	14	14	15	15	15	14	13	14
	Claude (thinking)	13	11	13	11	13	12	13	12	14	12	12
23	Claude	21	18	18	18	18	18	18	18	18	18	18
	GPT	21	16	13	11	11	11	11	13	12	14	13
	Gemini 2.5	21	21	21	21	21	22	22	22	21	21	21
	Gemini 3.1	21	20	18	20	20	18	20	18	19	18	18
	Claude (thinking)	21	18	19	18	18	18	18	15	18	18	18
24	Claude	13	12	12	12	12	12	12	12	12	12	12
	GPT	13	9	9	9	9	8	10	8	9	7	9
	Gemini 2.5	13	14	14	14	14	14	14	14	14	15	14
	Gemini 3.1	13	14	13	14	13	14	16	14	16	13	14
	Claude (thinking)	13	12	12	12	12	12	12	12	13	11	12
25	Claude	9	8	8	8	8	8	8	8	8	8	8
	GPT	9	6	5	7	6	6	5	7	6	5	5
	Gemini 2.5	9	10	10	10	10	10	10	10	10	10	10
	Gemini 3.1	9	10	10	9	9	9	10	10	10	9	10
	Claude (thinking)	9	9	8	9	9	9	8	8	8	9	9
26	Claude	8	10	10	9	10	10	10	10	10	10	10
	GPT	8	7	6	6	4	6	7	6	5	6	6
	Gemini 2.5	8	8	8	8	8	8	8	8	8	8	8
	Gemini 3.1	8	22	22	7	19	19	7	22	19	22	7
	Claude (thinking)	8	8	8	8	8	8	8	10	11	7	9
27	Claude	15	15	15	18	18	15	18	—	15	15	18
	GPT	15	10	7	7	7	7	8	6	8	7	6
	Gemini 2.5	15	16	13	13	16	—	13	13	16	13	—
	Gemini 3.1	15	22	13	24	13	22	22	22	22	22	24
	Claude (thinking)	15	12	15	18	14	14	12	14	14	12	14
28	Claude	10	10	10	10	10	10	10	10	10	10	10
	GPT	10	6	4	6	6	4	5	5	4	5	5
	Gemini 2.5	10	11	11	11	13	11	11	11	11	13	11
	Gemini 3.1	10	11	11	11	11	11	11	11	11	11	11
	Claude (thinking)	10	12	10	10	11	10	10	11	10	11	12
29	Claude	2	3	3	3	3	3	2	3	3	3	3
	GPT	2	2	3	3	2	2	3	2	2	3	2
	Gemini 2.5	2	3	2	2	3	3	3	3	2	2	3
	Gemini 3.1	2	2	13	13	2	13	13	13	13	13	13
	Claude (thinking)	2	2	2	2	2	2	2	2	2	2	2
30	Claude	10	11	12	10	10	—	10	10	10	10	—
	GPT	10	6	6	5	5	5	6	6	6	6	6
	Gemini 2.5	10	10	10	10	10	10	10	10	10	10	10
	Gemini 3.1	10	10	10	10	18	10	10	10	10	18	10
	Claude (thinking)	10	10	10	10	10	10	10	10	10	10	10
31	Claude	6	5	5	6	5	6	6	5	6	5	5
	GPT	6	5	6	5	4	5	6	5	5	5	6
	Gemini 2.5	6	6	6	6	6	6	6	6	6	6	6
	Gemini 3.1	6	10	12	10	12	12	12	10	6	12	12
	Claude (thinking)	6	7	7	6	7	7	7	7	7	6	7
32	Claude	9	9	9	9	9	9	9	9	9	8	9
	GPT	9	8	7	7	7	8	7	7	8	7	7
	Gemini 2.5	9	10	10	11	10	11	10	10	10	10	11
	Gemini 3.1	9	13	9	14	10	10	10	13	10	10	10
	Claude (thinking)	9	10	10	9	10	9	10	9	8	9	10
33	Claude	10	10	10	10	10	10	10	10	10	10	10
	GPT	10	4	4	4	4	4	4	5	4	4	4
	Gemini 2.5	10	14	15	12	12	14	14	14	15	12	12
	Gemini 3.1	10	10	11	10	10	10	11	10	10	11	11
	Claude (thinking)	10	10	10	9	10	9	10	10	10	10	10
34	Claude	14	14	14	14	14	14	14	14	14	14	14
	GPT	14	10	10	10	9	9	10	9	10	9	9
	Gemini 2.5	14	16	15	16	16	16	15	16	16	16	16
	Gemini 3.1	14	12	12	12	11	11	11	12	12	12	11
	Claude (thinking)	14	12	12	13	12	11	12	12	13	14	12
35	Claude	8	8	8	7	8	8	8	8	8	7	8
	GPT	8	5	5	5	5	6	6	6	6	6	6
	Gemini 2.5	8	8	8	8	8	8	8	8	8	8	8
	Gemini 3.1	8	15	15	16	15	15	15	15	15	15	15
	Claude (thinking)	8	8	9	8	8	8	8	8	7	9	7
36	Claude	19	18	18	18	18	18	18	18	18	18	18
	GPT	19	11	13	11	12	13	12	12	14	13	13
	Gemini 2.5	19	19	19	19	19	20	19	20	19	19	19
	Gemini 3.1	19	18	17	17	18	18	17	18	17	18	20
	Claude (thinking)	19	18	15	18	18	18	18	15	17	16	17
37	Claude	25	25	25	24	24	25	24	24	22	24	25
	GPT	25	18	17	17	17	0	18	18	17	18	18
	Gemini 2.5	25	29	28	28	29	30	30	29	30	29	28
	Gemini 3.1	25	26	26	26	26	23	24	26	23	23	24
	Claude (thinking)	25	22	22	22	22	22	24	22	24	22	22
38	Claude	11	8	9	10	10	9	10	10	10	9	8
	GPT	11	5	6	6	6	7	5	5	6	6	5
	Gemini 2.5	11	11	11	11	11	11	11	11	12	12	11
	Gemini 3.1	11	10	12	10	6	10	10	10	10	19	10
	Claude (thinking)	11	8	10	8	10	10	8	9	10	8	8
39	Claude	9	9	9	9	9	9	9	9	9	9	9
	GPT	9	8	7	8	8	8	8	8	9	8	9
	Gemini 2.5	9	9	9	9	9	9	9	9	9	9	9
	Gemini 3.1	9	8	8	8	8	8	8	8	8	8	8
	Claude (thinking)	9	9	9	9	9	9	9	9	9	9	9

Q16: Unique places of stay

Naive (no expert guidance)

Page	Model	GT	r1	r2	r3	r4	r5	r6	r7	r8	r9	r10
1	Claude	5	6	6	6	6	6	6	6	6	6	6
	GPT	5	7	7	6	7	6	7	7	7	7	7
	Gemini 2.5	5	5	8	7	8	7	7	8	7	7	8
	Gemini 3.1	5	6	6	6	6	6	6	6	6	6	6
	Claude (thinking)	5	5	5	5	5	5	5	5	5	4	5
2	Claude	7	6	6	6	6	6	6	6	6	6	6
	GPT	7	7	6	6	7	6	6	7	6	6	6
	Gemini 2.5	7	6	6	6	6	5	6	6	5	6	6
	Gemini 3.1	7	6	6	6	6	6	6	6	6	6	6
	Claude (thinking)	7	6	6	8	7	7	7	7	7	6	6
3	Claude	2	2	2	2	2	2	2	2	2	2	2
	GPT	2	2	2	2	2	2	2	2	2	2	2
	Gemini 2.5	2	2	2	2	2	2	2	2	2	2	2
	Gemini 3.1	2	2	2	2	2	2	2	2	2	2	2
	Claude (thinking)	2	2	2	2	2	2	2	2	2	2	2
4	Claude	12	9	10	8	8	10	10	10	10	9	8
	GPT	12	7	7	6	6	7	5	5	7	4	6
	Gemini 2.5	12	17	16	15	17	15	16	15	15	15	17
	Gemini 3.1	12	10	10	10	10	10	10	10	10	10	10
	Claude (thinking)	12	9	10	8	10	9	10	8	10	8	10
5	Claude	9	9	9	9	9	9	9	9	9	9	9
	GPT	9	7	9	7	7	9	8	7	8	8	8
	Gemini 2.5	9	8	10	10	10	8	10	8	8	8	10
	Gemini 3.1	9	8	8	8	8	8	8	8	8	8	8
	Claude (thinking)	9	9	9	8	8	8	9	9	8	9	9
6	Claude	7	10	10	10	10	10	10	10	10	10	9
	GPT	7	7	9	6	7	7	9	7	8	7	9
	Gemini 2.5	7	8	8	10	9	8	8	8	8	9	9
	Gemini 3.1	7	8	8	8	8	8	8	8	8	8	8
	Claude (thinking)	7	8	9	8	9	8	9	8	9	9	9
7	Claude	3	3	3	3	3	3	3	3	3	3	3
	GPT	3	3	3	3	3	3	3	3	3	3	3
	Gemini 2.5	3	3	3	3	3	3	3	3	3	3	3
	Gemini 3.1	3	3	3	3	3	3	3	3	3	3	3
	Claude (thinking)	3	3	3	3	3	3	3	3	3	3	3
8	Claude	7	7	7	7	7	7	7	7	7	7	7
	GPT	7	9	6	6	7	6	7	7	7	7	8
	Gemini 2.5	7	8	7	8	7	7	7	7	8	8	7
	Gemini 3.1	7	7	7	7	7	7	7	7	7	7	7
	Claude (thinking)	7	7	7	7	7	7	6	7	6	6	6
9	Claude	6	6	6	6	6	6	6	6	6	5	6
	GPT	6	6	6	6	6	6	5	6	5	6	6
	Gemini 2.5	6	6	6	6	6	6	6	6	6	6	6
	Gemini 3.1	6	5	5	5	5	5	5	5	5	5	5
	Claude (thinking)	6	5	6	6	5	5	5	6	6	6	6
10	Claude	10	9	9	8	9	9	9	9	9	9	9
	GPT	10	8	8	7	7	8	7	7	8	8	7
	Gemini 2.5	10	10	10	10	10	10	10	10	10	10	10
	Gemini 3.1	10	10	10	10	10	10	11	11	10	10	10
	Claude (thinking)	10	9	8	8	9	10	8	9	9	8	9
11	Claude	8	8	8	8	7	8	8	8	8	8	8
	GPT	8	10	10	12	12	10	10	8	10	10	8
	Gemini 2.5	8	8	8	8	8	8	8	8	8	8	8
	Gemini 3.1	8	8	8	8	8	8	8	8	8	8	8
	Claude (thinking)	8	6	6	6	7	7	6	6	8	7	7
12	Claude	6	7	7	8	7	8	8	7	8	8	8
	GPT	6	9	8	8	8	7	8	8	9	8	8
	Gemini 2.5	6	7	7	7	7	7	7	7	7	7	7
	Gemini 3.1	6	6	6	6	6	6	6	6	6	6	6
	Claude (thinking)	6	7	6	6	6	7	7	6	7	6	7
13	Claude	2	3	3	3	3	3	3	3	3	3	3
	GPT	2	2	2	2	2	2	2	2	2	2	2
	Gemini 2.5	2	3	2	3	3	2	2	2	3	3	2
	Gemini 3.1	2	2	2	2	2	2	2	2	2	2	2
	Claude (thinking)	2	2	2	2	2	2	2	2	2	2	2
14	Claude	9	8	8	8	8	8	8	8	8	8	8
	GPT	9	5	4	6	6	5	7	4	6	6	7
	Gemini 2.5	9	9	10	9	9	9	9	10	9	10	9
	Gemini 3.1	9	9	9	9	9	9	9	8	8	9	9
	Claude (thinking)	9	10	8	7	8	8	7	7	10	8	8
15	Claude	4	4	4	4	4	4	4	4	4	4	4
	GPT	4	3	4	4	3	4	3	3	3	3	3
	Gemini 2.5	4	4	4	4	4	4	4	4	4	4	4
	Gemini 3.1	4	4	4	4	4	4	4	4	4	4	4
	Claude (thinking)	4	4	4	4	4	4	4	4	4	4	4
16	Claude	7	6	6	6	6	6	6	6	6	6	6
	GPT	7	6	6	6	7	6	6	6	7	7	6
	Gemini 2.5	7	7	7	7	7	7	7	7	7	8	7
	Gemini 3.1	7	7	8	7	7	8	7	8	7	8	7
	Claude (thinking)	7	7	6	7	6	7	7	7	6	7	7
17	Claude	6	6	6	6	6	6	6	6	6	6	6
	GPT	6	6	6	5	5	5	6	5	5	5	5
	Gemini 2.5	6	7	6	6	7	7	7	7	7	7	6
	Gemini 3.1	6	6	6	6	6	6	6	6	6	6	6
	Claude (thinking)	6	6	6	6	6	6	6	5	5	4	6
18	Claude	4	4	4	4	4	4	4	4	4	4	4
	GPT	4	4	4	4	4	4	4	4	4	4	3
	Gemini 2.5	4	4	4	4	4	4	4	4	4	4	4
	Gemini 3.1	4	4	4	4	4	4	4	4	4	4	4
	Claude (thinking)	4	4	4	4	4	4	4	4	4	4	4
19	Claude	9	8	8	9	8	8	8	8	8	8	8
	GPT	9	7	6	7	6	7	6	9	9	6	6
	Gemini 2.5	9	10	9	10	10	10	10	10	10	9	10
	Gemini 3.1	9	10	10	10	8	8	10	8	10	10	10
	Claude (thinking)	9	7	7	7	7	8	7	8	8	6	8
20	Claude	8	8	7	8	8	8	8	8	8	7	8
	GPT	8	6	6	7	6	6	7	6	6	7	6
	Gemini 2.5	8	9	8	8	8	9	8	8	8	8	8
	Gemini 3.1	8	8	8	8	8	8	8	8	8	8	8
	Claude (thinking)	8	7	8	7	8	8	8	8	8	8	8
21	Claude	9	8	8	8	8	8	8	8	8	8	8
	GPT	9	8	8	8	8	8	8	7	8	7	9
	Gemini 2.5	9	11	11	12	12	12	12	11	12	11	11
	Gemini 3.1	9	10	10	10	10	10	10	10	10	10	10
	Claude (thinking)	9	7	8	8	8	8	7	7	8	8	8
22	Claude	7	6	6	6	6	6	6	6	6	6	6
	GPT	7	6	7	7	6	7	7	8	6	8	7
	Gemini 2.5	7	8	8	8	8	8	8	8	8	8	8
	Gemini 3.1	7	6	6	6	6	6	6	6	6	6	6
	Claude (thinking)	7	6	5	5	7	6	5	6	5	6	5
23	Claude	7	6	6	6	6	6	6	6	6	6	6
	GPT	7	10	10	10	10	10	11	12	10	10	11
	Gemini 2.5	7	10	10	10	9	10	10	10	9	9	10
	Gemini 3.1	7	8	8	8	8	8	8	7	7	8	8
	Claude (thinking)	7	6	7	7	7	7	6	6	6	6	6
24	Claude	7	6	6	6	6	6	6	6	6	6	6
	GPT	7	4	4	4	4	4	4	4	4	4	4
	Gemini 2.5	7	8	7	8	8	8	8	8	8	8	7
	Gemini 3.1	7	6	6	6	6	6	6	6	6	6	6
	Claude (thinking)	7	6	6	5	6	5	6	6	6	5	5
25	Claude	6	6	6	6	6	6	6	6	6	6	6
	GPT	6	6	6	5	6	6	5	6	6	6	7
	Gemini 2.5	6	6	6	6	6	6	6	6	6	6	6
	Gemini 3.1	6	6	6	5	6	5	6	6	6	6	6
	Claude (thinking)	6	6	6	6	6	6	6	6	6	6	6
26	Claude	13	8	8	8	8	8	8	8	8	8	8
	GPT	13	8	9	7	7	7	7	0	8	7	8
	Gemini 2.5	13	13	13	14	13	14	14	14	13	14	14
	Gemini 3.1	13	10	10	10	10	10	10	10	10	10	10
	Claude (thinking)	13	8	10	10	10	10	8	8	10	10	11
27	Claude	5	6	6	6	5	5	6	6	6	5	6
	GPT	5	4	5	6	3	4	4	4	4	4	5
	Gemini 2.5	5	8	7	6	7	8	6	8	6	7	8
	Gemini 3.1	5	6	6	5	5	6	6	6	6	6	6
	Claude (thinking)	5	5	5	5	5	5	6	5	5	5	5
28	Claude	8	8	7	7	8	7	7	8	7	7	8
	GPT	8	4	4	5	4	5	5	5	4	5	4
	Gemini 2.5	8	8	8	8	8	8	8	8	8	8	8
	Gemini 3.1	8	7	7	7	7	7	7	7	7	7	7
	Claude (thinking)	8	7	6	6	7	7	7	7	8	6	7
29	Claude	9	10	10	10	10	10	10	10	10	10	10
	GPT	9	10	9	10	9	9	9	9	9	9	9
	Gemini 2.5	9	10	11	10	11	10	10	10	10	11	11
	Gemini 3.1	9	9	9	9	9	9	9	9	9	9	9
	Claude (thinking)	9	11	10	10	10	10	10	10	10	10	10
30	Claude	11	11	11	10	11	10	11	10	10	10	11
	GPT	11	6	7	8	6	7	8	7	8	7	7
	Gemini 2.5	11	12	12	12	12	11	12	12	12	12	12
	Gemini 3.1	11	10	10	10	10	10	10	10	10	10	10
	Claude (thinking)	11	11	10	11	10	10	11	10	12	12	10
31	Claude	3	4	4	4	4	4	4	4	4	4	3
	GPT	3	3	3	2	2	2	2	2	2	2	2
	Gemini 2.5	3	3	3	3	4	3	4	3	3	3	4
	Gemini 3.1	3	3	3	3	3	3	3	3	3	3	3
	Claude (thinking)	3	2	2	3	2	3	2	3	3	3	3
32	Claude	5	5	6	6	6	5	6	5	5	5	5
	GPT	5	6	5	6	6	5	5	6	6	6	5
	Gemini 2.5	5	7	6	6	7	6	6	7	6	6	6
	Gemini 3.1	5	5	5	5	5	5	5	5	5	5	5
	Claude (thinking)	5	5	5	5	5	5	5	5	5	5	5
33	Claude	7	6	6	6	6	6	6	6	6	6	6
	GPT	7	4	4	4	4	4	4	2	2	4	4
	Gemini 2.5	7	10	8	8	7	10	10	10	8	7	8
	Gemini 3.1	7	8	8	8	8	8	8	8	8	8	8
	Claude (thinking)	7	4	5	5	6	5	6	5	5	5	4
34	Claude	7	8	8	8	8	8	8	8	8	8	8
	GPT	7	7	7	8	7	6	7	7	8	7	8
	Gemini 2.5	7	8	8	8	8	8	8	8	8	8	8
	Gemini 3.1	7	7	7	7	7	7	7	7	7	7	7
	Claude (thinking)	7	9	9	7	8	7	7	7	8	8	8
35	Claude	10	9	9	9	9	9	9	9	9	9	8
	GPT	10	7	7	8	7	8	7	7	7	7	8
	Gemini 2.5	10	10	10	10	10	10	10	10	10	10	10
	Gemini 3.1	10	10	10	10	10	10	10	10	10	10	10
	Claude (thinking)	10	10	10	9	11	10	11	10	10	9	11
36	Claude	6	6	6	6	5	5	6	5	5	4	5
	GPT	6	4	4	4	4	6	4	3	4	6	4
	Gemini 2.5	6	8	8	8	8	8	9	8	13	13	9
	Gemini 3.1	6	6	6	6	6	6	6	6	6	6	6
	Claude (thinking)	6	5	6	6	6	6	6	5	5	5	4
37	Claude	8	10	10	10	10	10	12	12	10	10	10
	GPT	8	14	9	6	9	9	7	6	6	12	12
	Gemini 2.5	8	13	13	14	13	13	13	14	14	14	14
	Gemini 3.1	8	10	10	10	10	10	10	10	10	8	10
	Claude (thinking)	8	8	9	9	8	10	9	9	10	11	10
38	Claude	10	10	9	10	10	10	10	10	10	9	10
	GPT	10	7	1	1	2	6	4	6	4	8	7
	Gemini 2.5	10	10	10	10	10	10	10	10	10	10	10
	Gemini 3.1	10	10	10	10	10	10	10	10	10	10	10
	Claude (thinking)	10	12	11	10	10	10	11	10	10	10	10
39	Claude	5	5	5	5	5	5	5	5	5	5	5
	GPT	5	4	6	5	5	5	5	4	4	4	4
	Gemini 2.5	5	5	5	5	5	5	5	5	5	5	5
	Gemini 3.1	5	6	6	6	6	6	6	6	6	6	6
	Claude (thinking)	5	5	5	5	6	5	5	5	6	5	5

Guided (with expert guidance)

Page	Model	GT	r1	r2	r3	r4	r5	r6	r7	r8	r9	r10
1	Claude	5	6	5	6	7	6	6	7	7	7	7
	GPT	5	7	7	7	8	7	7	6	6	7	7
	Gemini 2.5	5	5	5	6	5	5	5	5	5	5	5
	Gemini 3.1	5	6	6	5	6	6	6	6	6	5	6
	Claude (thinking)	5	6	5	5	6	6	6	6	6	5	6
2	Claude	7	6	7	7	7	7	6	7	—	7	7
	GPT	7	8	7	9	7	7	8	8	7	8	8
	Gemini 2.5	7	7	7	7	7	6	6	7	6	6	6
	Gemini 3.1	7	7	7	7	8	8	8	7	7	7	7
	Claude (thinking)	7	7	6	7	8	7	7	7	6	8	8
3	Claude	2	2	2	2	2	2	2	2	2	2	2
	GPT	2	2	2	2	2	2	2	2	2	2	2
	Gemini 2.5	2	2	2	2	2	2	2	2	2	2	2
	Gemini 3.1	2	2	2	2	2	2	2	2	2	2	2
	Claude (thinking)	2	2	2	2	2	2	2	2	2	2	2
4	Claude	12	12	12	12	12	12	12	12	12	12	12
	GPT	12	9	10	11	10	11	10	10	11	11	10
	Gemini 2.5	12	13	15	14	13	13	14	13	15	14	14
	Gemini 3.1	12	12	10	12	11	12	11	12	12	12	12
	Claude (thinking)	12	11	13	12	12	11	12	12	12	12	11
5	Claude	9	12	12	12	12	12	10	12	12	12	12
	GPT	9	8	7	7	7	7	6	7	8	7	7
	Gemini 2.5	9	9	9	9	8	9	8	9	9	9	9
	Gemini 3.1	9	8	7	7	8	8	8	8	8	8	7
	Claude (thinking)	9	10	9	9	9	8	9	11	9	8	8
6	Claude	7	12	11	10	10	10	12	12	12	12	12
	GPT	7	9	9	10	9	8	8	9	8	9	8
	Gemini 2.5	7	9	9	10	9	9	9	10	9	9	9
	Gemini 3.1	7	8	8	8	8	7	8	8	8	8	8
	Claude (thinking)	7	7	9	7	9	8	10	9	8	9	10
7	Claude	3	4	4	4	4	4	3	3	4	4	4
	GPT	3	3	3	3	3	3	3	3	3	3	3
	Gemini 2.5	3	3	3	3	3	3	3	3	3	3	3
	Gemini 3.1	3	3	3	3	3	3	3	3	3	3	3
	Claude (thinking)	3	3	3	3	3	3	3	3	3	3	3
8	Claude	7	8	8	8	8	8	8	8	8	9	8
	GPT	7	8	9	7	7	9	7	8	6	8	9
	Gemini 2.5	7	8	8	7	8	7	8	7	8	8	8
	Gemini 3.1	7	7	7	8	7	7	7	7	7	7	8
	Claude (thinking)	7	9	9	9	8	8	8	7	8	6	8
9	Claude	6	7	7	8	8	7	8	7	7	7	6
	GPT	6	6	6	6	6	5	5	6	6	6	6
	Gemini 2.5	6	6	6	6	6	6	6	6	6	6	6
	Gemini 3.1	6	6	5	5	6	6	5	6	5	6	6
	Claude (thinking)	6	6	6	8	6	5	6	6	5	5	6
10	Claude	10	12	12	12	12	14	12	14	12	12	12
	GPT	10	11	10	10	10	10	9	10	10	10	10
	Gemini 2.5	10	10	10	10	10	10	10	10	10	10	10
	Gemini 3.1	10	10	11	11	10	10	11	10	10	10	10
	Claude (thinking)	10	10	12	8	10	12	12	14	10	12	12
11	Claude	8	10	12	10	10	10	10	10	10	10	10
	GPT	8	9	9	9	9	9	10	10	9	9	9
	Gemini 2.5	8	8	8	9	9	9	8	—	9	9	8
	Gemini 3.1	8	8	8	8	8	8	8	8	8	8	8
	Claude (thinking)	8	8	10	10	8	9	8	7	8	9	9
12	Claude	6	10	10	10	10	10	10	10	10	10	9
	GPT	6	9	7	8	8	8	8	9	9	9	9
	Gemini 2.5	6	7	7	7	7	7	7	7	7	7	7
	Gemini 3.1	6	7	6	7	6	7	7	7	7	7	7
	Claude (thinking)	6	9	7	8	7	9	7	8	8	7	9
13	Claude	2	3	3	3	3	3	3	3	3	3	3
	GPT	2	2	3	2	2	3	2	2	2	2	3
	Gemini 2.5	2	2	2	2	2	2	2	2	2	2	2
	Gemini 3.1	2	2	2	2	2	2	2	2	2	2	2
	Claude (thinking)	2	2	2	2	2	2	2	2	2	2	2
14	Claude	9	13	12	12	14	13	12	12	13	12	12
	GPT	9	7	4	6	6	6	6	6	5	6	6
	Gemini 2.5	9	9	9	9	9	9	9	9	9	9	9
	Gemini 3.1	9	9	9	9	10	10	9	10	10	10	10
	Claude (thinking)	9	11	9	9	11	11	9	10	11	10	11
15	Claude	4	5	5	5	5	5	5	5	5	5	5
	GPT	4	4	4	3	4	4	4	4	4	4	3
	Gemini 2.5	4	4	4	4	4	4	4	4	4	4	4
	Gemini 3.1	4	4	4	4	4	4	4	4	4	4	4
	Claude (thinking)	4	4	4	4	4	4	4	4	4	4	4
16	Claude	7	6	6	6	7	6	7	6	6	6	6
	GPT	7	7	6	6	7	7	7	7	7	6	7
	Gemini 2.5	7	7	7	7	7	7	7	7	7	7	7
	Gemini 3.1	7	7	6	6	6	7	7	6	7	7	6
	Claude (thinking)	7	7	6	7	7	7	7	7	7	7	7
17	Claude	6	7	7	7	7	7	7	7	7	7	7
	GPT	6	4	5	5	5	5	6	6	6	6	5
	Gemini 2.5	6	5	5	5	6	5	7	5	5	6	5
	Gemini 3.1	6	6	5	6	5	6	5	5	5	5	6
	Claude (thinking)	6	6	6	6	6	6	7	6	6	6	7
18	Claude	4	4	4	4	4	4	4	4	4	4	4
	GPT	4	4	4	4	4	4	4	4	4	4	4
	Gemini 2.5	4	4	4	4	4	4	4	4	4	4	4
	Gemini 3.1	4	4	4	4	4	4	4	4	4	4	4
	Claude (thinking)	4	4	4	4	4	4	4	4	4	4	4
19	Claude	9	10	10	10	10	10	10	10	10	10	10
	GPT	9	10	9	9	9	10	10	10	10	10	10
	Gemini 2.5	9	10	10	10	10	10	10	10	10	10	10
	Gemini 3.1	9	8	7	8	8	8	8	7	8	7	7
	Claude (thinking)	9	8	9	10	9	10	8	9	8	10	9
20	Claude	8	9	9	9	9	9	9	9	9	9	9
	GPT	8	7	7	7	7	7	7	7	7	7	7
	Gemini 2.5	8	8	8	8	8	8	9	9	8	8	8
	Gemini 3.1	8	7	7	7	7	8	7	7	7	7	7
	Claude (thinking)	8	8	8	7	8	9	8	8	8	8	8
21	Claude	9	8	8	8	9	8	9	9	8	9	8
	GPT	9	8	7	7	8	8	8	8	8	8	8
	Gemini 2.5	9	12	11	11	11	10	10	11	12	11	10
	Gemini 3.1	9	10	9	10	10	9	9	10	9	9	10
	Claude (thinking)	9	9	9	9	9	9	8	9	10	9	9
22	Claude	7	6	6	6	6	6	6	6	6	6	6
	GPT	7	7	5	6	6	7	6	7	6	7	6
	Gemini 2.5	7	7	7	7	7	7	7	7	7	7	7
	Gemini 3.1	7	7	6	6	6	7	7	7	6	6	6
	Claude (thinking)	7	6	6	7	7	5	6	7	7	7	6
23	Claude	7	8	8	8	8	8	8	8	8	8	8
	GPT	7	11	11	11	11	11	11	11	11	11	11
	Gemini 2.5	7	9	9	9	9	11	11	11	9	9	9
	Gemini 3.1	7	7	7	7	7	7	7	7	7	7	7
	Claude (thinking)	7	8	7	8	8	7	8	8	7	7	8
24	Claude	7	7	7	7	6	6	7	6	6	6	7
	GPT	7	4	5	5	5	5	5	4	5	5	5
	Gemini 2.5	7	8	8	8	8	8	8	8	8	8	8
	Gemini 3.1	7	6	6	6	6	6	6	6	6	6	6
	Claude (thinking)	7	6	5	6	6	6	5	5	6	7	6
25	Claude	6	6	7	6	6	6	6	6	6	6	6
	GPT	6	6	6	6	6	6	6	6	6	6	6
	Gemini 2.5	6	6	6	6	6	6	6	6	6	6	6
	Gemini 3.1	6	6	6	6	6	6	6	6	6	6	6
	Claude (thinking)	6	6	6	6	6	6	6	6	6	6	6
26	Claude	13	11	11	11	11	11	10	11	10	11	12
	GPT	13	11	10	9	8	8	9	9	10	8	9
	Gemini 2.5	13	13	14	14	13	12	14	15	15	13	13
	Gemini 3.1	13	12	12	12	10	10	12	12	10	12	12
	Claude (thinking)	13	12	13	12	14	12	11	14	12	12	12
27	Claude	5	7	6	7	7	7	7	—	7	7	7
	GPT	5	7	6	6	7	7	6	6	6	6	6
	Gemini 2.5	5	7	7	6	7	—	6	7	7	7	—
	Gemini 3.1	5	6	6	6	6	6	6	6	6	6	6
	Claude (thinking)	5	7	7	7	6	8	7	8	6	6	8
28	Claude	8	10	10	10	10	10	10	10	10	10	9
	GPT	8	4	4	4	4	5	5	5	4	5	4
	Gemini 2.5	8	8	8	8	8	8	8	8	8	8	8
	Gemini 3.1	8	6	8	6	8	8	8	6	6	6	8
	Claude (thinking)	8	8	8	11	11	9	8	8	9	9	10
29	Claude	9	13	13	12	13	13	12	13	13	13	13
	GPT	9	10	9	9	9	9	9	9	9	9	9
	Gemini 2.5	9	10	10	10	10	10	10	10	10	10	10
	Gemini 3.1	9	9	9	9	9	9	9	9	9	9	9
	Claude (thinking)	9	10	10	10	10	10	10	10	9	10	10
30	Claude	11	12	12	13	13	—	12	12	13	12	—
	GPT	11	10	8	9	9	9	10	10	8	11	10
	Gemini 2.5	11	12	12	12	12	12	12	12	12	12	12
	Gemini 3.1	11	12	10	12	11	12	12	10	12	11	10
	Claude (thinking)	11	12	11	12	11	11	11	12	11	11	11
31	Claude	3	4	4	3	4	3	4	3	4	4	4
	GPT	3	2	3	2	2	2	2	2	2	2	2
	Gemini 2.5	3	3	3	3	3	3	3	2	3	2	3
	Gemini 3.1	3	3	3	3	3	3	3	3	3	3	3
	Claude (thinking)	3	2	3	3	3	3	3	3	3	3	3
32	Claude	5	6	6	6	6	6	6	6	6	6	6
	GPT	5	6	7	6	6	7	6	6	6	7	6
	Gemini 2.5	5	7	7	7	7	7	7	7	6	7	7
	Gemini 3.1	5	6	5	6	6	6	6	6	6	6	6
	Claude (thinking)	5	5	6	5	5	6	6	5	6	5	5
33	Claude	7	9	9	8	9	8	8	9	9	9	9
	GPT	7	5	4	5	5	5	5	4	4	4	4
	Gemini 2.5	7	8	8	8	8	8	8	8	8	8	8
	Gemini 3.1	7	6	7	6	6	6	7	6	6	7	7
	Claude (thinking)	7	5	6	5	6	5	8	6	8	6	6
34	Claude	7	9	9	9	9	9	8	8	8	9	9
	GPT	7	8	8	7	7	7	8	8	9	8	8
	Gemini 2.5	7	8	7	8	8	8	7	8	8	8	8
	Gemini 3.1	7	6	6	6	7	7	7	6	7	6	7
	Claude (thinking)	7	8	7	8	9	7	8	9	7	8	9
35	Claude	10	11	12	12	11	12	12	12	11	11	11
	GPT	10	7	9	8	7	8	8	9	7	9	9
	Gemini 2.5	10	10	10	10	10	10	10	10	10	10	10
	Gemini 3.1	10	10	10	9	10	10	10	10	10	10	10
	Claude (thinking)	10	10	10	11	10	11	11	11	11	10	11
36	Claude	6	7	6	6	7	7	6	6	6	6	6
	GPT	6	7	8	7	7	7	6	7	8	7	7
	Gemini 2.5	6	7	7	7	7	9	10	9	10	10	7
	Gemini 3.1	6	5	5	5	6	5	5	5	5	4	6
	Claude (thinking)	6	6	8	8	7	8	8	8	8	8	6
37	Claude	8	12	12	14	12	12	14	14	14	14	12
	GPT	8	10	10	9	9	0	6	8	8	8	9
	Gemini 2.5	8	14	15	15	14	14	14	14	14	14	14
	Gemini 3.1	8	11	11	11	11	10	10	10	10	10	11
	Claude (thinking)	8	10	12	10	12	12	12	10	12	12	12
38	Claude	10	12	12	13	12	12	13	13	13	12	12
	GPT	10	10	8	11	10	9	9	9	8	10	11
	Gemini 2.5	10	10	10	10	10	10	10	10	10	10	10
	Gemini 3.1	10	8	10	10	10	8	9	9	9	10	9
	Claude (thinking)	10	12	12	11	10	12	10	10	12	10	11
39	Claude	5	6	6	6	6	6	6	6	6	6	6
	GPT	5	4	4	5	5	5	5	5	5	5	5
	Gemini 2.5	5	5	5	6	5	5	5	5	6	5	6
	Gemini 3.1	5	6	6	6	6	6	6	6	6	6	6
	Claude (thinking)	5	5	5	5	5	6	6	6	6	6	5

Q18: Stay w/ person name

Naive (no expert guidance)

Page	Model	GT	r1	r2	r3	r4	r5	r6	r7	r8	r9	r10
1	Claude	3	5	4	4	4	4	5	4	4	5	4
	GPT	3	7	7	6	7	6	7	7	7	7	7
	Gemini 2.5	3	3	3	3	3	3	3	3	3	3	3
	Gemini 3.1	3	3	3	3	3	3	3	3	3	3	3
	Claude (thinking)	3	4	3	3	3	3	4	3	4	4	4
2	Claude	5	5	5	6	5	5	5	5	5	5	5
	GPT	5	9	8	11	10	10	8	7	8	11	8
	Gemini 2.5	5	5	5	5	5	5	5	5	5	5	5
	Gemini 3.1	5	5	5	5	5	5	5	5	5	5	5
	Claude (thinking)	5	4	5	5	5	5	5	5	5	4	5
3	Claude	1	1	1	1	1	1	1	1	1	1	1
	GPT	1	2	0	2	2	2	2	2	2	2	2
	Gemini 2.5	1	1	1	1	1	1	1	1	1	1	1
	Gemini 3.1	1	1	1	1	1	1	1	1	1	1	1
	Claude (thinking)	1	1	1	1	1	1	1	1	1	1	1
4	Claude	17	17	16	17	18	18	16	16	16	17	17
	GPT	17	19	15	18	17	13	19	17	16	17	18
	Gemini 2.5	17	18	18	17	18	17	18	17	17	17	19
	Gemini 3.1	17	15	14	14	14	15	14	15	15	15	15
	Claude (thinking)	17	17	16	17	16	17	15	17	17	17	17
5	Claude	8	11	9	9	9	11	9	11	9	9	9
	GPT	8	7	7	7	7	9	8	7	8	8	8
	Gemini 2.5	8	7	8	8	8	7	8	7	7	7	8
	Gemini 3.1	8	8	8	8	8	8	8	8	8	8	8
	Claude (thinking)	8	8	9	8	8	8	8	8	8	9	9
6	Claude	6	4	4	4	4	4	4	4	4	4	4
	GPT	6	13	9	11	14	12	9	10	11	10	9
	Gemini 2.5	6	6	6	6	6	6	6	6	6	6	6
	Gemini 3.1	6	5	5	5	5	5	5	5	5	5	5
	Claude (thinking)	6	4	5	4	3	3	4	4	5	4	4
7	Claude	3	3	3	3	3	3	3	3	3	3	3
	GPT	3	3	3	3	3	3	3	3	3	3	3
	Gemini 2.5	3	3	3	3	3	3	3	3	3	3	3
	Gemini 3.1	3	3	3	3	3	3	3	3	3	3	3
	Claude (thinking)	3	3	3	3	3	3	3	3	3	3	3
8	Claude	1	1	1	1	1	1	1	1	1	1	1
	GPT	1	9	6	6	7	6	7	7	7	7	8
	Gemini 2.5	1	1	1	1	1	1	1	1	1	1	1
	Gemini 3.1	1	1	1	1	1	1	1	1	1	1	1
	Claude (thinking)	1	1	1	1	1	1	1	1	1	1	1
9	Claude	1	1	1	2	2	1	1	2	2	1	1
	GPT	1	6	6	8	8	8	5	8	5	8	8
	Gemini 2.5	1	1	1	1	1	1	1	1	1	1	1
	Gemini 3.1	1	1	1	1	1	1	1	1	1	1	1
	Claude (thinking)	1	1	1	1	1	1	1	1	2	1	1
10	Claude	2	3	3	2	3	3	3	3	3	2	2
	GPT	2	8	8	7	9	0	7	7	8	8	7
	Gemini 2.5	2	2	2	2	2	2	2	2	2	2	2
	Gemini 3.1	2	3	3	3	3	3	3	3	3	3	3
	Claude (thinking)	2	2	2	2	2	2	2	2	2	2	2
11	Claude	4	2	2	2	2	2	2	2	3	3	2
	GPT	4	10	10	12	12	10	10	8	6	10	6
	Gemini 2.5	4	4	4	4	4	4	4	4	4	4	4
	Gemini 3.1	4	3	3	3	3	3	3	3	3	3	3
	Claude (thinking)	4	3	2	3	3	3	2	2	3	3	3
12	Claude	2	2	2	2	2	2	2	2	3	2	2
	GPT	2	2	2	2	2	7	7	4	1	8	1
	Gemini 2.5	2	2	2	2	2	2	2	2	2	2	2
	Gemini 3.1	2	2	2	2	2	2	2	2	2	2	2
	Claude (thinking)	2	2	2	2	2	2	2	2	2	2	2
13	Claude	1	1	1	1	1	1	1	1	1	1	1
	GPT	1	2	2	2	2	1	2	2	2	2	2
	Gemini 2.5	1	1	1	1	1	1	1	1	1	1	1
	Gemini 3.1	1	1	1	1	1	1	1	1	1	1	1
	Claude (thinking)	1	1	1	1	1	1	1	1	1	1	1
14	Claude	12	10	10	10	10	10	10	10	10	10	10
	GPT	12	15	18	16	11	16	10	14	14	15	13
	Gemini 2.5	12	12	12	12	12	12	12	12	12	12	12
	Gemini 3.1	12	12	12	12	12	12	12	11	11	12	12
	Claude (thinking)	12	12	10	10	12	10	13	12	12	11	12
15	Claude	4	4	4	4	4	4	4	4	4	4	4
	GPT	4	5	4	4	3	4	5	4	2	4	4
	Gemini 2.5	4	4	4	4	4	4	4	4	4	4	4
	Gemini 3.1	4	4	4	4	4	4	4	4	4	4	4
	Claude (thinking)	4	4	4	4	4	4	4	4	4	4	5
16	Claude	5	5	5	5	5	5	5	5	5	5	6
	GPT	5	6	7	6	7	9	7	6	7	7	7
	Gemini 2.5	5	5	5	5	5	5	5	5	5	5	5
	Gemini 3.1	5	5	5	5	5	5	5	5	5	5	5
	Claude (thinking)	5	5	5	5	6	5	5	5	5	5	5
17	Claude	3	4	4	4	4	4	4	4	4	4	4
	GPT	3	6	6	5	6	5	6	5	6	6	6
	Gemini 2.5	3	4	3	3	4	3	4	3	4	4	3
	Gemini 3.1	3	3	3	3	3	3	3	3	3	3	3
	Claude (thinking)	3	3	3	5	3	4	4	4	3	3	4
18	Claude	1	1	1	1	1	1	1	1	1	1	1
	GPT	1	4	4	4	4	4	4	4	4	4	3
	Gemini 2.5	1	1	1	1	1	1	1	1	1	2	2
	Gemini 3.1	1	1	1	1	1	1	1	1	1	1	1
	Claude (thinking)	1	1	1	1	1	1	1	1	1	1	1
19	Claude	5	4	4	5	4	4	4	4	4	4	4
	GPT	5	7	6	6	10	7	6	9	4	11	4
	Gemini 2.5	5	5	5	5	5	5	5	5	5	5	5
	Gemini 3.1	5	4	4	4	4	4	4	4	4	4	4
	Claude (thinking)	5	4	5	4	4	5	3	4	4	4	4
20	Claude	4	5	4	5	5	5	5	5	5	4	4
	GPT	4	6	7	7	6	6	7	6	8	7	8
	Gemini 2.5	4	3	4	2	2	3	2	3	3	4	4
	Gemini 3.1	4	4	4	4	4	4	4	4	3	4	4
	Claude (thinking)	4	4	4	5	5	4	5	5	4	4	4
21	Claude	4	4	4	4	4	4	4	4	4	4	4
	GPT	4	8	8	13	10	13	10	9	8	9	9
	Gemini 2.5	4	3	3	3	4	3	4	3	4	3	3
	Gemini 3.1	4	4	4	4	4	4	4	4	4	4	4
	Claude (thinking)	4	3	4	4	4	4	3	4	3	4	3
22	Claude	5	4	4	4	4	4	4	4	4	4	4
	GPT	5	13	11	12	12	12	12	13	11	12	13
	Gemini 2.5	5	5	5	5	5	5	5	5	4	5	5
	Gemini 3.1	5	4	4	4	4	4	4	4	4	4	4
	Claude (thinking)	5	4	4	6	5	4	4	4	5	5	4
23	Claude	6	5	5	5	5	5	5	5	5	5	5
	GPT	6	10	12	12	10	10	13	7	12	12	11
	Gemini 2.5	6	6	7	7	6	6	7	5	6	6	6
	Gemini 3.1	6	5	5	5	5	5	5	5	5	5	5
	Claude (thinking)	6	6	5	6	6	8	6	6	5	6	6
24	Claude	6	7	6	5	5	5	6	5	6	6	5
	GPT	6	11	7	11	10	8	10	10	10	10	10
	Gemini 2.5	6	7	8	7	7	7	7	7	7	7	8
	Gemini 3.1	6	5	5	5	5	5	5	5	5	5	5
	Claude (thinking)	6	5	6	5	6	6	6	5	6	6	5
25	Claude	2	2	2	2	2	2	2	2	2	2	2
	GPT	2	6	6	5	5	6	5	4	4	6	7
	Gemini 2.5	2	2	2	2	2	2	2	2	2	2	2
	Gemini 3.1	2	2	2	2	2	2	2	2	2	2	2
	Claude (thinking)	2	2	2	2	2	2	2	2	2	2	2
26	Claude	18	18	21	23	20	23	21	20	18	21	22
	GPT	18	15	18	16	14	14	11	0	18	18	15
	Gemini 2.5	18	18	18	18	18	18	18	18	18	18	18
	Gemini 3.1	18	16	16	16	16	16	16	16	16	17	16
	Claude (thinking)	18	18	20	17	18	16	18	19	18	21	18
27	Claude	2	3	3	3	3	3	3	3	3	3	3
	GPT	2	8	13	13	13	8	0	13	13	14	5
	Gemini 2.5	2	2	2	3	3	2	3	2	3	3	2
	Gemini 3.1	2	3	3	3	3	3	3	3	3	3	3
	Claude (thinking)	2	3	3	2	2	3	2	3	3	3	3
28	Claude	12	14	14	14	14	14	14	14	14	14	13
	GPT	12	13	13	12	11	12	12	13	11	13	10
	Gemini 2.5	12	12	12	12	12	12	12	12	12	12	12
	Gemini 3.1	12	13	13	13	13	13	13	11	13	13	11
	Claude (thinking)	12	10	14	13	13	13	13	12	14	14	14
29	Claude	13	14	13	14	14	14	14	14	14	13	14
	GPT	13	12	11	13	13	13	11	10	10	10	10
	Gemini 2.5	13	13	13	13	13	13	13	13	13	13	13
	Gemini 3.1	13	13	13	13	13	13	13	13	13	13	13
	Claude (thinking)	13	13	13	13	13	13	13	12	13	13	13
30	Claude	13	11	11	11	11	11	11	11	11	11	11
	GPT	13	13	9	10	8	10	10	12	8	9	12
	Gemini 2.5	13	13	13	13	13	13	13	13	13	13	13
	Gemini 3.1	13	10	10	11	11	10	10	11	10	10	11
	Claude (thinking)	13	11	10	12	11	11	11	12	13	12	12
31	Claude	9	10	10	10	10	10	10	10	10	10	10
	GPT	9	10	10	10	10	10	10	10	10	10	10
	Gemini 2.5	9	9	9	9	9	9	9	9	9	9	9
	Gemini 3.1	9	10	10	10	10	10	10	10	10	10	10
	Claude (thinking)	9	10	10	10	10	10	9	10	10	10	10
32	Claude	1	1	1	1	1	1	1	1	1	1	1
	GPT	1	9	7	6	10	8	5	8	9	0	0
	Gemini 2.5	1	1	1	1	1	1	1	1	1	1	1
	Gemini 3.1	1	1	1	1	1	1	1	1	1	1	1
	Claude (thinking)	1	1	1	1	1	1	1	1	1	1	1
33	Claude	3	2	2	2	3	3	3	2	3	3	2
	GPT	3	4	5	5	4	5	4	8	5	5	5
	Gemini 2.5	3	3	3	3	4	3	3	3	3	4	3
	Gemini 3.1	3	2	2	2	2	2	2	2	2	2	2
	Claude (thinking)	3	2	3	3	3	3	3	3	3	3	3
34	Claude	4	3	3	3	4	3	3	3	3	4	3
	GPT	4	5	3	5	4	8	4	4	4	6	4
	Gemini 2.5	4	4	4	4	4	4	4	4	4	4	4
	Gemini 3.1	4	4	4	4	4	4	4	4	4	4	4
	Claude (thinking)	4	3	3	3	4	4	4	4	3	3	4
35	Claude	13	17	15	17	17	17	17	15	17	17	15
	GPT	13	14	13	12	15	14	14	14	14	12	13
	Gemini 2.5	13	14	14	14	14	14	14	14	14	14	14
	Gemini 3.1	13	13	13	13	13	13	13	13	13	13	13
	Claude (thinking)	13	18	14	15	14	15	13	15	18	13	14
36	Claude	4	6	6	5	5	5	5	5	5	5	5
	GPT	4	12	8	4	4	12	7	3	4	6	8
	Gemini 2.5	4	4	4	4	4	4	4	4	4	4	4
	Gemini 3.1	4	3	4	4	4	4	3	4	4	3	4
	Claude (thinking)	4	5	5	5	5	5	6	5	5	6	7
37	Claude	2	4	2	2	4	3	3	4	3	2	2
	GPT	2	16	18	12	9	9	17	6	12	12	12
	Gemini 2.5	2	1	1	1	1	1	1	1	1	1	1
	Gemini 3.1	2	2	2	2	2	2	2	2	2	2	2
	Claude (thinking)	2	4	3	2	4	3	3	3	3	4	3
38	Claude	14	15	11	14	15	14	14	14	15	12	15
	GPT	14	14	14	0	11	12	13	13	13	13	12
	Gemini 2.5	14	14	14	14	14	14	14	14	14	14	14
	Gemini 3.1	14	14	14	14	14	14	14	14	14	14	14
	Claude (thinking)	14	14	15	12	13	15	14	11	12	14	14
39	Claude	1	1	1	1	1	1	1	1	1	1	1
	GPT	1	3	6	6	6	5	6	4	6	4	4
	Gemini 2.5	1	1	1	1	1	1	1	1	1	1	1
	Gemini 3.1	1	1	1	1	1	1	1	1	1	1	1
	Claude (thinking)	1	1	1	1	1	1	1	1	1	2	1

Guided (with expert guidance)

Page	Model	GT	r1	r2	r3	r4	r5	r6	r7	r8	r9	r10
1	Claude	3	4	5	5	5	5	5	5	5	5	5
	GPT	3	4	4	2	0	2	3	4	0	2	4
	Gemini 2.5	3	3	3	3	3	3	3	3	3	3	3
	Gemini 3.1	3	3	3	3	3	3	3	3	3	3	3
	Claude (thinking)	3	5	5	3	5	4	3	4	6	4	4
2	Claude	5	5	6	6	6	6	6	6	—	6	6
	GPT	5	7	8	9	7	7	7	8	9	8	8
	Gemini 2.5	5	6	6	6	6	5	5	6	5	5	5
	Gemini 3.1	5	5	5	5	5	5	5	5	5	5	5
	Claude (thinking)	5	6	7	6	5	6	6	5	5	6	7
3	Claude	1	1	1	1	1	1	1	1	1	1	1
	GPT	1	0	0	1	0	0	0	0	0	0	0
	Gemini 2.5	1	1	1	1	1	1	1	1	1	1	1
	Gemini 3.1	1	1	1	1	1	1	1	1	1	1	1
	Claude (thinking)	1	1	1	1	1	1	1	1	1	1	1
4	Claude	17	21	19	21	20	21	22	22	23	20	21
	GPT	17	9	10	11	10	11	15	10	11	11	10
	Gemini 2.5	17	16	17	18	16	16	18	16	17	18	18
	Gemini 3.1	17	16	14	16	15	16	15	16	16	16	16
	Claude (thinking)	17	22	21	22	19	21	21	16	17	20	21
5	Claude	8	12	12	12	12	12	11	12	12	12	12
	GPT	8	6	7	7	7	7	6	7	6	5	7
	Gemini 2.5	8	8	8	8	8	8	8	9	9	8	8
	Gemini 3.1	8	8	1	1	8	8	8	8	8	8	1
	Claude (thinking)	8	10	9	9	8	8	9	11	8	8	8
6	Claude	6	6	5	6	5	5	6	6	6	6	6
	GPT	6	5	6	7	7	6	4	5	2	9	7
	Gemini 2.5	6	6	6	6	6	6	6	6	6	6	6
	Gemini 3.1	6	5	5	5	5	5	5	5	5	5	5
	Claude (thinking)	6	5	5	7	5	7	6	5	6	6	4
7	Claude	3	3	3	3	3	3	3	3	3	3	3
	GPT	3	3	3	3	3	3	3	3	3	3	3
	Gemini 2.5	3	3	3	3	3	3	3	3	3	3	3
	Gemini 3.1	3	3	3	3	3	3	3	3	3	3	3
	Claude (thinking)	3	3	3	3	3	3	3	3	3	3	3
8	Claude	1	2	2	2	2	2	3	2	2	2	3
	GPT	1	0	0	7	0	0	0	8	8	0	0
	Gemini 2.5	1	1	1	1	1	1	1	1	1	1	1
	Gemini 3.1	1	1	1	1	1	1	1	1	1	1	1
	Claude (thinking)	1	5	4	2	3	1	1	1	4	1	4
9	Claude	1	2	2	3	2	2	2	2	2	2	2
	GPT	1	4	2	1	2	2	1	2	2	2	2
	Gemini 2.5	1	1	1	1	1	1	1	1	1	1	1
	Gemini 3.1	1	1	1	1	1	1	1	1	1	1	1
	Claude (thinking)	1	0	1	0	3	1	1	0	0	0	2
10	Claude	2	4	4	4	4	4	4	4	4	4	4
	GPT	2	11	10	2	0	8	2	10	10	10	2
	Gemini 2.5	2	2	2	2	2	2	2	2	2	2	2
	Gemini 3.1	2	2	3	3	3	2	3	2	2	2	3
	Claude (thinking)	2	3	3	3	2	3	3	3	3	2	4
11	Claude	4	3	4	3	3	3	3	4	3	3	3
	GPT	4	3	4	6	6	4	6	4	4	4	4
	Gemini 2.5	4	4	4	5	5	5	4	—	5	5	4
	Gemini 3.1	4	4	4	3	3	4	3	4	4	4	4
	Claude (thinking)	4	2	5	6	4	3	3	3	3	3	6
12	Claude	2	3	3	3	3	3	3	3	3	3	3
	GPT	2	0	0	8	1	0	0	0	0	0	1
	Gemini 2.5	2	2	2	2	2	2	2	2	2	2	2
	Gemini 3.1	2	2	2	2	2	2	2	2	2	2	2
	Claude (thinking)	2	3	2	2	2	3	2	3	2	2	3
13	Claude	1	2	2	2	2	2	2	2	2	2	2
	GPT	1	2	2	2	2	2	2	2	2	2	3
	Gemini 2.5	1	1	1	1	1	1	1	1	1	1	1
	Gemini 3.1	1	1	1	1	1	1	1	1	1	1	1
	Claude (thinking)	1	1	1	1	1	1	1	1	1	1	1
14	Claude	12	16	15	15	14	17	15	16	13	16	16
	GPT	12	7	11	12	10	6	11	10	10	11	12
	Gemini 2.5	12	12	12	12	12	12	12	12	12	12	12
	Gemini 3.1	12	12	12	12	11	12	12	11	12	11	12
	Claude (thinking)	12	16	16	14	17	15	16	18	14	18	18
15	Claude	4	5	5	5	5	5	5	4	4	5	5
	GPT	4	4	4	5	4	3	4	3	4	4	3
	Gemini 2.5	4	4	4	3	4	4	4	3	4	4	3
	Gemini 3.1	4	4	4	4	4	4	4	4	4	4	4
	Claude (thinking)	4	4	5	4	5	5	4	4	4	5	5
16	Claude	5	5	5	5	5	5	5	5	5	5	5
	GPT	5	8	4	4	4	4	6	7	6	7	5
	Gemini 2.5	5	5	4	4	4	4	4	4	5	4	4
	Gemini 3.1	5	4	4	4	4	4	4	4	4	4	4
	Claude (thinking)	5	5	4	4	5	4	6	5	5	5	5
17	Claude	3	3	4	4	5	4	5	4	4	4	4
	GPT	3	3	5	5	2	4	4	3	3	4	2
	Gemini 2.5	3	3	3	3	3	3	4	3	3	3	3
	Gemini 3.1	3	3	3	3	3	3	3	3	3	3	3
	Claude (thinking)	3	5	3	3	3	3	5	3	6	4	5
18	Claude	1	1	2	2	2	2	1	2	2	2	2
	GPT	1	2	0	1	0	0	2	1	2	2	1
	Gemini 2.5	1	1	1	1	1	1	1	1	1	1	1
	Gemini 3.1	1	1	1	1	1	1	1	1	1	1	1
	Claude (thinking)	1	1	1	1	1	1	1	1	1	1	1
19	Claude	5	5	5	5	5	5	5	5	5	5	5
	GPT	5	4	6	6	4	5	4	6	4	5	4
	Gemini 2.5	5	5	5	5	5	5	5	5	5	5	5
	Gemini 3.1	5	4	4	4	4	4	4	4	4	4	4
	Claude (thinking)	5	5	5	4	5	4	4	4	5	4	4
20	Claude	4	6	6	6	6	6	6	6	6	6	6
	GPT	4	4	4	6	5	6	5	5	5	5	4
	Gemini 2.5	4	4	4	4	4	4	4	4	4	4	4
	Gemini 3.1	4	4	4	4	3	4	4	3	3	4	4
	Claude (thinking)	4	5	5	5	4	6	4	4	5	5	4
21	Claude	4	4	4	4	4	4	4	4	4	4	4
	GPT	4	0	4	9	4	0	0	4	4	0	4
	Gemini 2.5	4	4	4	4	4	4	4	4	4	4	4
	Gemini 3.1	4	4	4	4	4	4	4	4	4	4	4
	Claude (thinking)	4	4	5	4	5	4	4	4	5	5	5
22	Claude	5	6	6	6	5	7	6	5	6	6	7
	GPT	5	9	4	10	0	4	6	6	7	6	5
	Gemini 2.5	5	5	5	5	5	5	5	5	5	5	5
	Gemini 3.1	5	4	4	4	4	5	5	5	4	4	4
	Claude (thinking)	5	6	4	5	5	6	4	6	5	8	5
23	Claude	6	5	5	5	5	5	6	5	6	6	5
	GPT	6	11	0	11	4	11	6	6	6	7	6
	Gemini 2.5	6	6	6	6	6	6	6	6	6	6	6
	Gemini 3.1	6	5	5	5	4	5	5	5	5	5	5
	Claude (thinking)	6	6	6	7	6	6	6	6	6	6	7
24	Claude	6	7	6	6	7	7	7	8	7	7	6
	GPT	6	6	4	7	4	4	4	4	4	4	4
	Gemini 2.5	6	6	6	6	6	6	6	6	6	6	6
	Gemini 3.1	6	5	5	5	5	5	6	5	6	5	5
	Claude (thinking)	6	6	6	6	7	6	7	8	7	6	5
25	Claude	2	2	3	2	2	2	2	2	2	2	2
	GPT	2	3	3	4	2	3	3	3	3	3	2
	Gemini 2.5	2	2	2	2	2	2	2	2	2	2	2
	Gemini 3.1	2	2	2	2	2	2	2	2	2	2	2
	Claude (thinking)	2	2	2	2	2	2	2	2	2	1	2
26	Claude	18	22	21	22	20	20	21	19	21	22	19
	GPT	18	16	19	9	8	16	17	18	10	15	17
	Gemini 2.5	18	18	18	18	18	18	18	18	18	18	18
	Gemini 3.1	18	18	18	18	17	16	18	18	17	18	18
	Claude (thinking)	18	19	18	19	19	23	15	18	22	22	16
27	Claude	2	4	3	3	3	4	3	—	4	3	3
	GPT	2	7	10	2	10	0	0	0	0	4	10
	Gemini 2.5	2	3	3	3	3	—	3	3	3	3	—
	Gemini 3.1	2	3	3	3	3	3	3	3	3	3	3
	Claude (thinking)	2	4	5	4	3	4	5	4	5	4	4
28	Claude	12	13	15	15	14	17	14	17	14	14	15
	GPT	12	8	8	8	8	8	8	8	8	8	10
	Gemini 2.5	12	12	12	12	12	12	12	12	12	12	12
	Gemini 3.1	12	11	12	11	12	12	12	11	11	11	12
	Claude (thinking)	12	13	13	18	11	15	14	15	16	14	15
29	Claude	13	13	13	13	13	13	14	13	13	13	13
	GPT	13	12	11	9	10	11	11	10	10	10	10
	Gemini 2.5	13	13	13	13	13	13	13	13	13	13	13
	Gemini 3.1	13	13	13	13	13	13	13	13	13	13	13
	Claude (thinking)	13	13	13	13	13	13	13	11	13	13	13
30	Claude	13	12	12	13	13	—	12	13	13	12	—
	GPT	13	10	8	9	9	9	10	10	8	11	10
	Gemini 2.5	13	13	13	13	13	13	13	13	13	13	13
	Gemini 3.1	13	13	12	13	13	13	13	11	13	13	11
	Claude (thinking)	13	13	12	12	11	13	12	12	14	13	13
31	Claude	9	10	10	10	11	10	10	10	8	10	10
	GPT	9	8	0	8	9	8	8	6	0	0	0
	Gemini 2.5	9	9	9	9	9	9	9	9	9	9	9
	Gemini 3.1	9	10	8	10	8	8	8	10	9	8	8
	Claude (thinking)	9	10	10	11	10	9	10	9	10	10	9
32	Claude	1	1	1	1	1	1	1	1	1	1	1
	GPT	1	6	0	0	0	0	7	0	0	0	0
	Gemini 2.5	1	1	1	1	1	1	1	1	1	1	1
	Gemini 3.1	1	1	1	1	1	1	1	1	1	1	1
	Claude (thinking)	1	1	2	1	1	1	1	1	1	1	1
33	Claude	3	4	4	4	4	3	4	4	4	4	4
	GPT	3	4	4	4	4	0	0	0	0	4	4
	Gemini 2.5	3	2	3	3	3	2	2	2	3	3	3
	Gemini 3.1	3	3	3	2	2	3	3	3	2	3	3
	Claude (thinking)	3	4	3	3	4	4	5	5	4	4	4
34	Claude	4	4	4	4	4	4	4	4	4	4	4
	GPT	4	4	6	4	5	4	6	4	6	5	4
	Gemini 2.5	4	4	3	4	4	4	3	4	4	4	4
	Gemini 3.1	4	4	4	4	4	4	4	4	4	4	4
	Claude (thinking)	4	4	3	4	6	3	4	4	4	4	4
35	Claude	13	13	15	15	15	15	15	15	15	15	15
	GPT	13	11	15	14	12	8	13	13	13	12	13
	Gemini 2.5	13	13	14	13	13	14	13	13	13	14	13
	Gemini 3.1	13	13	13	13	13	13	13	13	13	13	13
	Claude (thinking)	13	13	14	13	14	12	12	14	17	13	13
36	Claude	4	7	6	6	7	7	6	6	8	8	6
	GPT	4	7	8	7	7	7	6	7	8	7	7
	Gemini 2.5	4	4	4	4	4	4	3	4	3	3	4
	Gemini 3.1	4	3	3	3	4	3	3	3	3	3	4
	Claude (thinking)	4	5	8	6	6	8	8	8	8	8	4
37	Claude	2	3	3	4	4	4	4	4	4	4	4
	GPT	2	0	10	0	0	0	0	0	0	10	9
	Gemini 2.5	2	2	2	2	2	2	2	2	2	2	2
	Gemini 3.1	2	2	2	2	2	2	2	2	2	2	2
	Claude (thinking)	2	2	0	0	0	0	3	4	0	4	0
38	Claude	14	13	15	15	13	13	15	15	15	14	13
	GPT	14	15	10	11	14	9	9	9	12	10	11
	Gemini 2.5	14	14	14	14	14	14	14	14	14	14	14
	Gemini 3.1	14	12	13	14	12	12	14	14	14	14	14
	Claude (thinking)	14	12	16	15	11	12	14	14	15	14	13
39	Claude	1	1	1	1	1	1	1	1	1	1	1
	GPT	1	4	4	0	5	0	5	0	5	5	0
	Gemini 2.5	1	1	1	1	1	1	1	1	1	1	1
	Gemini 3.1	1	1	1	1	1	1	1	1	1	1	1
	Claude (thinking)	1	1	1	1	1	1	1	1	1	1	1

Q19: Bracket total

Naive (no expert guidance)

Page	Model	GT	r1	r2	r3	r4	r5	r6	r7	r8	r9	r10
1	Claude	5	6	5	5	5	5	5	4	5	6	4
	GPT	5	4	3	4	3	4	4	4	3	3	4
	Gemini 2.5	5	4	4	4	4	3	4	4	3	3	4
	Gemini 3.1	5	5	5	5	4	5	4	5	5	5	5
	Claude (thinking)	5	5	4	3	5	4	4	5	4	6	5
2	Claude	4	5	5	5	5	5	5	5	5	5	5
	GPT	4	2	2	3	2	2	2	3	2	2	2
	Gemini 2.5	4	3	3	3	3	3	3	3	3	3	3
	Gemini 3.1	4	5	5	5	5	5	4	5	5	5	5
	Claude (thinking)	4	4	4	5	5	3	4	4	4	4	4
3	Claude	1	1	1	1	1	1	1	1	1	1	1
	GPT	1	2	1	2	2	2	2	2	2	2	2
	Gemini 2.5	1	1	1	1	1	1	1	1	1	1	1
	Gemini 3.1	1	1	1	1	1	1	1	1	1	1	1
	Claude (thinking)	1	1	1	1	1	1	1	1	1	1	1
4	Claude	0	4	4	4	4	4	4	4	4	4	4
	GPT	0	0	0	0	0	0	0	0	0	0	0
	Gemini 2.5	0	2	4	3	2	3	4	3	3	3	5
	Gemini 3.1	0	3	1	1	1	3	1	3	3	3	3
	Claude (thinking)	0	3	2	4	3	3	3	3	5	2	2
5	Claude	0	0	0	0	0	0	0	0	0	0	0
	GPT	0	0	0	0	0	0	0	0	0	0	0
	Gemini 2.5	0	2	1	1	1	2	1	2	2	2	1
	Gemini 3.1	0	0	0	0	0	0	0	0	0	0	0
	Claude (thinking)	0	0	0	0	0	2	1	0	0	0	0
6	Claude	4	5	5	5	5	5	4	5	5	5	5
	GPT	4	3	4	4	4	4	4	4	3	5	4
	Gemini 2.5	4	4	4	4	3	4	4	4	4	3	3
	Gemini 3.1	4	4	4	4	4	4	5	4	4	4	4
	Claude (thinking)	4	5	6	8	5	5	5	6	6	7	6
7	Claude	2	2	2	2	2	2	2	2	2	2	2
	GPT	2	2	2	2	2	2	2	2	2	2	2
	Gemini 2.5	2	2	2	2	2	2	2	2	2	2	2
	Gemini 3.1	2	2	2	2	2	2	2	2	2	2	2
	Claude (thinking)	2	2	2	2	2	2	2	2	2	2	2
8	Claude	6	8	10	10	8	10	8	10	8	10	10
	GPT	6	4	4	4	4	4	4	4	4	4	4
	Gemini 2.5	6	7	6	7	6	12	6	6	7	9	12
	Gemini 3.1	6	6	6	8	8	8	8	6	8	8	6
	Claude (thinking)	6	9	8	10	8	8	8	8	12	9	9
9	Claude	2	4	3	4	3	4	3	4	4	3	3
	GPT	2	2	2	2	2	2	2	2	2	2	2
	Gemini 2.5	2	2	2	2	2	2	2	2	2	2	2
	Gemini 3.1	2	2	2	2	2	2	2	2	2	2	2
	Claude (thinking)	2	3	2	4	2	3	4	3	3	2	3
10	Claude	10	12	12	12	12	12	12	12	12	12	12
	GPT	10	6	8	7	8	8	6	8	8	8	7
	Gemini 2.5	10	10	9	9	10	10	10	10	10	9	11
	Gemini 3.1	10	11	11	11	11	11	10	10	11	11	11
	Claude (thinking)	10	11	11	14	16	14	12	12	11	12	10
11	Claude	11	10	8	10	8	10	10	10	10	10	10
	GPT	11	10	10	10	10	10	10	10	10	12	10
	Gemini 2.5	11	11	12	11	11	11	11	11	11	11	12
	Gemini 3.1	11	9	9	9	9	10	9	9	10	9	9
	Claude (thinking)	11	8	8	8	8	8	8	8	10	8	8
12	Claude	6	6	6	7	6	7	7	6	6	7	7
	GPT	6	6	7	6	6	6	6	5	6	7	7
	Gemini 2.5	6	6	6	6	6	6	6	6	6	6	6
	Gemini 3.1	6	5	5	5	6	6	6	5	5	5	6
	Claude (thinking)	6	6	6	7	7	7	7	6	7	5	7
13	Claude	1	1	1	1	1	1	1	1	1	1	1
	GPT	1	1	1	1	1	1	1	1	1	1	1
	Gemini 2.5	1	2	1	2	2	1	1	1	2	2	1
	Gemini 3.1	1	1	1	1	1	1	1	1	1	1	1
	Claude (thinking)	1	1	1	1	1	1	1	1	1	1	1
14	Claude	0	0	0	0	0	0	0	0	0	0	0
	GPT	0	0	0	0	0	0	0	0	0	0	0
	Gemini 2.5	0	2	5	3	2	2	1	5	1	5	1
	Gemini 3.1	0	1	1	1	1	1	1	2	2	1	1
	Claude (thinking)	0	0	0	0	0	0	0	0	0	0	0
15	Claude	0	0	0	0	0	0	0	0	0	0	0
	GPT	0	0	0	0	0	0	0	0	0	0	0
	Gemini 2.5	0	0	0	0	0	0	1	0	1	0	1
	Gemini 3.1	0	0	0	0	0	0	0	0	0	0	0
	Claude (thinking)	0	0	0	0	0	0	0	0	0	0	0
16	Claude	3	5	5	5	4	5	5	5	5	4	4
	GPT	3	4	3	3	4	3	3	3	4	3	3
	Gemini 2.5	3	3	5	3	5	3	3	3	5	3	3
	Gemini 3.1	3	3	3	3	3	3	3	3	3	3	3
	Claude (thinking)	3	5	4	3	5	5	7	3	4	3	3
17	Claude	1	2	2	2	2	2	2	2	2	2	2
	GPT	1	1	1	1	1	1	1	1	1	1	1
	Gemini 2.5	1	1	1	1	1	2	1	2	1	1	1
	Gemini 3.1	1	1	1	1	1	1	1	1	1	1	1
	Claude (thinking)	1	2	1	2	1	2	2	2	2	2	1
18	Claude	2	2	2	2	2	2	2	2	2	2	2
	GPT	2	2	2	2	2	1	2	2	1	2	2
	Gemini 2.5	2	2	2	2	2	2	2	2	2	2	2
	Gemini 3.1	2	2	2	2	2	2	2	2	2	2	2
	Claude (thinking)	2	2	2	2	2	2	2	2	2	2	2
19	Claude	3	6	6	6	6	6	6	6	6	6	6
	GPT	3	3	3	3	3	3	3	3	3	3	3
	Gemini 2.5	3	4	4	4	2	4	2	4	4	4	2
	Gemini 3.1	3	3	3	3	3	3	3	3	3	3	3
	Claude (thinking)	3	4	6	5	5	6	6	6	5	5	6
20	Claude	5	6	6	7	6	6	6	6	6	6	6
	GPT	5	4	4	5	4	4	4	4	5	4	4
	Gemini 2.5	5	5	5	5	5	5	5	5	5	5	5
	Gemini 3.1	5	5	5	5	5	5	5	5	5	5	5
	Claude (thinking)	5	4	5	5	6	5	6	5	5	5	6
21	Claude	6	6	6	6	6	6	6	6	6	6	6
	GPT	6	6	5	6	6	6	6	6	6	6	6
	Gemini 2.5	6	6	6	6	6	6	6	6	6	6	6
	Gemini 3.1	6	6	6	6	6	6	6	6	6	6	6
	Claude (thinking)	6	7	7	7	7	6	7	6	6	6	7
22	Claude	2	4	4	4	4	4	4	4	4	4	4
	GPT	2	2	2	2	2	2	2	2	2	2	2
	Gemini 2.5	2	5	3	4	4	5	4	5	5	3	3
	Gemini 3.1	2	2	2	2	2	2	2	2	2	2	2
	Claude (thinking)	2	6	5	6	5	6	6	5	6	6	5
23	Claude	6	8	8	8	8	8	8	8	8	8	8
	GPT	6	6	4	4	4	4	6	6	4	6	4
	Gemini 2.5	6	8	9	9	7	8	9	7	7	7	8
	Gemini 3.1	6	5	5	5	5	5	5	5	5	5	5
	Claude (thinking)	6	8	9	7	7	10	8	10	8	8	8
24	Claude	4	6	6	6	6	6	6	6	6	6	6
	GPT	4	2	2	2	2	3	2	2	2	2	2
	Gemini 2.5	4	3	3	3	3	3	3	4	3	3	3
	Gemini 3.1	4	4	4	4	4	4	4	4	4	4	4
	Claude (thinking)	4	6	5	6	6	6	5	5	6	6	6
25	Claude	2	4	3	3	3	3	4	3	3	3	3
	GPT	2	2	2	2	2	2	2	2	2	2	2
	Gemini 2.5	2	2	2	2	2	2	1	1	2	2	2
	Gemini 3.1	2	2	2	2	2	2	2	2	2	2	2
	Claude (thinking)	2	7	3	2	3	2	3	3	7	7	2
26	Claude	1	2	2	2	2	2	2	2	2	2	2
	GPT	1	1	1	1	1	2	1	0	1	1	1
	Gemini 2.5	1	2	2	2	2	2	2	2	2	2	2
	Gemini 3.1	1	2	2	1	1	1	1	1	2	2	1
	Claude (thinking)	1	2	2	2	2	2	2	2	2	2	2
27	Claude	7	10	8	10	8	8	8	8	8	8	8
	GPT	7	4	6	6	6	6	6	6	6	6	6
	Gemini 2.5	7	6	7	7	7	6	7	6	7	7	6
	Gemini 3.1	7	7	7	7	7	7	7	7	7	7	7
	Claude (thinking)	7	9	10	9	10	9	11	12	10	9	10
28	Claude	1	4	4	4	4	4	4	4	4	4	4
	GPT	1	1	1	1	1	1	1	1	1	1	1
	Gemini 2.5	1	2	1	1	2	2	1	1	2	1	1
	Gemini 3.1	1	3	3	3	3	3	3	1	3	3	1
	Claude (thinking)	1	3	4	4	2	3	4	2	4	4	4
29	Claude	0	0	0	0	0	0	0	0	0	0	0
	GPT	0	0	0	0	0	0	0	0	0	0	0
	Gemini 2.5	0	1	0	1	0	0	1	1	1	0	0
	Gemini 3.1	0	0	0	0	0	0	0	0	0	0	0
	Claude (thinking)	0	0	0	0	0	0	0	0	0	0	0
30	Claude	3	3	4	4	4	3	3	4	4	4	4
	GPT	3	3	3	3	3	3	3	3	3	3	3
	Gemini 2.5	3	3	3	3	3	3	3	3	3	3	3
	Gemini 3.1	3	3	3	3	3	3	3	3	3	3	3
	Claude (thinking)	3	3	3	3	3	3	3	3	3	3	3
31	Claude	4	4	4	4	4	4	4	6	4	4	4
	GPT	4	4	4	4	6	4	4	2	4	4	4
	Gemini 2.5	4	4	4	4	4	4	4	4	4	4	4
	Gemini 3.1	4	4	4	4	4	4	4	4	4	4	4
	Claude (thinking)	4	4	5	5	4	4	5	4	4	4	4
32	Claude	2	4	4	4	4	4	4	4	4	4	4
	GPT	2	2	2	2	2	2	2	2	2	2	2
	Gemini 2.5	2	2	2	2	2	2	2	2	2	2	2
	Gemini 3.1	2	2	2	2	2	4	2	4	2	2	2
	Claude (thinking)	2	2	4	4	2	4	2	4	3	2	4
33	Claude	3	6	6	6	6	6	5	6	6	5	6
	GPT	3	3	3	3	3	3	2	3	2	3	3
	Gemini 2.5	3	5	5	5	2	5	5	5	4	2	4
	Gemini 3.1	3	3	3	3	3	3	3	3	3	3	3
	Claude (thinking)	3	5	6	6	6	6	5	7	5	5	5
34	Claude	6	6	6	6	7	6	6	6	7	7	6
	GPT	6	4	4	4	3	4	5	4	3	4	3
	Gemini 2.5	6	8	8	7	8	8	8	8	8	8	8
	Gemini 3.1	6	6	6	6	6	6	6	6	6	6	6
	Claude (thinking)	6	7	8	7	7	8	7	7	8	7	7
35	Claude	2	3	3	3	3	3	3	3	3	3	4
	GPT	2	0	1	0	0	0	1	1	1	0	2
	Gemini 2.5	2	2	3	2	3	3	2	2	2	3	3
	Gemini 3.1	2	2	2	2	2	2	2	2	2	2	2
	Claude (thinking)	2	3	2	3	2	2	2	3	3	2	2
36	Claude	8	10	10	10	8	8	10	8	8	10	8
	GPT	8	6	6	6	6	6	6	6	6	4	6
	Gemini 2.5	8	14	14	14	14	14	15	14	10	10	12
	Gemini 3.1	8	8	8	8	8	8	8	8	8	8	8
	Claude (thinking)	8	10	12	10	12	12	12	9	10	10	12
37	Claude	13	18	14	14	18	14	14	18	14	14	14
	GPT	13	10	10	10	10	12	10	10	10	10	10
	Gemini 2.5	13	14	14	13	14	14	14	13	13	13	13
	Gemini 3.1	13	14	14	14	14	14	14	14	14	11	14
	Claude (thinking)	13	16	12	12	18	14	14	12	13	14	14
38	Claude	7	10	8	10	10	10	10	10	10	8	10
	GPT	7	7	6	6	6	7	5	6	6	7	6
	Gemini 2.5	7	7	7	7	7	7	7	7	7	7	7
	Gemini 3.1	7	6	6	6	6	5	6	6	6	6	6
	Claude (thinking)	7	7	8	8	8	9	11	7	7	8	6
39	Claude	1	2	2	2	2	2	2	2	2	2	2
	GPT	1	1	1	1	1	1	1	1	1	1	1
	Gemini 2.5	1	1	1	1	1	1	1	1	1	1	1
	Gemini 3.1	1	1	1	1	1	1	1	1	1	1	1
	Claude (thinking)	1	2	1	1	1	2	1	1	2	1	1

Guided (with expert guidance)

Page	Model	GT	r1	r2	r3	r4	r5	r6	r7	r8	r9	r10
1	Claude	5	6	6	6	7	6	6	6	6	6	6
	GPT	5	4	4	4	3	3	3	3	4	4	3
	Gemini 2.5	5	4	4	4	4	4	4	4	4	4	4
	Gemini 3.1	5	5	5	5	5	5	5	5	5	5	5
	Claude (thinking)	5	5	6	4	5	5	5	5	5	5	5
2	Claude	4	5	6	5	5	5	5	6	—	5	6
	GPT	4	4	4	3	4	4	4	4	4	4	5
	Gemini 2.5	4	8	4	8	4	5	5	4	8	5	8
	Gemini 3.1	4	4	4	5	4	4	4	4	4	4	4
	Claude (thinking)	4	4	5	5	5	4	5	5	5	5	4
3	Claude	1	1	1	1	1	1	1	1	1	1	1
	GPT	1	1	2	2	2	1	2	2	1	2	2
	Gemini 2.5	1	1	1	1	1	1	1	1	1	1	1
	Gemini 3.1	1	1	1	1	1	1	1	1	1	1	1
	Claude (thinking)	1	1	1	1	1	1	1	1	1	1	1
4	Claude	0	2	2	2	2	2	2	2	2	2	2
	GPT	0	0	0	0	0	0	0	0	0	0	0
	Gemini 2.5	0	4	6	5	4	4	5	4	6	5	5
	Gemini 3.1	0	3	0	0	3	3	3	3	0	3	0
	Claude (thinking)	0	2	3	3	4	3	3	3	3	0	0
5	Claude	0	0	0	0	0	0	0	0	0	0	0
	GPT	0	0	0	0	0	0	0	0	0	0	0
	Gemini 2.5	0	9	9	9	7	9	5	3	3	9	9
	Gemini 3.1	0	0	0	0	0	0	0	0	0	0	0
	Claude (thinking)	0	0	0	0	0	0	0	0	0	0	0
6	Claude	4	6	6	6	6	5	6	6	6	6	6
	GPT	4	4	4	4	4	4	5	5	4	5	5
	Gemini 2.5	4	5	5	6	7	6	6	6	6	5	5
	Gemini 3.1	4	5	5	5	5	4	5	5	5	5	5
	Claude (thinking)	4	7	6	6	8	8	4	8	6	6	6
7	Claude	2	2	2	2	2	3	2	2	2	2	2
	GPT	2	2	2	2	2	2	2	2	2	2	2
	Gemini 2.5	2	2	2	2	2	2	2	2	2	2	2
	Gemini 3.1	2	2	2	2	2	2	2	2	2	2	2
	Claude (thinking)	2	2	2	2	2	2	2	2	2	2	2
8	Claude	6	10	10	10	10	10	10	10	10	10	10
	GPT	6	6	6	4	5	6	6	4	4	6	6
	Gemini 2.5	6	9	10	7	9	7	9	7	10	5	9
	Gemini 3.1	6	5	6	5	6	6	6	6	6	6	5
	Claude (thinking)	6	10	10	11	8	9	6	8	8	8	9
9	Claude	2	3	3	3	3	3	3	3	3	3	3
	GPT	2	3	3	2	3	2	2	2	2	3	3
	Gemini 2.5	2	2	2	2	2	2	2	2	2	2	2
	Gemini 3.1	2	2	2	2	2	2	2	2	2	2	2
	Claude (thinking)	2	3	4	3	3	3	2	4	3	4	2
10	Claude	10	14	14	12	12	14	14	14	14	14	12
	GPT	10	9	10	9	9	9	8	10	8	10	8
	Gemini 2.5	10	10	10	9	10	9	9	9	10	9	9
	Gemini 3.1	10	9	10	10	10	9	10	9	9	9	10
	Claude (thinking)	10	14	13	14	10	12	12	11	12	12	10
11	Claude	11	10	10	10	10	10	8	10	10	10	10
	GPT	11	10	10	10	10	11	11	10	11	10	10
	Gemini 2.5	11	14	14	11	11	11	11	—	11	11	11
	Gemini 3.1	11	11	10	10	10	10	10	10	11	11	10
	Claude (thinking)	11	8	7	8	8	8	8	8	7	8	10
12	Claude	6	7	6	7	6	7	7	7	7	7	7
	GPT	6	7	7	7	7	7	6	8	6	6	6
	Gemini 2.5	6	6	6	6	6	6	6	6	6	6	6
	Gemini 3.1	6	6	6	6	6	6	6	6	6	6	6
	Claude (thinking)	6	5	6	6	9	8	8	5	5	5	8
13	Claude	1	1	1	1	1	1	1	1	1	1	1
	GPT	1	1	1	1	1	1	1	1	1	1	1
	Gemini 2.5	1	1	1	1	1	1	1	1	1	1	1
	Gemini 3.1	1	1	1	1	1	1	1	1	1	1	1
	Claude (thinking)	1	1	1	1	1	1	1	1	1	1	1
14	Claude	0	0	0	0	0	0	0	0	0	0	0
	GPT	0	0	0	0	0	0	0	0	0	0	0
	Gemini 2.5	0	5	5	5	1	3	5	6	1	1	6
	Gemini 3.1	0	1	1	1	1	1	1	1	1	1	1
	Claude (thinking)	0	0	0	0	0	0	0	0	0	0	0
15	Claude	0	0	0	0	0	0	0	0	0	0	0
	GPT	0	0	0	0	0	0	0	0	0	0	0
	Gemini 2.5	0	1	0	1	1	1	0	1	1	1	1
	Gemini 3.1	0	0	0	0	0	0	0	0	0	0	0
	Claude (thinking)	0	0	0	0	0	0	0	0	0	0	0
16	Claude	3	4	4	4	4	4	4	4	4	4	4
	GPT	3	4	4	4	4	4	4	5	4	4	4
	Gemini 2.5	3	5	6	5	5	5	6	6	5	5	5
	Gemini 3.1	3	3	3	3	3	3	3	3	3	3	3
	Claude (thinking)	3	4	4	3	4	3	5	4	4	3	3
17	Claude	1	2	2	2	2	2	2	2	2	2	2
	GPT	1	1	1	1	1	1	1	1	1	1	1
	Gemini 2.5	1	2	2	2	2	2	2	2	2	2	2
	Gemini 3.1	1	2	1	1	1	1	1	1	1	1	2
	Claude (thinking)	1	1	1	2	2	2	2	2	2	1	2
18	Claude	2	2	2	2	2	2	2	2	2	2	2
	GPT	2	2	2	2	1	2	2	1	2	1	2
	Gemini 2.5	2	3	3	3	3	3	3	3	3	3	3
	Gemini 3.1	2	2	2	2	2	2	2	2	2	2	2
	Claude (thinking)	2	2	2	2	2	2	2	2	2	2	2
19	Claude	3	6	6	6	6	6	5	5	6	6	6
	GPT	3	3	4	4	3	3	3	3	3	3	4
	Gemini 2.5	3	4	4	3	4	4	3	4	4	4	3
	Gemini 3.1	3	3	3	3	3	3	3	3	3	3	3
	Claude (thinking)	3	5	5	6	4	4	6	5	5	6	6
20	Claude	5	6	6	6	6	6	6	6	6	6	6
	GPT	5	5	4	4	4	4	5	4	4	4	4
	Gemini 2.5	5	4	5	5	5	4	6	6	5	4	4
	Gemini 3.1	5	5	5	5	5	5	5	5	5	5	5
	Claude (thinking)	5	4	5	4	5	5	4	6	5	5	4
21	Claude	6	8	8	8	8	8	8	8	7	8	8
	GPT	6	6	6	6	6	6	6	5	6	6	7
	Gemini 2.5	6	7	6	6	6	8	8	7	7	7	8
	Gemini 3.1	6	6	6	5	6	6	6	6	6	6	6
	Claude (thinking)	6	5	5	6	7	6	8	6	6	6	7
22	Claude	2	4	4	4	4	4	4	4	4	4	4
	GPT	2	2	2	3	2	2	2	2	2	2	2
	Gemini 2.5	2	4	2	4	3	3	3	2	3	4	3
	Gemini 3.1	2	2	2	2	2	2	2	2	2	2	2
	Claude (thinking)	2	5	2	4	6	4	4	4	5	4	4
23	Claude	6	8	8	7	7	7	7	7	7	7	7
	GPT	6	4	4	4	4	6	4	6	6	4	6
	Gemini 2.5	6	9	8	8	9	8	8	8	8	9	9
	Gemini 3.1	6	5	6	6	5	6	5	6	5	6	6
	Claude (thinking)	6	9	6	8	8	8	10	8	10	6	9
24	Claude	4	6	6	6	6	6	6	6	6	6	6
	GPT	4	3	2	2	2	2	2	2	2	2	2
	Gemini 2.5	4	4	5	5	5	5	5	4	5	4	5
	Gemini 3.1	4	4	4	4	4	4	4	4	4	4	4
	Claude (thinking)	4	5	5	5	4	6	4	6	5	4	5
25	Claude	2	3	3	3	3	3	3	3	3	3	3
	GPT	2	2	2	2	2	2	2	3	2	2	2
	Gemini 2.5	2	3	2	3	2	2	3	3	3	3	2
	Gemini 3.1	2	2	2	2	2	2	2	2	2	2	2
	Claude (thinking)	2	2	3	2	2	2	2	2	2	2	3
26	Claude	1	2	2	1	2	2	1	1	1	2	1
	GPT	1	1	1	1	2	2	1	1	2	1	2
	Gemini 2.5	1	2	3	3	2	5	3	2	2	2	2
	Gemini 3.1	1	1	1	2	2	3	2	1	2	1	2
	Claude (thinking)	1	1	2	2	1	2	1	1	1	2	1
27	Claude	7	10	10	10	10	10	10	—	10	10	10
	GPT	7	7	7	6	7	7	7	9	8	6	6
	Gemini 2.5	7	10	9	8	10	—	8	9	10	9	—
	Gemini 3.1	7	7	7	7	7	7	7	7	7	7	7
	Claude (thinking)	7	9	12	8	8	10	8	10	8	9	9
28	Claude	1	2	2	2	2	2	2	2	2	2	2
	GPT	1	1	1	1	1	1	1	1	1	1	1
	Gemini 2.5	1	1	1	1	2	1	1	1	1	2	1
	Gemini 3.1	1	2	1	2	3	3	3	2	2	2	1
	Claude (thinking)	1	4	2	2	3	2	2	2	2	2	2
29	Claude	0	0	0	0	0	0	0	0	0	0	0
	GPT	0	0	0	0	0	0	0	0	0	0	10
	Gemini 2.5	0	0	0	0	0	0	0	0	0	0	0
	Gemini 3.1	0	0	0	0	0	0	0	0	0	0	0
	Claude (thinking)	0	0	0	0	0	0	0	0	0	0	0
30	Claude	3	4	4	3	4	—	4	3	3	3	—
	GPT	3	3	3	3	4	3	4	3	3	4	3
	Gemini 2.5	3	3	3	3	3	3	3	3	3	3	3
	Gemini 3.1	3	3	3	3	3	3	3	3	3	3	3
	Claude (thinking)	3	3	3	3	3	3	3	3	3	3	3
31	Claude	4	6	6	4	6	6	6	4	6	6	6
	GPT	4	4	4	4	4	4	4	4	4	4	4
	Gemini 2.5	4	4	4	4	4	4	4	4	4	4	4
	Gemini 3.1	4	4	4	4	4	4	4	4	4	4	4
	Claude (thinking)	4	4	4	5	4	5	5	4	4	4	4
32	Claude	2	4	4	4	4	4	4	4	4	4	4
	GPT	2	2	2	2	2	2	2	2	2	2	2
	Gemini 2.5	2	2	2	3	2	3	2	2	2	2	3
	Gemini 3.1	2	2	2	2	2	2	2	2	2	2	2
	Claude (thinking)	2	2	2	2	2	2	2	3	2	2	2
33	Claude	3	6	6	6	6	5	6	6	6	6	6
	GPT	3	4	3	3	3	4	3	4	4	4	3
	Gemini 2.5	3	5	3	5	5	5	5	5	3	5	5
	Gemini 3.1	3	3	3	3	3	3	3	3	3	3	3
	Claude (thinking)	3	6	5	5	6	5	6	6	6	5	6
34	Claude	6	8	7	8	7	8	8	8	8	8	8
	GPT	6	6	5	6	6	6	7	7	6	6	7
	Gemini 2.5	6	8	7	7	7	8	7	7	8	7	7
	Gemini 3.1	6	5	5	5	6	6	6	5	6	5	6
	Claude (thinking)	6	6	7	6	7	6	7	7	6	5	7
35	Claude	2	3	3	3	3	3	3	3	4	4	3
	GPT	2	1	1	0	1	1	1	1	1	1	1
	Gemini 2.5	2	3	3	3	3	3	3	3	3	3	3
	Gemini 3.1	2	2	2	2	2	2	2	2	2	2	2
	Claude (thinking)	2	2	3	3	2	2	2	2	4	2	2
36	Claude	8	10	10	10	8	8	8	8	8	10	10
	GPT	8	6	5	6	6	4	6	6	6	7	6
	Gemini 2.5	8	11	11	11	11	9	12	9	12	12	11
	Gemini 3.1	8	8	8	8	7	8	8	8	8	7	8
	Claude (thinking)	8	8	8	10	8	10	8	6	8	8	8
37	Claude	13	18	18	18	16	16	18	18	16	18	18
	GPT	13	11	10	10	10	0	10	10	10	10	10
	Gemini 2.5	13	14	14	14	14	13	13	14	13	14	13
	Gemini 3.1	13	12	12	12	12	12	12	13	12	12	11
	Claude (thinking)	13	12	16	18	14	14	14	16	16	14	13
38	Claude	7	12	12	12	12	10	12	12	12	12	12
	GPT	7	9	6	7	7	7	7	7	6	5	6
	Gemini 2.5	7	7	7	7	7	7	7	7	7	7	7
	Gemini 3.1	7	6	6	6	6	6	6	6	6	6	6
	Claude (thinking)	7	8	8	8	7	9	9	9	8	7	8
39	Claude	1	1	2	2	1	2	1	2	2	2	1
	GPT	1	1	1	1	1	1	1	1	1	1	1
	Gemini 2.5	1	1	1	1	1	1	1	1	1	1	1
	Gemini 3.1	1	1	1	1	1	1	1	1	1	1	1
	Claude (thinking)	1	1	1	1	1	1	1	1	1	1	1