Download analysis-summary-20261104.json from AfterQuery/CrossSearch: direct link, hf CLI and curl.
- Browser
- Download file 53.5 kB
-
https://huggingface.co/datasets/AfterQuery/CrossSearch/resolve/main/analysis-summary-20261104.json
- Command line
-
hf download hf://datasets/AfterQuery/CrossSearch/analysis-summary-20261104.json
-
curl -L -o analysis-summary-20261104.json https://huggingface.co/datasets/AfterQuery/CrossSearch/resolve/main/analysis-summary-20261104.json
53.5 kB
{
"task_count": 100,
"current_native_runs": 3300,
"current_uncapped_search_runs": 1350,
"retained_run_count": 4650,
"added_run_count": 1650,
"native_models": [
{
"id": "google/gemini-4-argon",
"name": "Gemini 4 Argon",
"lab": "Google",
"strict": 86.7,
"strict_ci": [
80.7,
92.3
],
"mean": 97.5,
"mean_ci": [
96.1,
98.7
],
"all3": 81,
"near80": 85.0,
"counts": [
7,
7,
5,
81
],
"hat3": 81.0,
"hat3_ci": [
73.0,
88.0
]
},
{
"id": "anthropic/claude-opus-5.5",
"name": "Opus 5.5",
"lab": "Anthropic",
"strict": 86.0,
"strict_ci": [
80.0,
91.3
],
"mean": 97.0,
"mean_ci": [
95.2,
98.4
],
"all3": 76,
"near80": 81.0,
"counts": [
6,
6,
12,
76
],
"hat3": 76.0,
"hat3_ci": [
67.0,
84.0
]
},
{
"id": "gpt-6-astra",
"name": "GPT-6 Astra",
"lab": "OpenAI",
"strict": 82.0,
"strict_ci": [
74.7,
88.7
],
"mean": 95.8,
"mean_ci": [
93.9,
97.5
],
"all3": 76,
"near80": 63.0,
"counts": [
13,
4,
7,
76
],
"hat3": 76.0,
"hat3_ci": [
67.0,
84.0
]
},
{
"id": "gpt-6.1-sol",
"name": "GPT-6.1 Sol",
"lab": "OpenAI",
"strict": 79.3,
"strict_ci": [
71.7,
86.3
],
"mean": 94.5,
"mean_ci": [
92.3,
96.5
],
"all3": 73,
"near80": 56.5,
"counts": [
14,
7,
6,
73
],
"hat3": 73.0,
"hat3_ci": [
64.0,
82.0
]
},
{
"id": "anthropic/claude-opus-5",
"name": "Opus 5",
"lab": "Anthropic",
"strict": 69.7,
"strict_ci": [
62.3,
77.0
],
"mean": 92.2,
"mean_ci": [
89.7,
94.5
],
"all3": 51,
"near80": 59.3,
"counts": [
17,
8,
24,
51
],
"hat3": 51.0,
"hat3_ci": [
41.0,
60.0
]
},
{
"id": "x-ai/grok-4.6",
"name": "Grok 4.6",
"lab": "xAI",
"strict": 69.0,
"strict_ci": [
61.3,
76.3
],
"mean": 91.5,
"mean_ci": [
88.7,
94.0
],
"all3": 54,
"near80": 57.0,
"counts": [
17,
13,
16,
54
],
"hat3": 54.0,
"hat3_ci": [
44.0,
64.0
]
},
{
"id": "gpt-5.6-sol",
"name": "GPT-5.6 Sol",
"lab": "OpenAI",
"strict": 68.0,
"strict_ci": [
60.7,
75.0
],
"mean": 90.7,
"mean_ci": [
87.5,
93.5
],
"all3": 47,
"near80": 56.2,
"counts": [
15,
13,
25,
47
],
"hat3": 47.0,
"hat3_ci": [
37.0,
57.0
]
},
{
"id": "google/gemini-3.8-flash",
"name": "Gemini 3.8 Flash",
"lab": "Google",
"strict": 58.0,
"strict_ci": [
50.0,
66.0
],
"mean": 87.2,
"mean_ci": [
83.7,
90.4
],
"all3": 38,
"near80": 53.2,
"counts": [
26,
12,
24,
38
],
"hat3": 38.0,
"hat3_ci": [
29.0,
47.0
]
},
{
"id": "moonshotai/kimi-k3",
"name": "Kimi K3",
"lab": "Moonshot AI",
"strict": 41.0,
"strict_ci": [
33.7,
48.7
],
"mean": 80.9,
"mean_ci": [
77.0,
84.6
],
"all3": 23,
"near80": 46.3,
"counts": [
36,
28,
13,
23
],
"hat3": 23.0,
"hat3_ci": [
15.0,
31.0
]
},
{
"id": "anthropic/claude-sonnet-5",
"name": "Sonnet 5",
"lab": "Anthropic",
"strict": 34.3,
"strict_ci": [
28.0,
41.0
],
"mean": 74.5,
"mean_ci": [
69.9,
78.9
],
"all3": 11,
"near80": 39.1,
"counts": [
39,
30,
20,
11
],
"hat3": 11.0,
"hat3_ci": [
5.0,
17.0
]
},
{
"id": "thinkingmachines/inkling",
"name": "Inkling",
"lab": "Thinking Machines",
"strict": 3.0,
"strict_ci": [
1.3,
5.0
],
"mean": 41.6,
"mean_ci": [
37.3,
45.9
],
"all3": 0,
"near80": 7.6,
"counts": [
91,
9,
0,
0
],
"hat3": 0.0,
"hat3_ci": [
0.0,
0.0
]
}
],
"efficiency": [
{
"id": "anthropic/claude-opus-5",
"name": "Opus 5",
"lab": "Anthropic",
"strict": 69.7,
"spend": 2.57,
"cost": 1.43,
"minutes": 30.1,
"tokens": 74856
},
{
"id": "anthropic/claude-opus-5.5",
"name": "Opus 5.5",
"lab": "Anthropic",
"strict": 86.0,
"spend": 1.07,
"cost": 0.85,
"minutes": 15.5,
"tokens": 42376
},
{
"id": "anthropic/claude-sonnet-5",
"name": "Sonnet 5",
"lab": "Anthropic",
"strict": 34.3,
"spend": 2.39,
"cost": 0.54,
"minutes": 17.7,
"tokens": 60656
},
{
"id": "google/gemini-3.8-flash",
"name": "Gemini 3.8 Flash",
"lab": "Google",
"strict": 58.0,
"spend": 1.93,
"cost": 0.85,
"minutes": 14.2,
"tokens": 55176,
"cost_estimated": true
},
{
"id": "gpt-5.6-sol",
"name": "GPT-5.6 Sol",
"lab": "OpenAI",
"strict": 68.0,
"spend": 2.32,
"cost": 1.21,
"minutes": 12.2,
"tokens": 30446
},
{
"id": "gpt-6-astra",
"name": "GPT-6 Astra",
"lab": "OpenAI",
"strict": 82.0,
"spend": 4.54,
"cost": 2.51,
"minutes": 10.0,
"tokens": 21260
},
{
"id": "gpt-6.1-sol",
"name": "GPT-6.1 Sol",
"lab": "OpenAI",
"strict": 79.3,
"spend": 0.84,
"cost": 0.48,
"minutes": 7.6,
"tokens": 22432
},
{
"id": "moonshotai/kimi-k3",
"name": "Kimi K3",
"lab": "Moonshot AI",
"strict": 41.0,
"spend": 0.67,
"cost": 0.2,
"minutes": 14.5,
"tokens": 14840,
"cost_estimated": true
},
{
"id": "thinkingmachines/inkling",
"name": "Inkling",
"lab": "Thinking Machines",
"strict": 3.0,
"spend": 6.55,
"cost": 0.13,
"minutes": 3.4,
"tokens": 12332
},
{
"id": "x-ai/grok-4.6",
"name": "Grok 4.6",
"lab": "xAI",
"strict": 69.0,
"spend": 1.17,
"cost": 0.76,
"minutes": 23.9,
"tokens": 59655
},
{
"id": "google/gemini-4-argon",
"name": "Gemini 4 Argon",
"lab": "Google",
"strict": 86.7,
"spend": 1.72,
"cost": 1.04,
"minutes": 15.6,
"tokens": 43595,
"cost_estimated": true
}
],
"uncapped_search_comparison": [
{
"id": "google/gemini-3.8-flash",
"name": "Gemini 3.8 Flash",
"native": 60.7,
"rows": [
{
"cond": "Exa",
"delta": -2.0,
"ci": [
-11.3,
6.7
],
"alt": 58.7
},
{
"cond": "Parallel",
"delta": 4.0,
"ci": [
-4.7,
12.7
],
"alt": 64.7
},
{
"cond": "Firecrawl",
"delta": 2.0,
"ci": [
-6.0,
10.0
],
"alt": 62.7
}
],
"abs": [
{
"cond": "Native",
"strict": 60.7,
"ci": [
50.0,
71.3
],
"mean": 89.1
},
{
"cond": "Exa",
"strict": 58.7,
"ci": [
46.7,
70.7
],
"mean": 89.9
},
{
"cond": "Parallel",
"strict": 64.7,
"ci": [
52.7,
76.0
],
"mean": 91.9
},
{
"cond": "Firecrawl",
"strict": 62.7,
"ci": [
51.3,
74.0
],
"mean": 91.8
}
]
},
{
"id": "gpt-5.6-sol",
"name": "GPT-5.6 Sol",
"native": 68.7,
"rows": [
{
"cond": "Exa",
"delta": 4.0,
"ci": [
-5.3,
12.7
],
"alt": 72.7
},
{
"cond": "Parallel",
"delta": 2.0,
"ci": [
-5.3,
9.3
],
"alt": 70.7
},
{
"cond": "Firecrawl",
"delta": 1.3,
"ci": [
-6.7,
9.3
],
"alt": 70.0
}
],
"abs": [
{
"cond": "Native",
"strict": 68.7,
"ci": [
58.7,
78.7
],
"mean": 90.5
},
{
"cond": "Exa",
"strict": 72.7,
"ci": [
62.0,
82.7
],
"mean": 92.6
},
{
"cond": "Parallel",
"strict": 70.7,
"ci": [
59.3,
80.7
],
"mean": 91.9
},
{
"cond": "Firecrawl",
"strict": 70.0,
"ci": [
59.3,
80.0
],
"mean": 91.7
}
]
},
{
"id": "moonshotai/kimi-k3",
"name": "Kimi K3",
"native": 41.3,
"rows": [
{
"cond": "Exa",
"delta": 12.0,
"ci": [
2.7,
20.7
],
"alt": 53.3
},
{
"cond": "Parallel",
"delta": 11.3,
"ci": [
2.0,
20.7
],
"alt": 52.7
},
{
"cond": "Firecrawl",
"delta": 4.7,
"ci": [
-6.7,
16.0
],
"alt": 46.0
}
],
"abs": [
{
"cond": "Native",
"strict": 41.3,
"ci": [
30.7,
52.7
],
"mean": 81.0
},
{
"cond": "Exa",
"strict": 53.3,
"ci": [
42.0,
64.7
],
"mean": 85.7
},
{
"cond": "Parallel",
"strict": 52.7,
"ci": [
42.0,
63.3
],
"mean": 85.9
},
{
"cond": "Firecrawl",
"strict": 46.0,
"ci": [
34.0,
58.0
],
"mean": 84.2
}
]
}
],
"failure_categories": {
"labels": [
"Scope and version",
"Retrieval and joining",
"Completeness",
"Mechanism and configuration",
"Threshold and transformation"
],
"tasks": [
39,
22,
19,
9,
11
],
"all": {
"counts": [
483,
261,
232,
146,
147
],
"total": 1269
},
"models": [
{
"id": "google/gemini-4-argon",
"name": "Gemini 4 Argon",
"counts": [
19,
6,
9,
2,
4
],
"total": 40
},
{
"id": "anthropic/claude-opus-5.5",
"name": "Opus 5.5",
"counts": [
27,
4,
6,
3,
2
],
"total": 42
},
{
"id": "gpt-6-astra",
"name": "GPT-6 Astra",
"counts": [
13,
11,
15,
6,
9
],
"total": 54
},
{
"id": "gpt-6.1-sol",
"name": "GPT-6.1 Sol",
"counts": [
18,
13,
14,
8,
9
],
"total": 62
},
{
"id": "anthropic/claude-opus-5",
"name": "Opus 5",
"counts": [
40,
18,
8,
14,
11
],
"total": 91
},
{
"id": "x-ai/grok-4.6",
"name": "Grok 4.6",
"counts": [
31,
20,
14,
17,
11
],
"total": 93
},
{
"id": "gpt-5.6-sol",
"name": "GPT-5.6 Sol",
"counts": [
28,
20,
23,
12,
13
],
"total": 96
},
{
"id": "google/gemini-3.8-flash",
"name": "Gemini 3.8 Flash",
"counts": [
41,
27,
27,
14,
17
],
"total": 126
},
{
"id": "moonshotai/kimi-k3",
"name": "Kimi K3",
"counts": [
72,
30,
32,
20,
23
],
"total": 177
},
{
"id": "anthropic/claude-sonnet-5",
"name": "Sonnet 5",
"counts": [
79,
48,
30,
23,
17
],
"total": 197
},
{
"id": "thinkingmachines/inkling",
"name": "Inkling",
"counts": [
115,
64,
54,
27,
31
],
"total": 291
}
]
},
"judge_agreement": [
{
"key": "gpt-5-6-sol",
"name": "GPT-5.6 Sol",
"agree_whole": 93.0,
"agree_crit": 94.9,
"whole": {
"fp": 2,
"fn": 5,
"fails": 96,
"passes": 66
},
"crit": {
"fp": 18,
"fn": 16,
"fails": 199,
"passes": 886
}
},
{
"key": "opus-5",
"name": "Opus 5",
"agree_whole": 90.1,
"agree_crit": 94.7,
"whole": {
"fp": 10,
"fn": 2,
"fails": 96,
"passes": 66
},
"crit": {
"fp": 34,
"fn": 3,
"fails": 199,
"passes": 886
}
},
{
"key": "gemini-3-7-flash",
"name": "Gemini 3.7 Flash",
"agree_whole": 89.0,
"agree_crit": 93.3,
"whole": {
"fp": 13,
"fn": 1,
"fails": 96,
"passes": 66
},
"crit": {
"fp": 46,
"fn": 6,
"fails": 199,
"passes": 886
}
},
{
"key": "kimi-k3",
"name": "Kimi K3",
"agree_whole": 84.9,
"agree_crit": 92.4,
"whole": {
"fp": 21,
"fn": 0,
"fails": 96,
"passes": 66
},
"crit": {
"fp": 54,
"fn": 8,
"fails": 199,
"passes": 886
}
}
],
"human_agreement": {
"agree_whole": 94.2,
"agree_crit": 95.8
},
"judge_study": {
"tasks": 43,
"responses": 172
},
"task_and_rubric_breakdowns": {
"task_count": 100,
"input_file_count": 435,
"file_types": [
{
"kind": "Image files",
"tasks": 25,
"files": 55
},
{
"kind": "PDF",
"tasks": 66,
"files": 138
},
{
"kind": "Audio",
"tasks": 9,
"files": 9
},
{
"kind": "Video",
"tasks": 1,
"files": 1
},
{
"kind": "Tables / spreadsheets",
"tasks": 60,
"files": 88
},
{
"kind": "Text / structured text",
"tasks": 45,
"files": 144
}
],
"image_only_pdf_files": 8,
"image_only_pdf_tasks": 4,
"image_or_image_only_pdf_tasks": 28,
"image_audio_video_union_tasks": 33,
"nontext_evidence_tasks": 30,
"nontext_evidence_rubric_items": 90,
"rubric_categories": [
{
"category": "Fact / rule identification",
"items": 217,
"item_share": 0.3273001508295626,
"passed": 6495,
"judgements": 7161,
"pass_rate": 0.9069962295768748,
"models": [
{
"model": "anthropic/claude-opus-5",
"passed": 615,
"judgements": 651,
"pass_rate": 0.9447004608294931
},
{
"model": "anthropic/claude-opus-5.5",
"passed": 645,
"judgements": 651,
"pass_rate": 0.9907834101382489
},
{
"model": "anthropic/claude-sonnet-5",
"passed": 567,
"judgements": 651,
"pass_rate": 0.8709677419354839
},
{
"model": "google/gemini-3.8-flash",
"passed": 596,
"judgements": 651,
"pass_rate": 0.9155145929339478
},
{
"model": "google/gemini-4-argon",
"passed": 636,
"judgements": 651,
"pass_rate": 0.9769585253456221
},
{
"model": "gpt-5.6-sol",
"passed": 627,
"judgements": 651,
"pass_rate": 0.9631336405529954
},
{
"model": "gpt-6-astra",
"passed": 637,
"judgements": 651,
"pass_rate": 0.978494623655914
},
{
"model": "gpt-6.1-sol",
"passed": 632,
"judgements": 651,
"pass_rate": 0.9708141321044547
},
{
"model": "moonshotai/kimi-k3",
"passed": 579,
"judgements": 651,
"pass_rate": 0.8894009216589862
},
{
"model": "thinkingmachines/inkling",
"passed": 355,
"judgements": 651,
"pass_rate": 0.5453149001536098
},
{
"model": "x-ai/grok-4.6",
"passed": 606,
"judgements": 651,
"pass_rate": 0.9308755760368663
}
]
},
{
"category": "Joined application / comparison",
"items": 289,
"item_share": 0.4358974358974359,
"passed": 8107,
"judgements": 9537,
"pass_rate": 0.8500576701268743,
"models": [
{
"model": "anthropic/claude-opus-5",
"passed": 798,
"judgements": 867,
"pass_rate": 0.9204152249134948
},
{
"model": "anthropic/claude-opus-5.5",
"passed": 845,
"judgements": 867,
"pass_rate": 0.9746251441753172
},
{
"model": "anthropic/claude-sonnet-5",
"passed": 629,
"judgements": 867,
"pass_rate": 0.7254901960784313
},
{
"model": "google/gemini-3.8-flash",
"passed": 766,
"judgements": 867,
"pass_rate": 0.8835063437139562
},
{
"model": "google/gemini-4-argon",
"passed": 848,
"judgements": 867,
"pass_rate": 0.9780853517877739
},
{
"model": "gpt-5.6-sol",
"passed": 782,
"judgements": 867,
"pass_rate": 0.9019607843137255
},
{
"model": "gpt-6-astra",
"passed": 836,
"judgements": 867,
"pass_rate": 0.9642445213379469
},
{
"model": "gpt-6.1-sol",
"passed": 819,
"judgements": 867,
"pass_rate": 0.9446366782006921
},
{
"model": "moonshotai/kimi-k3",
"passed": 679,
"judgements": 867,
"pass_rate": 0.7831603229527105
},
{
"model": "thinkingmachines/inkling",
"passed": 313,
"judgements": 867,
"pass_rate": 0.36101499423298733
},
{
"model": "x-ai/grok-4.6",
"passed": 792,
"judgements": 867,
"pass_rate": 0.9134948096885813
}
]
},
{
"category": "Calculation / transformation",
"items": 86,
"item_share": 0.1297134238310709,
"passed": 2445,
"judgements": 2838,
"pass_rate": 0.861522198731501,
"models": [
{
"model": "anthropic/claude-opus-5",
"passed": 238,
"judgements": 258,
"pass_rate": 0.9224806201550387
},
{
"model": "anthropic/claude-opus-5.5",
"passed": 251,
"judgements": 258,
"pass_rate": 0.9728682170542635
},
{
"model": "anthropic/claude-sonnet-5",
"passed": 197,
"judgements": 258,
"pass_rate": 0.7635658914728682
},
{
"model": "google/gemini-3.8-flash",
"passed": 237,
"judgements": 258,
"pass_rate": 0.9186046511627907
},
{
"model": "google/gemini-4-argon",
"passed": 252,
"judgements": 258,
"pass_rate": 0.9767441860465116
},
{
"model": "gpt-5.6-sol",
"passed": 224,
"judgements": 258,
"pass_rate": 0.8682170542635659
},
{
"model": "gpt-6-astra",
"passed": 245,
"judgements": 258,
"pass_rate": 0.9496124031007752
},
{
"model": "gpt-6.1-sol",
"passed": 245,
"judgements": 258,
"pass_rate": 0.9496124031007752
},
{
"model": "moonshotai/kimi-k3",
"passed": 207,
"judgements": 258,
"pass_rate": 0.8023255813953488
},
{
"model": "thinkingmachines/inkling",
"passed": 108,
"judgements": 258,
"pass_rate": 0.4186046511627907
},
{
"model": "x-ai/grok-4.6",
"passed": 241,
"judgements": 258,
"pass_rate": 0.9341085271317829
}
]
},
{
"category": "Grounding / evidence limits",
"items": 71,
"item_share": 0.10708898944193061,
"passed": 2004,
"judgements": 2343,
"pass_rate": 0.8553137003841229,
"models": [
{
"model": "anthropic/claude-opus-5",
"passed": 186,
"judgements": 213,
"pass_rate": 0.8732394366197183
},
{
"model": "anthropic/claude-opus-5.5",
"passed": 196,
"judgements": 213,
"pass_rate": 0.92018779342723
},
{
"model": "anthropic/claude-sonnet-5",
"passed": 166,
"judgements": 213,
"pass_rate": 0.7793427230046949
},
{
"model": "google/gemini-3.8-flash",
"passed": 167,
"judgements": 213,
"pass_rate": 0.784037558685446
},
{
"model": "google/gemini-4-argon",
"passed": 200,
"judgements": 213,
"pass_rate": 0.9389671361502347
},
{
"model": "gpt-5.6-sol",
"passed": 199,
"judgements": 213,
"pass_rate": 0.9342723004694836
},
{
"model": "gpt-6-astra",
"passed": 202,
"judgements": 213,
"pass_rate": 0.9483568075117371
},
{
"model": "gpt-6.1-sol",
"passed": 200,
"judgements": 213,
"pass_rate": 0.9389671361502347
},
{
"model": "moonshotai/kimi-k3",
"passed": 171,
"judgements": 213,
"pass_rate": 0.8028169014084507
},
{
"model": "thinkingmachines/inkling",
"passed": 129,
"judgements": 213,
"pass_rate": 0.6056338028169014
},
{
"model": "x-ai/grok-4.6",
"passed": 188,
"judgements": 213,
"pass_rate": 0.8826291079812206
}
]
}
],
"category_definitions": {
"Fact / rule identification": "Remaining criteria with only one source environment, including direct observations and rule or fact identification.",
"Joined application / comparison": "Remaining criteria supported by both workspace and web sources, including comparisons and application of public rules to the local case.",
"Calculation / transformation": "Required derived numerical values, arithmetic or numerical methods, time or unit conversions, or numerical feasibility checks.",
"Grounding / evidence limits": "Explicit source/locator requirements or requirements to limit claims to what the available evidence establishes."
},
"category_precedence": [
"Calculation / transformation",
"Grounding / evidence limits",
"Joined application / comparison",
"Fact / rule identification"
],
"provenance": "Domain counts use all author-provided submission labels; tasks may belong to multiple domains. Rubric criterionType is empty for all 663 items. Four reporting categories are exploratory post-hoc coding of primary requirement and original source-support graph, not original labels, a new grading rubric, or a causal failure taxonomy. Calculation and grounding/limits labels were reviewed against criterion text. Remainder splits on whether the linked source graph uses both workspace and web sources.",
"rate_definition": "Pooled pass rate of saved per-item boolean judgments across all 11 native-search models, all 100 tasks and all 3 trials per model/task. Each of 663 items has 33 judgments. Categories have different difficulty and composition; rates are descriptive and do not establish causes.",
"scoring_basis": "Saved per-item outcomes for non-perfect attempts; validated full-credit records imply every unit-weight item passed. No new grading.",
"inventory_definition": "Delivered environment/artifacts files excluding the standard answer_format.md. Original submission URLs without delivered local files are excluded. Image-only PDF means no extractable text and at least one embedded raster image; PDFs with an OCR layer are not identified as image-only.",
"domain_counts": {
"engineering": 54,
"public_records": 41,
"finance": 15,
"law": 14,
"other": 14,
"medicine": 13,
"science": 12,
"aviation": 4
},
"multi_domain_task_count": 55,
"domain_assignment_count": 167,
"task_domain_labels": [
{
"task": "6-ghz-canopy-deployment-screening-for-a-distribution-centre-wi-fi-refresh",
"domains": [
"engineering",
"public_records"
]
},
{
"task": "acetaminophen-overdose-treatment-and-stopping-decision-294",
"domains": [
"medicine"
]
},
{
"task": "adult-laryngoscope-set-assessment",
"domains": [
"medicine",
"engineering"
]
},
{
"task": "aggrow-program-farmer-eligibility-check",
"domains": [
"science",
"finance",
"public_records"
]
},
{
"task": "agroforestry-meal-pipeline-data-integrity-and-survival-bound-audit",
"domains": [
"science",
"other"
]
},
{
"task": "aha-bls-certification-verification",
"domains": [
"medicine"
]
},
{
"task": "ai-recommendation-service-integrity-and-sre-coverage-audit",
"domains": [
"engineering"
]
},
{
"task": "aviation-cargo-lithium-battery-exemption-compliance-check",
"domains": [
"aviation",
"public_records",
"other"
]
},
{
"task": "aviation-engine-mount-torque-audit-ac-43-13-1b-131",
"domains": [
"engineering",
"aviation",
"public_records"
]
},
{
"task": "ax417-lithium-battery-baggage-release-audit",
"domains": [
"law",
"engineering",
"aviation"
]
},
{
"task": "beamex-fb660-calibration-audit",
"domains": [
"engineering"
]
},
{
"task": "belkin-charging-accessory-recall-screening-across-two-overlapping-cpsc-recalls",
"domains": [
"engineering",
"public_records"
]
},
{
"task": "beryllium-sampling-records-checked-against-current-exposure-limits",
"domains": [
"science",
"public_records"
]
},
{
"task": "brickwork-final-bill-audit-against-cpwd-dsr-2023",
"domains": [
"engineering",
"public_records"
]
},
{
"task": "building-c-ryobi-electric-pressure-washer-recall-screen",
"domains": [
"engineering",
"public_records"
]
},
{
"task": "bulk-email-sender-compliance-screening",
"domains": [
"engineering",
"public_records"
]
},
{
"task": "caips-delivery-status-vs-2025-target-kenya",
"domains": [
"public_records",
"finance"
]
},
{
"task": "campaign-24v-744-scope-and-repair-version-audit",
"domains": [
"public_records"
]
},
{
"task": "candidate-neem-oil-fungicide-formulations-vs-a-historic-european-patent-s-claim-",
"domains": [
"law",
"science",
"other"
]
},
{
"task": "champions-league-suspension-audit-carvajal-vs-mendy-2023-24-semifinal",
"domains": [
"public_records",
"other"
]
},
{
"task": "cisco-ios-xe-exposure-and-compromise-screening",
"domains": [
"public_records",
"engineering"
]
},
{
"task": "commercial-partnership-zakat-compliance-and-audit-assessment",
"domains": [
"finance"
]
},
{
"task": "comps-model-revenue-integrity-check-against-a-public-restatement",
"domains": [
"finance",
"public_records"
]
},
{
"task": "computing-landed-cost-for-used-clothing-consignment-into-mombasa-march-2025",
"domains": [
"law",
"finance",
"public_records"
]
},
{
"task": "covered-call-coverage-check-after-a-listed-contract-adjustment",
"domains": [
"finance",
"public_records"
]
},
{
"task": "designing-a-flow-cyotometry-panel",
"domains": [
"science"
]
},
{
"task": "determine-which-dogs-are-eligible-for-international-travel-based-on-their-rabies",
"domains": [
"medicine",
"public_records",
"science"
]
},
{
"task": "diagnosing-bright-sky-background-in-milky-way-photography-session",
"domains": [
"science",
"other"
]
},
{
"task": "didion-milling-dust-explosion-from-the-plant-floor-to-the-courtroom",
"domains": [
"public_records",
"science",
"law"
]
},
{
"task": "dio-http-client-version-security-check",
"domains": [
"engineering"
]
},
{
"task": "dns-resolution-incident",
"domains": [
"engineering"
]
},
{
"task": "dnssec-chain-of-trust-rollover-failure-and-recovery-audit",
"domains": [
"engineering"
]
},
{
"task": "docker-base-image-cve-exposure-check",
"domains": [
"engineering"
]
},
{
"task": "emergency-poc-test-kit-and-iv-fluid-shelf-life-extension-audit",
"domains": [
"medicine"
]
},
{
"task": "extraction-photocatalyst-data-of-ta2o5",
"domains": [
"science",
"other"
]
},
{
"task": "fact-check-a-map-s-color-scale-against-census-data",
"domains": [
"public_records"
]
},
{
"task": "fact-checking-a-literature-review-product-description-against-the-manufacturer-s",
"domains": [
"engineering"
]
},
{
"task": "fairfax-bridge-posting-compliance-across-restriction-history",
"domains": [
"public_records",
"engineering"
]
},
{
"task": "fern-hollow-collapse-geometry-and-initiating-member-findings",
"domains": [
"engineering",
"public_records"
]
},
{
"task": "fieldkit-native-sign-in-migration-audit",
"domains": [
"engineering"
]
},
{
"task": "fintech-transaction-record-handling-and-retention-compliance-audit",
"domains": [
"engineering",
"law"
]
},
{
"task": "frozen-waffle-recall-inventory-check",
"domains": [
"public_records",
"other"
]
},
{
"task": "github-actions-runner-migration-across-multiple-ci-cd-workflows",
"domains": [
"engineering"
]
},
{
"task": "github-api-secondary-rate-limit-ticket-dismissal-check-334",
"domains": [
"engineering"
]
},
{
"task": "github-rest-api-compatibility-review",
"domains": [
"engineering"
]
},
{
"task": "grandmother-s-old-egfr-calculator-vs-current-kidney-function-guidelines",
"domains": [
"medicine",
"public_records"
]
},
{
"task": "handlebars-patch-triage-across-two-pdf-generation-features",
"domains": [
"engineering",
"public_records"
]
},
{
"task": "heavy-haul-permit-limit-on-a-us-1-route-from-the-national-bridge-inventory",
"domains": [
"engineering",
"public_records",
"law"
]
},
{
"task": "hemodialysis-patient-protein-intake-adequacy-vs-kdoqi-2020",
"domains": [
"medicine"
]
},
{
"task": "hospital-pharmacy-medication-safety-audit",
"domains": [
"medicine"
]
},
{
"task": "hsg-imaging",
"domains": [
"medicine"
]
},
{
"task": "insider-sale-red-flag-for-advisory-client-of-gild",
"domains": [
"public_records",
"finance"
]
},
{
"task": "inspection-and-compliance-assessment-of-sets-of-q690-steel-plate-214",
"domains": [
"engineering"
]
},
{
"task": "iphone-11-battery-replacement-warranty-investigation",
"domains": [
"other",
"engineering"
]
},
{
"task": "jwt-library-vulnerability-exposure-check-for-finance-tracker-auth",
"domains": [
"engineering",
"public_records"
]
},
{
"task": "kenya-poultry-feed-cost-report-update-280",
"domains": [
"public_records",
"other"
]
},
{
"task": "kenya-power-lighting-company-commercial-and-industrial-c-i-tariff-period-verific",
"domains": [
"engineering"
]
},
{
"task": "kenyan-electronic-goods-import-tax-liability-calculation",
"domains": [
"law",
"finance"
]
},
{
"task": "kidde-fire-extinguisher-recall-and-replacement-audit",
"domains": [
"public_records",
"law"
]
},
{
"task": "kilifi-ecvr-tracker-reconciliation-against-iebc-records",
"domains": [
"public_records"
]
},
{
"task": "kitchen-range-recall-screening-for-five-property-assets",
"domains": [
"engineering",
"public_records"
]
},
{
"task": "landed-cost-calculation-for-an-imitation-jewelry-shipment-from-china-to-ethiopia",
"domains": [
"law",
"finance"
]
},
{
"task": "leaked-ci-credential-breach-notification-scope-deadline",
"domains": [
"engineering",
"law"
]
},
{
"task": "lekki-toll-gate-article-fact-check-casualty-claim-and-victim-list-misattribution",
"domains": [
"public_records",
"other"
]
},
{
"task": "lodash-prototype-pollution-exposure-check-for-a-node-api-project",
"domains": [
"engineering"
]
},
{
"task": "management-of-severe-plasmodium-falciparum-malaria-with-anaemia-in-a-quinine-sen",
"domains": [
"medicine"
]
},
{
"task": "mimedx-2015-revenue-the-growth-that-was-partly-fake",
"domains": [
"finance",
"public_records",
"law"
]
},
{
"task": "nimbus-lqa-redis-licensing-exposure",
"domains": [
"law",
"engineering"
]
},
{
"task": "overdue-lycoming-connecting-rod-ad-inspection-cessna-172s-n832xx",
"domains": [
"other",
"aviation"
]
},
{
"task": "patient-metformin-dispensing-log-screening-against-2020-fda-ndma-recall",
"domains": [
"medicine",
"public_records"
]
},
{
"task": "pavement-structure-determination-for-a-rural-access-road-in-ethiopia-north-shoa-",
"domains": [
"engineering"
]
},
{
"task": "paystack-account-disablement-mapping-a-cited-reason-to-the-actual-policy-text",
"domains": [
"finance",
"law",
"engineering"
]
},
{
"task": "pharmaceutical-wastewater-safety-test",
"domains": [
"engineering"
]
},
{
"task": "pharmacy-chlorthalidone-lot-screening-against-fda-recall",
"domains": [
"medicine",
"public_records"
]
},
{
"task": "pipeline-restart-decision-and-release-audit",
"domains": [
"engineering",
"science",
"public_records"
]
},
{
"task": "piper-pa-28-fleet-wing-spar-airworthiness-directive-ad-2020-26-16-compliance-scr",
"domains": [
"engineering",
"public_records"
]
},
{
"task": "planar-diffuser-cfd-validation-review",
"domains": [
"science",
"engineering"
]
},
{
"task": "portfolio-memo-verification-for-holdings-h-01-fy2025",
"domains": [
"finance"
]
},
{
"task": "post-maintenance-fiber-uplink-compliance-review-111",
"domains": [
"engineering"
]
},
{
"task": "post-maintenance-memory-population-review-for-three-server-hosts",
"domains": [
"engineering"
]
},
{
"task": "print-and-epub-distribution-readiness-check-for-a-fantasy-short-story",
"domains": [
"other"
]
},
{
"task": "q3-2025-mileage-reimbursement-tax-compliance-check",
"domains": [
"finance"
]
},
{
"task": "re-vlab-production-hosting-go-live-audit",
"domains": [
"engineering"
]
},
{
"task": "recall-reconciliation-log-from-the-national-register-for-a-hospital-in-2025",
"domains": [
"medicine"
]
},
{
"task": "reconciling-an-investor-deck-against-sec-filings-for-capstone-companies-inc",
"domains": [
"finance",
"public_records"
]
},
{
"task": "redistribution-license-clearance-for-the-4-2-on-prem-appliance-image",
"domains": [
"engineering"
]
},
{
"task": "regresshion-exposure-across-five-firmware-builds",
"domains": [
"engineering"
]
},
{
"task": "remaining-fatigue-life-review-of-three-welded-hot-spots-on-an-offshore-topside-f",
"domains": [
"engineering"
]
},
{
"task": "sec-non-gaap-comment-letter-reconciliation-for-a-filed-earnings-release",
"domains": [
"finance",
"public_records"
]
},
{
"task": "signal-warrant-evaluation-for-a-small-city-intersection-mutcd-chapter-4c",
"domains": [
"engineering"
]
},
{
"task": "sitop-ups1600-firmware-advisory-screen-for-building-b-assets-222",
"domains": [
"engineering",
"public_records"
]
},
{
"task": "thermography-measurement-validity",
"domains": [
"engineering"
]
},
{
"task": "tracing-a-transitively-vulnerable-package-across-two-monorepo-workspaces-346",
"domains": [
"engineering"
]
},
{
"task": "troubleshoot-why-my-esp32-cannot-initialize-a-mpu6050-chip-despite-correct-wirin",
"domains": [
"engineering"
]
},
{
"task": "ufrj-sisu-2026-and-enem-comparison",
"domains": [
"public_records",
"other"
]
},
{
"task": "unknown-schematic-identification",
"domains": [
"engineering"
]
},
{
"task": "v204-relief-valve-accumulation-check",
"domains": [
"engineering",
"other"
]
},
{
"task": "vfd-continuous-current-suitability-assessment",
"domains": [
"engineering"
]
},
{
"task": "workstation-ssd-firmware-failure-screening-388",
"domains": [
"engineering",
"science"
]
},
{
"task": "wrongful-termination-of-employment-and-available-legal-remedies-232",
"domains": [
"law"
]
}
]
},
"cost_note": "Eight model costs are recorded. Gemini 4 Argon, Gemini 3.8 Flash and Kimi K3 costs use saved input, cached-input and output token counts at the November 3, 2026 rate snapshot. Agent cost excludes failed reruns, grading, tools and infrastructure.",
"cohort_note": "The uncapped search comparison replaces the earlier capped runs. This release contains 3,300 native-search runs and 1,350 uncapped search runs.",
"tasks": 100,
"runs": 4650,
"native_runs": 3300,
"ablation_runs": 1350,
"uncapped_ablation_runs": 1350,
"current_evaluation_runs": 4650,
"metrics": [
{
"model": "anthropic/claude-opus-5",
"condition": "native",
"cohort": "native",
"tasks": 100,
"runs": 300,
"mean_reward": 0.9224380066666666,
"full_credit_pass_at_1": 0.6966666666666667,
"pass_power_k": {
"1": 0.6966666666666667,
"2": 0.59,
"3": 0.51
},
"perfect_attempts_per_task_histogram": {
"0": 17,
"1": 8,
"2": 24,
"3": 51
}
},
{
"model": "anthropic/claude-opus-5.5",
"condition": "native",
"cohort": "native",
"tasks": 100,
"runs": 300,
"mean_reward": 0.96980951,
"full_credit_pass_at_1": 0.86,
"pass_power_k": {
"1": 0.86,
"2": 0.8,
"3": 0.76
},
"perfect_attempts_per_task_histogram": {
"0": 6,
"1": 6,
"2": 12,
"3": 76
}
},
{
"model": "anthropic/claude-sonnet-5",
"condition": "native",
"cohort": "native",
"tasks": 100,
"runs": 300,
"mean_reward": 0.7452871033333334,
"full_credit_pass_at_1": 0.3433333333333333,
"pass_power_k": {
"1": 0.3433333333333333,
"2": 0.17666666666666667,
"3": 0.11
},
"perfect_attempts_per_task_histogram": {
"0": 39,
"1": 30,
"2": 20,
"3": 11
}
},
{
"model": "google/gemini-3.8-flash",
"condition": "exa",
"cohort": "uncapped_20261104",
"tasks": 50,
"runs": 150,
"mean_reward": 0.89926358,
"full_credit_pass_at_1": 0.5866666666666667,
"pass_power_k": {
"1": 0.5866666666666667,
"2": 0.5,
"3": 0.46
},
"perfect_attempts_per_task_histogram": {
"0": 14,
"1": 7,
"2": 6,
"3": 23
}
},
{
"model": "google/gemini-3.8-flash",
"condition": "firecrawl",
"cohort": "uncapped_20261104",
"tasks": 50,
"runs": 150,
"mean_reward": 0.9175541,
"full_credit_pass_at_1": 0.6266666666666667,
"pass_power_k": {
"1": 0.6266666666666667,
"2": 0.5266666666666666,
"3": 0.48
},
"perfect_attempts_per_task_histogram": {
"0": 11,
"1": 8,
"2": 7,
"3": 24
}
},
{
"model": "google/gemini-3.8-flash",
"condition": "native",
"cohort": "native",
"tasks": 100,
"runs": 300,
"mean_reward": 0.8724971966666667,
"full_credit_pass_at_1": 0.58,
"pass_power_k": {
"1": 0.58,
"2": 0.46,
"3": 0.38
},
"perfect_attempts_per_task_histogram": {
"0": 26,
"1": 12,
"2": 24,
"3": 38
}
},
{
"model": "google/gemini-3.8-flash",
"condition": "parallel",
"cohort": "uncapped_20261104",
"tasks": 50,
"runs": 150,
"mean_reward": 0.9194328933333333,
"full_credit_pass_at_1": 0.6466666666666666,
"pass_power_k": {
"1": 0.6466666666666666,
"2": 0.56,
"3": 0.5
},
"perfect_attempts_per_task_histogram": {
"0": 12,
"1": 4,
"2": 9,
"3": 25
}
},
{
"model": "google/gemini-4-argon",
"condition": "native",
"cohort": "native",
"tasks": 100,
"runs": 300,
"mean_reward": 0.975123,
"full_credit_pass_at_1": 0.8666666666666667,
"pass_power_k": {
"1": 0.8666666666666667,
"2": 0.8266666666666667,
"3": 0.81
},
"perfect_attempts_per_task_histogram": {
"0": 7,
"1": 7,
"2": 5,
"3": 81
}
},
{
"model": "gpt-5.6-sol",
"condition": "exa",
"cohort": "uncapped_20261104",
"tasks": 50,
"runs": 150,
"mean_reward": 0.9261211533333333,
"full_credit_pass_at_1": 0.7266666666666667,
"pass_power_k": {
"1": 0.7266666666666667,
"2": 0.6466666666666666,
"3": 0.6
},
"perfect_attempts_per_task_histogram": {
"0": 8,
"1": 5,
"2": 7,
"3": 30
}
},
{
"model": "gpt-5.6-sol",
"condition": "firecrawl",
"cohort": "uncapped_20261104",
"tasks": 50,
"runs": 150,
"mean_reward": 0.91654498,
"full_credit_pass_at_1": 0.7,
"pass_power_k": {
"1": 0.7,
"2": 0.5933333333333334,
"3": 0.54
},
"perfect_attempts_per_task_histogram": {
"0": 7,
"1": 8,
"2": 8,
"3": 27
}
},
{
"model": "gpt-5.6-sol",
"condition": "native",
"cohort": "native",
"tasks": 100,
"runs": 300,
"mean_reward": 0.9074536733333334,
"full_credit_pass_at_1": 0.68,
"pass_power_k": {
"1": 0.68,
"2": 0.5533333333333333,
"3": 0.47
},
"perfect_attempts_per_task_histogram": {
"0": 15,
"1": 13,
"2": 25,
"3": 47
}
},
{
"model": "gpt-5.6-sol",
"condition": "parallel",
"cohort": "uncapped_20261104",
"tasks": 50,
"runs": 150,
"mean_reward": 0.9187063466666666,
"full_credit_pass_at_1": 0.7066666666666667,
"pass_power_k": {
"1": 0.7066666666666667,
"2": 0.62,
"3": 0.58
},
"perfect_attempts_per_task_histogram": {
"0": 8,
"1": 7,
"2": 6,
"3": 29
}
},
{
"model": "gpt-6-astra",
"condition": "native",
"cohort": "native",
"tasks": 100,
"runs": 300,
"mean_reward": 0.9581732766666666,
"full_credit_pass_at_1": 0.82,
"pass_power_k": {
"1": 0.82,
"2": 0.7833333333333333,
"3": 0.76
},
"perfect_attempts_per_task_histogram": {
"0": 13,
"1": 4,
"2": 7,
"3": 76
}
},
{
"model": "gpt-6.1-sol",
"condition": "native",
"cohort": "native",
"tasks": 100,
"runs": 300,
"mean_reward": 0.94528174,
"full_credit_pass_at_1": 0.7933333333333333,
"pass_power_k": {
"1": 0.7933333333333333,
"2": 0.75,
"3": 0.73
},
"perfect_attempts_per_task_histogram": {
"0": 14,
"1": 7,
"2": 6,
"3": 73
}
},
{
"model": "moonshotai/kimi-k3",
"condition": "exa",
"cohort": "uncapped_20261104",
"tasks": 50,
"runs": 150,
"mean_reward": 0.8570790266666667,
"full_credit_pass_at_1": 0.5333333333333333,
"pass_power_k": {
"1": 0.5333333333333333,
"2": 0.41333333333333333,
"3": 0.34
},
"perfect_attempts_per_task_histogram": {
"0": 15,
"1": 7,
"2": 11,
"3": 17
}
},
{
"model": "moonshotai/kimi-k3",
"condition": "firecrawl",
"cohort": "uncapped_20261104",
"tasks": 50,
"runs": 150,
"mean_reward": 0.84177482,
"full_credit_pass_at_1": 0.46,
"pass_power_k": {
"1": 0.46,
"2": 0.36,
"3": 0.3
},
"perfect_attempts_per_task_histogram": {
"0": 20,
"1": 6,
"2": 9,
"3": 15
}
},
{
"model": "moonshotai/kimi-k3",
"condition": "native",
"cohort": "native",
"tasks": 100,
"runs": 300,
"mean_reward": 0.8092198866666667,
"full_credit_pass_at_1": 0.41,
"pass_power_k": {
"1": 0.41,
"2": 0.2733333333333333,
"3": 0.23
},
"perfect_attempts_per_task_histogram": {
"0": 36,
"1": 28,
"2": 13,
"3": 23
}
},
{
"model": "moonshotai/kimi-k3",
"condition": "parallel",
"cohort": "uncapped_20261104",
"tasks": 50,
"runs": 150,
"mean_reward": 0.85915192,
"full_credit_pass_at_1": 0.5266666666666666,
"pass_power_k": {
"1": 0.5266666666666666,
"2": 0.3933333333333333,
"3": 0.34
},
"perfect_attempts_per_task_histogram": {
"0": 13,
"1": 12,
"2": 8,
"3": 17
}
},
{
"model": "thinkingmachines/inkling",
"condition": "native",
"cohort": "native",
"tasks": 100,
"runs": 300,
"mean_reward": 0.41612396,
"full_credit_pass_at_1": 0.03,
"pass_power_k": {
"1": 0.03,
"2": 0.0,
"3": 0.0
},
"perfect_attempts_per_task_histogram": {
"0": 91,
"1": 9
}
},
{
"model": "x-ai/grok-4.6",
"condition": "native",
"cohort": "native",
"tasks": 100,
"runs": 300,
"mean_reward": 0.91473413,
"full_credit_pass_at_1": 0.69,
"pass_power_k": {
"1": 0.69,
"2": 0.5933333333333334,
"3": 0.54
},
"perfect_attempts_per_task_histogram": {
"0": 17,
"1": 13,
"2": 16,
"3": 54
}
}
],
"no_new_grading_or_model_calls": true,
"method": "Metrics are aggregated from the completed runs in this release. Native-search and uncapped search-backend conditions are reported separately."
}
{
"task_count": 100,
"current_native_runs": 3300,
"current_uncapped_search_runs": 1350,
"retained_run_count": 4650,
"added_run_count": 1650,
"native_models": [
{
"id": "google/gemini-4-argon",
"name": "Gemini 4 Argon",
"lab": "Google",
"strict": 86.7,
"strict_ci": [
80.7,
92.3
],
"mean": 97.5,
"mean_ci": [
96.1,
98.7
],
"all3": 81,
"near80": 85.0,
"counts": [
7,
7,
5,
81
],
"hat3": 81.0,
"hat3_ci": [
73.0,
88.0
]
},
{
"id": "anthropic/claude-opus-5.5",
"name": "Opus 5.5",
"lab": "Anthropic",
"strict": 86.0,
"strict_ci": [
80.0,
91.3
],
"mean": 97.0,
"mean_ci": [
95.2,
98.4
],
"all3": 76,
"near80": 81.0,
"counts": [
6,
6,
12,
76
],
"hat3": 76.0,
"hat3_ci": [
67.0,
84.0
]
},
{
"id": "gpt-6-astra",
"name": "GPT-6 Astra",
"lab": "OpenAI",
"strict": 82.0,
"strict_ci": [
74.7,
88.7
],
"mean": 95.8,
"mean_ci": [
93.9,
97.5
],
"all3": 76,
"near80": 63.0,
"counts": [
13,
4,
7,
76
],
"hat3": 76.0,
"hat3_ci": [
67.0,
84.0
]
},
{
"id": "gpt-6.1-sol",
"name": "GPT-6.1 Sol",
"lab": "OpenAI",
"strict": 79.3,
"strict_ci": [
71.7,
86.3
],