Update CrossSearch to 5,919 retained runs
Browse filesIndex and document all 1,650 added runs: 300 Argon native runs and 1,350 uncapped search comparisons. Preserve the original 4,269-run release and its summary separately.
- README.md +25 -5
- UPLOAD-STATUS.json +10 -17
- analysis-summary-20261104.json +1858 -0
- analysis-summary-legacy-4269.json +1 -0
- analysis-summary.json +1858 -1
- release-manifest-legacy-4269.json +0 -0
- release-manifest.json +0 -0
- run-index-20261104.jsonl.gz +3 -0
- run-index-legacy-4269.jsonl.gz +3 -0
- run-index.jsonl.gz +2 -2
README.md
CHANGED
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@@ -8,19 +8,29 @@ configs:
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---
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# CrossSearch: 100-task paper set
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-
This resource contains 100 tasks and
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## Files
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- tasks.jsonl.gz: expert questions, frozen rubrics and evidence maps.
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- tasks.tar.gz: starting workspace assets, separated from grader-only reference material.
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-
- rollouts-*.jsonl.gz: saved agent trace files, API request/response captures, final answers, original rewards and criterion judgments. The 669 encrypted source runs are exported as readable derivatives. Source archives remain unchanged; no private key is distributed.
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-
- run-index.jsonl.gz:
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- judge-models.csv: one row for each of the 415 audited encrypted extension records, with evidence references and recorded judge labels.
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- CrossSearch-Judge-Prompt.txt and CrossSearch-Agent-Prompt.txt: appendix prompt templates, message roles and source notes.
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| 21 |
- grading-protocol.md: scoring protocol and judge-version uncertainty.
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| 22 |
- judge-model-audit.json: recorded judge fields for the 415 encrypted extension records.
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| 23 |
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- analysis-summary.json:
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| 24 |
- release-manifest.json: final counts, shard checksums, redaction totals and verification status. Check this manifest for completeness.
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## Reading the data
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Each rollout retains the original archive hash and source-member hashes. Operational credentials and local author/account paths are removed from publication derivatives. Available reasoning text is retained apart from credential and local-path removals; opaque provider reasoning cannot be converted to visible thoughts. Per-run trace files preserve evaluated prompt wrappers. Native and ablation conditions remain separate; valid low and zero rewards are included.
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| 34 |
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-
The evaluation uses three final, complete attempts per task and model/search configuration. Some targets required additional fresh attempts when an earlier attempt did not provide complete answer, reward and rubric-judgment evidence. Those incomplete attempts remain separate from the selected runs in this release. No model was called and no answer was regraded to create this resource.
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For a direct read without a dataset framework, download a rollout shard and use Python's standard library:
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payload = b''.join(pieces)
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assert hashlib.sha256(payload).hexdigest() == run['large_record_sha256']
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run = json.loads(payload)
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---
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# CrossSearch: 100-task paper set
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+
This resource contains **100 tasks and 5,919 retained, completed evaluation runs**. The current evaluation comprises **3,300 native-search runs** (11 model configurations, three final attempts per task) and **1,350 uncapped search-backend runs** (three models, 50 tasks, three alternative backends, three attempts). The previous **1,269 capped search-backend runs** remain available as a separate historical cohort.
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## November 2026 update
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This update adds **1,650 completed runs**: 300 Gemini 4 Argon native-search runs and 1,350 uncapped Exa, Parallel and Firecrawl runs for GPT-5.6 Sol, Kimi K3 and Gemini 3.8 Flash. Each original task/model/condition/replicate cell is represented once in this new cohort. Earlier incomplete attempts are not substituted for complete results, and valid low and zero scores are retained.
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+
The added files begin with `rollouts-20261104-`. They contain the original final answers, rubric judgments, available model reasoning, saved request/response captures and trace files, with operational credentials and local author/account paths removed. The source archives remain unchanged. Search/fetch call-count limits are disabled in the new search-backend cohort; task time, token, context and response-size limits are unchanged. Keep the uncapped and historical capped cohorts separate when comparing results.
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## Files
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- tasks.jsonl.gz: expert questions, frozen rubrics and evidence maps.
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- tasks.tar.gz: starting workspace assets, separated from grader-only reference material.
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+
- rollouts-*.jsonl.gz: saved agent trace files, API request/response captures, final answers, original rewards and criterion judgments. The 669 earlier encrypted source runs and all 1,650 added protected archives are exported as readable derivatives. Source archives remain unchanged; no private key is distributed.
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+
- run-index.jsonl.gz: lookup of all 5,919 retained run IDs, tasks, models, conditions, rewards and trajectory shards.
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- run-index-20261104.jsonl.gz: just the 1,650 runs added in this update, including `release_cohort` and `search_call_limit`.
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- run-index-legacy-4269.jsonl.gz and release-manifest-legacy-4269.json: the previous release indexes, preserved intact.
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- judge-models.csv: one row for each of the 415 audited encrypted extension records, with evidence references and recorded judge labels.
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- CrossSearch-Judge-Prompt.txt and CrossSearch-Agent-Prompt.txt: appendix prompt templates, message roles and source notes.
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- grading-protocol.md: scoring protocol and judge-version uncertainty.
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- judge-model-audit.json: recorded judge fields for the 415 encrypted extension records.
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+
- analysis-summary.json and analysis-summary-20261104.json: updated 11-model native results, uncapped search comparisons, efficiency values and reporting definitions. Every metric group is labeled by cohort.
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- analysis-summary-legacy-4269.json: the earlier frozen paper/blog results, retained unchanged.
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- release-manifest.json: final counts, shard checksums, redaction totals and verification status. Check this manifest for completeness.
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## Reading the data
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Each rollout retains the original archive hash and source-member hashes. Operational credentials and local author/account paths are removed from publication derivatives. Available reasoning text is retained apart from credential and local-path removals; opaque provider reasoning cannot be converted to visible thoughts. Per-run trace files preserve evaluated prompt wrappers. Native and ablation conditions remain separate; valid low and zero rewards are included.
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+
The evaluation uses three final, complete attempts per task and model/search configuration within each cohort. Some targets required additional fresh attempts when an earlier attempt did not provide complete answer, reward and rubric-judgment evidence. Those incomplete attempts remain separate from the selected runs in this release. No model was called and no answer was regraded to create this resource.
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For a direct read without a dataset framework, download a rollout shard and use Python's standard library:
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payload = b''.join(pieces)
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assert hashlib.sha256(payload).hexdigest() == run['large_record_sha256']
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run = json.loads(payload)
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## Select the added cohort
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import gzip, json
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with gzip.open('run-index-20261104.jsonl.gz', 'rt', encoding='utf-8') as f:
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added = [json.loads(line) for line in f]
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argon = [r for r in added if r['condition'] == 'native'] # 300
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uncapped = [r for r in added if r['condition'] != 'native'] # 1,350
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The current leaderboard combines the 3,000 earlier native runs with the 300 Argon runs. The current search comparison uses the 1,350 added uncapped runs; it does not pool them with the historical capped runs.
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UPLOAD-STATUS.json
CHANGED
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{
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"status": "complete_private_release",
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"dataset": "https://huggingface.co/datasets/AfterQuery/CrossSearch",
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"public_access_verified": false,
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"gated": false,
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"tasks": 100,
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"private_access_confirmed": true,
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"owner_instruction": "Keep it private",
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"historical_unauthenticated_files_checked": 10
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}
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{
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"status": "complete_private_release",
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"tasks": 100,
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"retained_runs": 5919,
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"latest_update_runs": 1650,
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"current_native_runs": 3300,
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"current_uncapped_ablation_runs": 1350,
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"retained_legacy_capped_runs": 1269,
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"data_commit": "fd44de24985e49be626dc9e7483e14494326fe7e",
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"visibility": "private",
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"manifest_sha256": "11ebaa1816f3803bc371bb991f50e1adcd59102b2625f0531ce84423ff612b97",
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"original_data_files_preserved": true
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}
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analysis-summary-20261104.json
ADDED
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@@ -0,0 +1,1858 @@
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|
| 1 |
+
{
|
| 2 |
+
"task_count": 100,
|
| 3 |
+
"current_native_runs": 3300,
|
| 4 |
+
"current_uncapped_search_runs": 1350,
|
| 5 |
+
"retained_legacy_capped_runs": 1269,
|
| 6 |
+
"retained_run_count": 5919,
|
| 7 |
+
"added_run_count": 1650,
|
| 8 |
+
"native_models": [
|
| 9 |
+
{
|
| 10 |
+
"id": "google/gemini-4-argon",
|
| 11 |
+
"name": "Gemini 4 Argon",
|
| 12 |
+
"lab": "Google",
|
| 13 |
+
"strict": 86.7,
|
| 14 |
+
"strict_ci": [
|
| 15 |
+
80.7,
|
| 16 |
+
92.3
|
| 17 |
+
],
|
| 18 |
+
"mean": 97.5,
|
| 19 |
+
"mean_ci": [
|
| 20 |
+
96.1,
|
| 21 |
+
98.7
|
| 22 |
+
],
|
| 23 |
+
"all3": 81,
|
| 24 |
+
"near80": 85.0,
|
| 25 |
+
"counts": [
|
| 26 |
+
7,
|
| 27 |
+
7,
|
| 28 |
+
5,
|
| 29 |
+
81
|
| 30 |
+
],
|
| 31 |
+
"hat3": 81.0,
|
| 32 |
+
"hat3_ci": [
|
| 33 |
+
73.0,
|
| 34 |
+
88.0
|
| 35 |
+
]
|
| 36 |
+
},
|
| 37 |
+
{
|
| 38 |
+
"id": "anthropic/claude-opus-5.5",
|
| 39 |
+
"name": "Opus 5.5",
|
| 40 |
+
"lab": "Anthropic",
|
| 41 |
+
"strict": 86.0,
|
| 42 |
+
"strict_ci": [
|
| 43 |
+
80.0,
|
| 44 |
+
91.3
|
| 45 |
+
],
|
| 46 |
+
"mean": 97.0,
|
| 47 |
+
"mean_ci": [
|
| 48 |
+
95.2,
|
| 49 |
+
98.4
|
| 50 |
+
],
|
| 51 |
+
"all3": 76,
|
| 52 |
+
"near80": 81.0,
|
| 53 |
+
"counts": [
|
| 54 |
+
6,
|
| 55 |
+
6,
|
| 56 |
+
12,
|
| 57 |
+
76
|
| 58 |
+
],
|
| 59 |
+
"hat3": 76.0,
|
| 60 |
+
"hat3_ci": [
|
| 61 |
+
67.0,
|
| 62 |
+
84.0
|
| 63 |
+
]
|
| 64 |
+
},
|
| 65 |
+
{
|
| 66 |
+
"id": "gpt-6-astra",
|
| 67 |
+
"name": "GPT-6 Astra",
|
| 68 |
+
"lab": "OpenAI",
|
| 69 |
+
"strict": 82.0,
|
| 70 |
+
"strict_ci": [
|
| 71 |
+
74.7,
|
| 72 |
+
88.7
|
| 73 |
+
],
|
| 74 |
+
"mean": 95.8,
|
| 75 |
+
"mean_ci": [
|
| 76 |
+
93.9,
|
| 77 |
+
97.5
|
| 78 |
+
],
|
| 79 |
+
"all3": 76,
|
| 80 |
+
"near80": 63.0,
|
| 81 |
+
"counts": [
|
| 82 |
+
13,
|
| 83 |
+
4,
|
| 84 |
+
7,
|
| 85 |
+
76
|
| 86 |
+
],
|
| 87 |
+
"hat3": 76.0,
|
| 88 |
+
"hat3_ci": [
|
| 89 |
+
67.0,
|
| 90 |
+
84.0
|
| 91 |
+
]
|
| 92 |
+
},
|
| 93 |
+
{
|
| 94 |
+
"id": "gpt-6.1-sol",
|
| 95 |
+
"name": "GPT-6.1 Sol",
|
| 96 |
+
"lab": "OpenAI",
|
| 97 |
+
"strict": 79.3,
|
| 98 |
+
"strict_ci": [
|
| 99 |
+
71.7,
|
| 100 |
+
86.3
|
| 101 |
+
],
|
| 102 |
+
"mean": 94.5,
|
| 103 |
+
"mean_ci": [
|
| 104 |
+
92.3,
|
| 105 |
+
96.5
|
| 106 |
+
],
|
| 107 |
+
"all3": 73,
|
| 108 |
+
"near80": 56.5,
|
| 109 |
+
"counts": [
|
| 110 |
+
14,
|
| 111 |
+
7,
|
| 112 |
+
6,
|
| 113 |
+
73
|
| 114 |
+
],
|
| 115 |
+
"hat3": 73.0,
|
| 116 |
+
"hat3_ci": [
|
| 117 |
+
64.0,
|
| 118 |
+
82.0
|
| 119 |
+
]
|
| 120 |
+
},
|
| 121 |
+
{
|
| 122 |
+
"id": "anthropic/claude-opus-5",
|
| 123 |
+
"name": "Opus 5",
|
| 124 |
+
"lab": "Anthropic",
|
| 125 |
+
"strict": 69.7,
|
| 126 |
+
"strict_ci": [
|
| 127 |
+
62.3,
|
| 128 |
+
77.0
|
| 129 |
+
],
|
| 130 |
+
"mean": 92.2,
|
| 131 |
+
"mean_ci": [
|
| 132 |
+
89.7,
|
| 133 |
+
94.5
|
| 134 |
+
],
|
| 135 |
+
"all3": 51,
|
| 136 |
+
"near80": 59.3,
|
| 137 |
+
"counts": [
|
| 138 |
+
17,
|
| 139 |
+
8,
|
| 140 |
+
24,
|
| 141 |
+
51
|
| 142 |
+
],
|
| 143 |
+
"hat3": 51.0,
|
| 144 |
+
"hat3_ci": [
|
| 145 |
+
41.0,
|
| 146 |
+
60.0
|
| 147 |
+
]
|
| 148 |
+
},
|
| 149 |
+
{
|
| 150 |
+
"id": "x-ai/grok-4.6",
|
| 151 |
+
"name": "Grok 4.6",
|
| 152 |
+
"lab": "xAI",
|
| 153 |
+
"strict": 69.0,
|
| 154 |
+
"strict_ci": [
|
| 155 |
+
61.3,
|
| 156 |
+
76.3
|
| 157 |
+
],
|
| 158 |
+
"mean": 91.5,
|
| 159 |
+
"mean_ci": [
|
| 160 |
+
88.7,
|
| 161 |
+
94.0
|
| 162 |
+
],
|
| 163 |
+
"all3": 54,
|
| 164 |
+
"near80": 57.0,
|
| 165 |
+
"counts": [
|
| 166 |
+
17,
|
| 167 |
+
13,
|
| 168 |
+
16,
|
| 169 |
+
54
|
| 170 |
+
],
|
| 171 |
+
"hat3": 54.0,
|
| 172 |
+
"hat3_ci": [
|
| 173 |
+
44.0,
|
| 174 |
+
64.0
|
| 175 |
+
]
|
| 176 |
+
},
|
| 177 |
+
{
|
| 178 |
+
"id": "gpt-5.6-sol",
|
| 179 |
+
"name": "GPT-5.6 Sol",
|
| 180 |
+
"lab": "OpenAI",
|
| 181 |
+
"strict": 68.0,
|
| 182 |
+
"strict_ci": [
|
| 183 |
+
60.7,
|
| 184 |
+
75.0
|
| 185 |
+
],
|
| 186 |
+
"mean": 90.7,
|
| 187 |
+
"mean_ci": [
|
| 188 |
+
87.5,
|
| 189 |
+
93.5
|
| 190 |
+
],
|
| 191 |
+
"all3": 47,
|
| 192 |
+
"near80": 56.2,
|
| 193 |
+
"counts": [
|
| 194 |
+
15,
|
| 195 |
+
13,
|
| 196 |
+
25,
|
| 197 |
+
47
|
| 198 |
+
],
|
| 199 |
+
"hat3": 47.0,
|
| 200 |
+
"hat3_ci": [
|
| 201 |
+
37.0,
|
| 202 |
+
57.0
|
| 203 |
+
]
|
| 204 |
+
},
|
| 205 |
+
{
|
| 206 |
+
"id": "google/gemini-3.8-flash",
|
| 207 |
+
"name": "Gemini 3.8 Flash",
|
| 208 |
+
"lab": "Google",
|
| 209 |
+
"strict": 58.0,
|
| 210 |
+
"strict_ci": [
|
| 211 |
+
50.0,
|
| 212 |
+
66.0
|
| 213 |
+
],
|
| 214 |
+
"mean": 87.2,
|
| 215 |
+
"mean_ci": [
|
| 216 |
+
83.7,
|
| 217 |
+
90.4
|
| 218 |
+
],
|
| 219 |
+
"all3": 38,
|
| 220 |
+
"near80": 53.2,
|
| 221 |
+
"counts": [
|
| 222 |
+
26,
|
| 223 |
+
12,
|
| 224 |
+
24,
|
| 225 |
+
38
|
| 226 |
+
],
|
| 227 |
+
"hat3": 38.0,
|
| 228 |
+
"hat3_ci": [
|
| 229 |
+
29.0,
|
| 230 |
+
47.0
|
| 231 |
+
]
|
| 232 |
+
},
|
| 233 |
+
{
|
| 234 |
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"name": "Opus 5.5",
|
| 692 |
+
"counts": [
|
| 693 |
+
27,
|
| 694 |
+
4,
|
| 695 |
+
6,
|
| 696 |
+
3,
|
| 697 |
+
2
|
| 698 |
+
],
|
| 699 |
+
"total": 42
|
| 700 |
+
},
|
| 701 |
+
{
|
| 702 |
+
"id": "gpt-6-astra",
|
| 703 |
+
"name": "GPT-6 Astra",
|
| 704 |
+
"counts": [
|
| 705 |
+
13,
|
| 706 |
+
11,
|
| 707 |
+
15,
|
| 708 |
+
6,
|
| 709 |
+
9
|
| 710 |
+
],
|
| 711 |
+
"total": 54
|
| 712 |
+
},
|
| 713 |
+
{
|
| 714 |
+
"id": "gpt-6.1-sol",
|
| 715 |
+
"name": "GPT-6.1 Sol",
|
| 716 |
+
"counts": [
|
| 717 |
+
18,
|
| 718 |
+
13,
|
| 719 |
+
14,
|
| 720 |
+
8,
|
| 721 |
+
9
|
| 722 |
+
],
|
| 723 |
+
"total": 62
|
| 724 |
+
},
|
| 725 |
+
{
|
| 726 |
+
"id": "anthropic/claude-opus-5",
|
| 727 |
+
"name": "Opus 5",
|
| 728 |
+
"counts": [
|
| 729 |
+
40,
|
| 730 |
+
18,
|
| 731 |
+
8,
|
| 732 |
+
14,
|
| 733 |
+
11
|
| 734 |
+
],
|
| 735 |
+
"total": 91
|
| 736 |
+
},
|
| 737 |
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{
|
| 738 |
+
"id": "x-ai/grok-4.6",
|
| 739 |
+
"name": "Grok 4.6",
|
| 740 |
+
"counts": [
|
| 741 |
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31,
|
| 742 |
+
20,
|
| 743 |
+
14,
|
| 744 |
+
17,
|
| 745 |
+
11
|
| 746 |
+
],
|
| 747 |
+
"total": 93
|
| 748 |
+
},
|
| 749 |
+
{
|
| 750 |
+
"id": "gpt-5.6-sol",
|
| 751 |
+
"name": "GPT-5.6 Sol",
|
| 752 |
+
"counts": [
|
| 753 |
+
28,
|
| 754 |
+
20,
|
| 755 |
+
23,
|
| 756 |
+
12,
|
| 757 |
+
13
|
| 758 |
+
],
|
| 759 |
+
"total": 96
|
| 760 |
+
},
|
| 761 |
+
{
|
| 762 |
+
"id": "google/gemini-3.8-flash",
|
| 763 |
+
"name": "Gemini 3.8 Flash",
|
| 764 |
+
"counts": [
|
| 765 |
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41,
|
| 766 |
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27,
|
| 767 |
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27,
|
| 768 |
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14,
|
| 769 |
+
17
|
| 770 |
+
],
|
| 771 |
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"total": 126
|
| 772 |
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},
|
| 773 |
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{
|
| 774 |
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"id": "moonshotai/kimi-k3",
|
| 775 |
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"name": "Kimi K3",
|
| 776 |
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"counts": [
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| 777 |
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72,
|
| 778 |
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30,
|
| 779 |
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32,
|
| 780 |
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20,
|
| 781 |
+
23
|
| 782 |
+
],
|
| 783 |
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"total": 177
|
| 784 |
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},
|
| 785 |
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{
|
| 786 |
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"id": "anthropic/claude-sonnet-5",
|
| 787 |
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"name": "Sonnet 5",
|
| 788 |
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|
| 789 |
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79,
|
| 790 |
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48,
|
| 791 |
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30,
|
| 792 |
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23,
|
| 793 |
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17
|
| 794 |
+
],
|
| 795 |
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"total": 197
|
| 796 |
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},
|
| 797 |
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{
|
| 798 |
+
"id": "thinkingmachines/inkling",
|
| 799 |
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"name": "Inkling",
|
| 800 |
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| 801 |
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115,
|
| 802 |
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64,
|
| 803 |
+
54,
|
| 804 |
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27,
|
| 805 |
+
31
|
| 806 |
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],
|
| 807 |
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"total": 291
|
| 808 |
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}
|
| 809 |
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]
|
| 810 |
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},
|
| 811 |
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"judge_agreement": [
|
| 812 |
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{
|
| 813 |
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"key": "gpt-5-6-sol",
|
| 814 |
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"name": "GPT-5.6 Sol",
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| 815 |
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| 816 |
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| 817 |
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| 818 |
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| 819 |
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| 820 |
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| 821 |
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| 822 |
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},
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| 823 |
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| 824 |
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| 825 |
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| 826 |
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| 827 |
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|
| 828 |
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}
|
| 829 |
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},
|
| 830 |
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{
|
| 831 |
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"key": "opus-5",
|
| 832 |
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"name": "Opus 5",
|
| 833 |
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|
| 834 |
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| 835 |
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| 836 |
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| 837 |
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| 838 |
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| 839 |
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| 840 |
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},
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| 841 |
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| 842 |
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"fp": 34,
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| 843 |
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| 844 |
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| 845 |
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| 846 |
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}
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| 847 |
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},
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| 848 |
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{
|
| 849 |
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"key": "gemini-3-7-flash",
|
| 850 |
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"name": "Gemini 3.7 Flash",
|
| 851 |
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| 852 |
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|
| 853 |
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"whole": {
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| 854 |
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"fp": 13,
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| 855 |
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| 856 |
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| 857 |
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| 858 |
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| 859 |
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"crit": {
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| 860 |
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| 861 |
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| 862 |
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|
| 863 |
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| 864 |
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}
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| 865 |
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},
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| 866 |
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{
|
| 867 |
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"key": "kimi-k3",
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| 868 |
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"name": "Kimi K3",
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| 869 |
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|
| 870 |
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| 871 |
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| 872 |
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| 873 |
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| 874 |
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| 875 |
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| 876 |
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| 877 |
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| 878 |
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| 879 |
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| 880 |
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| 881 |
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| 882 |
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}
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| 883 |
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}
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| 884 |
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],
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| 885 |
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| 886 |
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| 887 |
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| 888 |
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},
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| 889 |
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| 890 |
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| 891 |
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| 892 |
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| 896 |
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| 898 |
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"kind": "Image files",
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| 899 |
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| 900 |
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| 901 |
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| 902 |
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{
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| 903 |
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"kind": "PDF",
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| 904 |
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| 905 |
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| 906 |
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| 907 |
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{
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| 908 |
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"kind": "Audio",
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| 909 |
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| 910 |
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| 911 |
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| 912 |
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{
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| 913 |
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"kind": "Video",
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| 914 |
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| 915 |
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| 916 |
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| 917 |
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{
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| 918 |
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| 919 |
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| 920 |
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| 921 |
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| 922 |
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| 923 |
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"kind": "Text / structured text",
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| 924 |
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| 925 |
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| 926 |
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| 927 |
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],
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| 928 |
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| 929 |
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| 930 |
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| 931 |
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| 932 |
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| 936 |
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| 937 |
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| 938 |
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| 939 |
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| 940 |
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| 941 |
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| 942 |
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| 943 |
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| 944 |
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| 946 |
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| 1000 |
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| 1015 |
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| 1016 |
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| 1017 |
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| 1018 |
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| 1019 |
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| 1020 |
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| 1021 |
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| 1022 |
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"category": "Joined application / comparison",
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| 1023 |
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| 1024 |
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| 1027 |
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| 1028 |
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| 1030 |
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| 1031 |
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| 1032 |
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| 1033 |
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| 1034 |
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| 1036 |
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| 1037 |
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| 1038 |
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| 1039 |
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| 1040 |
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| 1042 |
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| 1043 |
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| 1044 |
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| 1045 |
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| 1049 |
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| 1050 |
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| 1051 |
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| 1052 |
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| 1054 |
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| 1055 |
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| 1056 |
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| 1057 |
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| 1058 |
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| 1059 |
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| 1060 |
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| 1062 |
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| 1068 |
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| 1070 |
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| 1074 |
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| 1075 |
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| 1076 |
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| 1077 |
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| 1078 |
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| 1079 |
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| 1080 |
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| 1081 |
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| 1082 |
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| 1083 |
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| 1084 |
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| 1086 |
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| 1087 |
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| 1090 |
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| 1091 |
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| 1092 |
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| 1093 |
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| 1094 |
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| 1095 |
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| 1096 |
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| 1097 |
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{
|
| 1098 |
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"category": "Calculation / transformation",
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| 1099 |
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| 1100 |
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| 1103 |
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| 1104 |
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| 1106 |
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| 1107 |
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| 1108 |
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| 1109 |
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| 1110 |
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| 1111 |
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| 1112 |
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"model": "anthropic/claude-opus-5.5",
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| 1113 |
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| 1114 |
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| 1115 |
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},
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{
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"model": "anthropic/claude-sonnet-5",
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| 1119 |
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| 1120 |
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| 1121 |
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},
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| 1123 |
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{
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"model": "google/gemini-3.8-flash",
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| 1125 |
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| 1126 |
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},
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{
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"model": "google/gemini-4-argon",
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},
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{
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"model": "gpt-5.6-sol",
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},
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{
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"model": "gpt-6-astra",
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{
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"model": "gpt-6.1-sol",
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| 1150 |
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},
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{
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"model": "moonshotai/kimi-k3",
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},
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{
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{
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}
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]
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},
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{
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"category": "Grounding / evidence limits",
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"items": 71,
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{
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"model": "anthropic/claude-opus-5",
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},
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{
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"model": "google/gemini-3.8-flash",
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},
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"model": "moonshotai/kimi-k3",
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},
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}
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]
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}
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| 1249 |
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],
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| 1250 |
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"category_definitions": {
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| 1251 |
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"Fact / rule identification": "Remaining criteria with only one source environment, including direct observations and rule or fact identification.",
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| 1252 |
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"Joined application / comparison": "Remaining criteria supported by both workspace and web sources, including comparisons and application of public rules to the local case.",
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| 1253 |
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"Calculation / transformation": "Required derived numerical values, arithmetic or numerical methods, time or unit conversions, or numerical feasibility checks.",
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| 1254 |
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"Grounding / evidence limits": "Explicit source/locator requirements or requirements to limit claims to what the available evidence establishes."
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| 1255 |
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},
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"category_precedence": [
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"Calculation / transformation",
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"Grounding / evidence limits",
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"Joined application / comparison",
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| 1260 |
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"Fact / rule identification"
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| 1261 |
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],
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| 1262 |
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"provenance": "Primary domains are original author-provided submission labels. 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.",
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| 1263 |
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"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.",
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"scoring_basis": "Saved per-item outcomes for non-perfect attempts; validated full-credit records imply every unit-weight item passed. No new grading.",
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| 1265 |
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"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."
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| 1266 |
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},
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| 1267 |
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"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.",
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"cohort_note": "The 1,269 earlier capped search runs are retained separately and are not pooled with the 1,350 uncapped runs.",
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{
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},
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},
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{
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},
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{
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| 1857 |
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|
| 1858 |
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}
|
analysis-summary-legacy-4269.json
ADDED
|
@@ -0,0 +1 @@
|
|
|
|
|
|
|
| 1 |
+
{"tasks":100,"runs":4269,"native_runs":3000,"ablation_runs":1269,"metrics":[{"model":"anthropic/claude-opus-5","condition":"native","tasks":100,"runs":300,"mean_reward":0.9224380066666666,"full_credit_pass_at_1":0.6966666666666667,"pass_power_k":{"1":0.6966666666666668,"2":0.59,"3":0.51},"perfect_attempts_per_task_histogram":{"2":24,"3":51,"0":17,"1":8}},{"model":"anthropic/claude-opus-5.5","condition":"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,"2":12,"3":76,"1":6}},{"model":"anthropic/claude-sonnet-5","condition":"native","tasks":100,"runs":300,"mean_reward":0.7452871033333334,"full_credit_pass_at_1":0.3433333333333333,"pass_power_k":{"1":0.34333333333333327,"2":0.17666666666666667,"3":0.11},"perfect_attempts_per_task_histogram":{"0":39,"1":30,"3":11,"2":20}},{"model":"google/gemini-3.8-flash","condition":"exa","tasks":47,"runs":141,"mean_reward":0.8852179432624113,"full_credit_pass_at_1":0.5460992907801419,"pass_power_k":{"1":0.5460992907801419,"2":0.47517730496453897,"3":0.425531914893617},"perfect_attempts_per_task_histogram":{"0":17,"3":20,"1":3,"2":7}},{"model":"google/gemini-3.8-flash","condition":"firecrawl","tasks":47,"runs":141,"mean_reward":0.8536526382978723,"full_credit_pass_at_1":0.44680851063829785,"pass_power_k":{"1":0.44680851063829785,"2":0.3262411347517731,"3":0.2765957446808511},"perfect_attempts_per_task_histogram":{"1":10,"3":13,"0":17,"2":7}},{"model":"google/gemini-3.8-flash","condition":"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":{"3":38,"2":24,"0":26,"1":12}},{"model":"google/gemini-3.8-flash","condition":"parallel","tasks":47,"runs":141,"mean_reward":0.8851616595744681,"full_credit_pass_at_1":0.5673758865248227,"pass_power_k":{"1":0.5673758865248227,"2":0.47517730496453897,"3":0.44680851063829785},"perfect_attempts_per_task_histogram":{"3":21,"1":9,"2":4,"0":13}},{"model":"gpt-5.6-sol","condition":"exa","tasks":47,"runs":141,"mean_reward":0.9034142765957447,"full_credit_pass_at_1":0.6382978723404256,"pass_power_k":{"1":0.6382978723404256,"2":0.5035460992907802,"3":0.40425531914893614},"perfect_attempts_per_task_histogram":{"0":9,"2":14,"1":5,"3":19}},{"model":"gpt-5.6-sol","condition":"firecrawl","tasks":47,"runs":141,"mean_reward":0.8824806028368795,"full_credit_pass_at_1":0.5957446808510638,"pass_power_k":{"1":0.5957446808510638,"2":0.48936170212765956,"3":0.425531914893617},"perfect_attempts_per_task_histogram":{"2":9,"3":20,"0":12,"1":6}},{"model":"gpt-5.6-sol","condition":"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":{"1":13,"0":15,"2":25,"3":47}},{"model":"gpt-5.6-sol","condition":"parallel","tasks":47,"runs":141,"mean_reward":0.8948098156028369,"full_credit_pass_at_1":0.6099290780141844,"pass_power_k":{"1":0.6099290780141844,"2":0.5106382978723404,"3":0.44680851063829785},"perfect_attempts_per_task_histogram":{"2":9,"0":12,"3":21,"1":5}},{"model":"gpt-6-astra","condition":"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":{"3":76,"0":13,"2":7,"1":4}},{"model":"gpt-6.1-sol","condition":"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":{"3":73,"0":14,"1":7,"2":6}},{"model":"moonshotai/kimi-k3","condition":"exa","tasks":47,"runs":141,"mean_reward":0.7981263191489362,"full_credit_pass_at_1":0.375886524822695,"pass_power_k":{"1":0.3758865248226951,"2":0.23404255319148937,"3":0.19148936170212766},"perfect_attempts_per_task_histogram":{"3":9,"0":18,"1":14,"2":6}},{"model":"moonshotai/kimi-k3","condition":"firecrawl","tasks":47,"runs":141,"mean_reward":0.7683709078014185,"full_credit_pass_at_1":0.36879432624113473,"pass_power_k":{"1":0.36879432624113473,"2":0.2553191489361702,"3":0.19148936170212766},"perfect_attempts_per_task_histogram":{"0":22,"1":7,"2":9,"3":9}},{"model":"moonshotai/kimi-k3","condition":"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":{"1":28,"0":36,"3":23,"2":13}},{"model":"moonshotai/kimi-k3","condition":"parallel","tasks":47,"runs":141,"mean_reward":0.8110883475177305,"full_credit_pass_at_1":0.375886524822695,"pass_power_k":{"1":0.3758865248226951,"2":0.2553191489361702,"3":0.19148936170212766},"perfect_attempts_per_task_histogram":{"1":8,"0":21,"2":9,"3":9}},{"model":"thinkingmachines/inkling","condition":"native","tasks":100,"runs":300,"mea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reward and full-credit probability from three selected final attempts per task/configuration; pass^k is the mean probability that all k attempts pass, comb(c,k)/comb(3,k)."}
|
analysis-summary.json
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|
| 1 |
+
{
|
| 2 |
+
"task_count": 100,
|
| 3 |
+
"current_native_runs": 3300,
|
| 4 |
+
"current_uncapped_search_runs": 1350,
|
| 5 |
+
"retained_legacy_capped_runs": 1269,
|
| 6 |
+
"retained_run_count": 5919,
|
| 7 |
+
"added_run_count": 1650,
|
| 8 |
+
"native_models": [
|
| 9 |
+
{
|
| 10 |
+
"id": "google/gemini-4-argon",
|
| 11 |
+
"name": "Gemini 4 Argon",
|
| 12 |
+
"lab": "Google",
|
| 13 |
+
"strict": 86.7,
|
| 14 |
+
"strict_ci": [
|
| 15 |
+
80.7,
|
| 16 |
+
92.3
|
| 17 |
+
],
|
| 18 |
+
"mean": 97.5,
|
| 19 |
+
"mean_ci": [
|
| 20 |
+
96.1,
|
| 21 |
+
98.7
|
| 22 |
+
],
|
| 23 |
+
"all3": 81,
|
| 24 |
+
"near80": 85.0,
|
| 25 |
+
"counts": [
|
| 26 |
+
7,
|
| 27 |
+
7,
|
| 28 |
+
5,
|
| 29 |
+
81
|
| 30 |
+
],
|
| 31 |
+
"hat3": 81.0,
|
| 32 |
+
"hat3_ci": [
|
| 33 |
+
73.0,
|
| 34 |
+
88.0
|
| 35 |
+
]
|
| 36 |
+
},
|
| 37 |
+
{
|
| 38 |
+
"id": "anthropic/claude-opus-5.5",
|
| 39 |
+
"name": "Opus 5.5",
|
| 40 |
+
"lab": "Anthropic",
|
| 41 |
+
"strict": 86.0,
|
| 42 |
+
"strict_ci": [
|
| 43 |
+
80.0,
|
| 44 |
+
91.3
|
| 45 |
+
],
|
| 46 |
+
"mean": 97.0,
|
| 47 |
+
"mean_ci": [
|
| 48 |
+
95.2,
|
| 49 |
+
98.4
|
| 50 |
+
],
|
| 51 |
+
"all3": 76,
|
| 52 |
+
"near80": 81.0,
|
| 53 |
+
"counts": [
|
| 54 |
+
6,
|
| 55 |
+
6,
|
| 56 |
+
12,
|
| 57 |
+
76
|
| 58 |
+
],
|
| 59 |
+
"hat3": 76.0,
|
| 60 |
+
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|
| 61 |
+
67.0,
|
| 62 |
+
84.0
|
| 63 |
+
]
|
| 64 |
+
},
|
| 65 |
+
{
|
| 66 |
+
"id": "gpt-6-astra",
|
| 67 |
+
"name": "GPT-6 Astra",
|
| 68 |
+
"lab": "OpenAI",
|
| 69 |
+
"strict": 82.0,
|
| 70 |
+
"strict_ci": [
|
| 71 |
+
74.7,
|
| 72 |
+
88.7
|
| 73 |
+
],
|
| 74 |
+
"mean": 95.8,
|
| 75 |
+
"mean_ci": [
|
| 76 |
+
93.9,
|
| 77 |
+
97.5
|
| 78 |
+
],
|
| 79 |
+
"all3": 76,
|
| 80 |
+
"near80": 63.0,
|
| 81 |
+
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|
| 82 |
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13,
|
| 83 |
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4,
|
| 84 |
+
7,
|
| 85 |
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76
|
| 86 |
+
],
|
| 87 |
+
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|
| 88 |
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|
| 89 |
+
67.0,
|
| 90 |
+
84.0
|
| 91 |
+
]
|
| 92 |
+
},
|
| 93 |
+
{
|
| 94 |
+
"id": "gpt-6.1-sol",
|
| 95 |
+
"name": "GPT-6.1 Sol",
|
| 96 |
+
"lab": "OpenAI",
|
| 97 |
+
"strict": 79.3,
|
| 98 |
+
"strict_ci": [
|
| 99 |
+
71.7,
|
| 100 |
+
86.3
|
| 101 |
+
],
|
| 102 |
+
"mean": 94.5,
|
| 103 |
+
"mean_ci": [
|
| 104 |
+
92.3,
|
| 105 |
+
96.5
|
| 106 |
+
],
|
| 107 |
+
"all3": 73,
|
| 108 |
+
"near80": 56.5,
|
| 109 |
+
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|
| 110 |
+
14,
|
| 111 |
+
7,
|
| 112 |
+
6,
|
| 113 |
+
73
|
| 114 |
+
],
|
| 115 |
+
"hat3": 73.0,
|
| 116 |
+
"hat3_ci": [
|
| 117 |
+
64.0,
|
| 118 |
+
82.0
|
| 119 |
+
]
|
| 120 |
+
},
|
| 121 |
+
{
|
| 122 |
+
"id": "anthropic/claude-opus-5",
|
| 123 |
+
"name": "Opus 5",
|
| 124 |
+
"lab": "Anthropic",
|
| 125 |
+
"strict": 69.7,
|
| 126 |
+
"strict_ci": [
|
| 127 |
+
62.3,
|
| 128 |
+
77.0
|
| 129 |
+
],
|
| 130 |
+
"mean": 92.2,
|
| 131 |
+
"mean_ci": [
|
| 132 |
+
89.7,
|
| 133 |
+
94.5
|
| 134 |
+
],
|
| 135 |
+
"all3": 51,
|
| 136 |
+
"near80": 59.3,
|
| 137 |
+
"counts": [
|
| 138 |
+
17,
|
| 139 |
+
8,
|
| 140 |
+
24,
|
| 141 |
+
51
|
| 142 |
+
],
|
| 143 |
+
"hat3": 51.0,
|
| 144 |
+
"hat3_ci": [
|
| 145 |
+
41.0,
|
| 146 |
+
60.0
|
| 147 |
+
]
|
| 148 |
+
},
|
| 149 |
+
{
|
| 150 |
+
"id": "x-ai/grok-4.6",
|
| 151 |
+
"name": "Grok 4.6",
|
| 152 |
+
"lab": "xAI",
|
| 153 |
+
"strict": 69.0,
|
| 154 |
+
"strict_ci": [
|
| 155 |
+
61.3,
|
| 156 |
+
76.3
|
| 157 |
+
],
|
| 158 |
+
"mean": 91.5,
|
| 159 |
+
"mean_ci": [
|
| 160 |
+
88.7,
|
| 161 |
+
94.0
|
| 162 |
+
],
|
| 163 |
+
"all3": 54,
|
| 164 |
+
"near80": 57.0,
|
| 165 |
+
"counts": [
|
| 166 |
+
17,
|
| 167 |
+
13,
|
| 168 |
+
16,
|
| 169 |
+
54
|
| 170 |
+
],
|
| 171 |
+
"hat3": 54.0,
|
| 172 |
+
"hat3_ci": [
|
| 173 |
+
44.0,
|
| 174 |
+
64.0
|
| 175 |
+
]
|
| 176 |
+
},
|
| 177 |
+
{
|
| 178 |
+
"id": "gpt-5.6-sol",
|
| 179 |
+
"name": "GPT-5.6 Sol",
|
| 180 |
+
"lab": "OpenAI",
|
| 181 |
+
"strict": 68.0,
|
| 182 |
+
"strict_ci": [
|
| 183 |
+
60.7,
|
| 184 |
+
75.0
|
| 185 |
+
],
|
| 186 |
+
"mean": 90.7,
|
| 187 |
+
"mean_ci": [
|
| 188 |
+
87.5,
|
| 189 |
+
93.5
|
| 190 |
+
],
|
| 191 |
+
"all3": 47,
|
| 192 |
+
"near80": 56.2,
|
| 193 |
+
"counts": [
|
| 194 |
+
15,
|
| 195 |
+
13,
|
| 196 |
+
25,
|
| 197 |
+
47
|
| 198 |
+
],
|
| 199 |
+
"hat3": 47.0,
|
| 200 |
+
"hat3_ci": [
|
| 201 |
+
37.0,
|
| 202 |
+
57.0
|
| 203 |
+
]
|
| 204 |
+
},
|
| 205 |
+
{
|
| 206 |
+
"id": "google/gemini-3.8-flash",
|
| 207 |
+
"name": "Gemini 3.8 Flash",
|
| 208 |
+
"lab": "Google",
|
| 209 |
+
"strict": 58.0,
|
| 210 |
+
"strict_ci": [
|
| 211 |
+
50.0,
|
| 212 |
+
66.0
|
| 213 |
+
],
|
| 214 |
+
"mean": 87.2,
|
| 215 |
+
"mean_ci": [
|
| 216 |
+
83.7,
|
| 217 |
+
90.4
|
| 218 |
+
],
|
| 219 |
+
"all3": 38,
|
| 220 |
+
"near80": 53.2,
|
| 221 |
+
"counts": [
|
| 222 |
+
26,
|
| 223 |
+
12,
|
| 224 |
+
24,
|
| 225 |
+
38
|
| 226 |
+
],
|
| 227 |
+
"hat3": 38.0,
|
| 228 |
+
"hat3_ci": [
|
| 229 |
+
29.0,
|
| 230 |
+
47.0
|
| 231 |
+
]
|
| 232 |
+
},
|
| 233 |
+
{
|
| 234 |
+
"id": "moonshotai/kimi-k3",
|
| 235 |
+
"name": "Kimi K3",
|
| 236 |
+
"lab": "Moonshot AI",
|
| 237 |
+
"strict": 41.0,
|
| 238 |
+
"strict_ci": [
|
| 239 |
+
33.7,
|
| 240 |
+
48.7
|
| 241 |
+
],
|
| 242 |
+
"mean": 80.9,
|
| 243 |
+
"mean_ci": [
|
| 244 |
+
77.0,
|
| 245 |
+
84.6
|
| 246 |
+
],
|
| 247 |
+
"all3": 23,
|
| 248 |
+
"near80": 46.3,
|
| 249 |
+
"counts": [
|
| 250 |
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36,
|
| 251 |
+
28,
|
| 252 |
+
13,
|
| 253 |
+
23
|
| 254 |
+
],
|
| 255 |
+
"hat3": 23.0,
|
| 256 |
+
"hat3_ci": [
|
| 257 |
+
15.0,
|
| 258 |
+
31.0
|
| 259 |
+
]
|
| 260 |
+
},
|
| 261 |
+
{
|
| 262 |
+
"id": "anthropic/claude-sonnet-5",
|
| 263 |
+
"name": "Sonnet 5",
|
| 264 |
+
"lab": "Anthropic",
|
| 265 |
+
"strict": 34.3,
|
| 266 |
+
"strict_ci": [
|
| 267 |
+
28.0,
|
| 268 |
+
41.0
|
| 269 |
+
],
|
| 270 |
+
"mean": 74.5,
|
| 271 |
+
"mean_ci": [
|
| 272 |
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69.9,
|
| 273 |
+
78.9
|
| 274 |
+
],
|
| 275 |
+
"all3": 11,
|
| 276 |
+
"near80": 39.1,
|
| 277 |
+
"counts": [
|
| 278 |
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39,
|
| 279 |
+
30,
|
| 280 |
+
20,
|
| 281 |
+
11
|
| 282 |
+
],
|
| 283 |
+
"hat3": 11.0,
|
| 284 |
+
"hat3_ci": [
|
| 285 |
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5.0,
|
| 286 |
+
17.0
|
| 287 |
+
]
|
| 288 |
+
},
|
| 289 |
+
{
|
| 290 |
+
"id": "thinkingmachines/inkling",
|
| 291 |
+
"name": "Inkling",
|
| 292 |
+
"lab": "Thinking Machines",
|
| 293 |
+
"strict": 3.0,
|
| 294 |
+
"strict_ci": [
|
| 295 |
+
1.3,
|
| 296 |
+
5.0
|
| 297 |
+
],
|
| 298 |
+
"mean": 41.6,
|
| 299 |
+
"mean_ci": [
|
| 300 |
+
37.3,
|
| 301 |
+
45.9
|
| 302 |
+
],
|
| 303 |
+
"all3": 0,
|
| 304 |
+
"near80": 7.6,
|
| 305 |
+
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}
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| 616 |
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52.7
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],
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| 627 |
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],
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{
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| 631 |
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| 634 |
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],
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{
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58.0
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| 645 |
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],
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| 647 |
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}
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| 648 |
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]
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| 649 |
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}
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| 650 |
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| 653 |
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| 654 |
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| 655 |
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| 656 |
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"Mechanism and configuration",
|
| 657 |
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| 658 |
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],
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| 661 |
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| 664 |
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11
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| 665 |
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| 671 |
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| 672 |
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147
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| 673 |
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],
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| 674 |
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| 675 |
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{
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| 678 |
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"id": "google/gemini-4-argon",
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| 679 |
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"name": "Gemini 4 Argon",
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| 680 |
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| 681 |
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19,
|
| 682 |
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6,
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| 683 |
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9,
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| 684 |
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2,
|
| 685 |
+
4
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| 686 |
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],
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| 687 |
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| 688 |
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},
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| 689 |
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{
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| 690 |
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"id": "anthropic/claude-opus-5.5",
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| 691 |
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"name": "Opus 5.5",
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| 692 |
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|
| 694 |
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4,
|
| 695 |
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6,
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| 696 |
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3,
|
| 697 |
+
2
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| 698 |
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],
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| 700 |
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},
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| 701 |
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{
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| 702 |
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"id": "gpt-6-astra",
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| 703 |
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"name": "GPT-6 Astra",
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| 704 |
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| 705 |
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13,
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| 706 |
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11,
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| 707 |
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| 708 |
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6,
|
| 709 |
+
9
|
| 710 |
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],
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| 711 |
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| 712 |
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},
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| 713 |
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{
|
| 714 |
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"id": "gpt-6.1-sol",
|
| 715 |
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"name": "GPT-6.1 Sol",
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| 716 |
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| 717 |
+
18,
|
| 718 |
+
13,
|
| 719 |
+
14,
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| 720 |
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8,
|
| 721 |
+
9
|
| 722 |
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],
|
| 723 |
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| 724 |
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},
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| 725 |
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{
|
| 726 |
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"id": "anthropic/claude-opus-5",
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| 727 |
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"name": "Opus 5",
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| 728 |
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| 729 |
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40,
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| 730 |
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18,
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| 731 |
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8,
|
| 732 |
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14,
|
| 733 |
+
11
|
| 734 |
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],
|
| 735 |
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| 736 |
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},
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| 737 |
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{
|
| 738 |
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"id": "x-ai/grok-4.6",
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| 739 |
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"name": "Grok 4.6",
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| 740 |
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31,
|
| 742 |
+
20,
|
| 743 |
+
14,
|
| 744 |
+
17,
|
| 745 |
+
11
|
| 746 |
+
],
|
| 747 |
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"total": 93
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| 748 |
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},
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| 749 |
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{
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| 750 |
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"id": "gpt-5.6-sol",
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| 751 |
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"name": "GPT-5.6 Sol",
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| 752 |
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| 753 |
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28,
|
| 754 |
+
20,
|
| 755 |
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23,
|
| 756 |
+
12,
|
| 757 |
+
13
|
| 758 |
+
],
|
| 759 |
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| 760 |
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| 761 |
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{
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| 762 |
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"id": "google/gemini-3.8-flash",
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| 763 |
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| 769 |
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| 770 |
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| 771 |
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"category": "Grounding / evidence limits",
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"items": 71,
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"judgements": 2343,
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"models": [
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{
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"model": "anthropic/claude-opus-5",
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"passed": 186,
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| 1184 |
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},
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{
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"model": "anthropic/claude-opus-5.5",
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| 1189 |
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| 1190 |
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| 1191 |
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},
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| 1193 |
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{
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"model": "anthropic/claude-sonnet-5",
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| 1195 |
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"passed": 166,
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| 1196 |
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},
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| 1199 |
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{
|
| 1200 |
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"model": "google/gemini-3.8-flash",
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| 1201 |
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},
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{
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"model": "google/gemini-4-argon",
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"passed": 200,
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},
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{
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| 1212 |
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"model": "gpt-5.6-sol",
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},
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{
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| 1218 |
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"model": "gpt-6-astra",
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| 1221 |
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},
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{
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"model": "gpt-6.1-sol",
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},
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{
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| 1230 |
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"model": "moonshotai/kimi-k3",
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},
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{
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"model": "thinkingmachines/inkling",
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},
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{
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"model": "x-ai/grok-4.6",
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}
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| 1247 |
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]
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| 1248 |
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}
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| 1249 |
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],
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| 1250 |
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"category_definitions": {
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| 1251 |
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"Fact / rule identification": "Remaining criteria with only one source environment, including direct observations and rule or fact identification.",
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| 1252 |
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"Joined application / comparison": "Remaining criteria supported by both workspace and web sources, including comparisons and application of public rules to the local case.",
|
| 1253 |
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"Calculation / transformation": "Required derived numerical values, arithmetic or numerical methods, time or unit conversions, or numerical feasibility checks.",
|
| 1254 |
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"Grounding / evidence limits": "Explicit source/locator requirements or requirements to limit claims to what the available evidence establishes."
|
| 1255 |
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},
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| 1256 |
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"category_precedence": [
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"Calculation / transformation",
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| 1258 |
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"Grounding / evidence limits",
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"Joined application / comparison",
|
| 1260 |
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"Fact / rule identification"
|
| 1261 |
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],
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| 1262 |
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"provenance": "Primary domains are original author-provided submission labels. 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.",
|
| 1263 |
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"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.",
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| 1264 |
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"scoring_basis": "Saved per-item outcomes for non-perfect attempts; validated full-credit records imply every unit-weight item passed. No new grading.",
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| 1265 |
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"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."
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| 1266 |
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},
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| 1267 |
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"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.",
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| 1268 |
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"cohort_note": "The 1,269 earlier capped search runs are retained separately and are not pooled with the 1,350 uncapped runs.",
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| 1269 |
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{
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},
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"model": "anthropic/claude-opus-5.5",
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},
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},
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