Add reviewed DRB-II development calibration
Browse files
README.md
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---
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pretty_name: Sponge research evaluations
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license: cc-by-4.0
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language:
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- en
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task_categories:
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- text-generation
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tags:
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- evaluation
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- deep-research
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size_categories:
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- n<1K
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---
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# Sponge research evaluations
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This archive contains selected numeric research evaluations from
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[Sponge V2](https://sponge.computer). Each study includes its method, source
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identities, accounting scope and limits. Study IDs identify fixed results;
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corrections receive separate records.
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| Study | Comparison | Result | Scope |
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| --- | --- | --- | --- |
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| [DRB-II development calibration, 27 September 2026](studies/drb2-exposed-calibration-20260927-v1/method.md) | Revision versus revision with more retrieved evidence | Mean criterion satisfaction: 20.28% versus 32.33% | Two previously exposed tasks, four retained reports, one official-format evaluation per report |
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The calibration compares Sponge variants using a partial retained source corpus.
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It supports a descriptive result on those two tasks. Performance on unseen
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tasks and comparisons with external research systems require separate studies.
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Files contain authored methods, numeric results and source hashes. Research
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reports, retrieved documents, benchmark questions and rubrics, provider
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responses, and account records are excluded. The earlier incomplete adapted
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evaluation is recorded alongside the separate calibration.
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See each study's `metrics.json`, `provenance.json` and `rights.md` for its data,
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source identities and attribution. The authored export is licensed under
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[CC BY 4.0](https://creativecommons.org/licenses/by/4.0/).
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studies/drb2-exposed-calibration-20260927-v1/method.md
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# Reports with evidence refresh scored higher on two development tasks
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On two exposed DeepResearch-Bench-II tasks, Sponge V2 reports using evidence
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refresh averaged 32.33% criterion satisfaction, compared with 20.28% for revision
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alone. The difference was 12.06 percentage points. Both task-level differences
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were positive.
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| Task | Criteria | Revision satisfied | Refresh satisfied | Revision score | Refresh score |
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| --- | ---: | ---: | ---: | ---: | ---: |
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| `drb2-10` | 67 | 13 | 24 | 19.40% | 35.82% |
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| `drb2-16` | 52 | 11 | 15 | 21.15% | 28.85% |
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## Comparison
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Both variants generated a draft, critique and final revision with
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`openai/gpt-5.4-mini`. They used the same partial retained corpus of six sources
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per task, with a 24,000-byte final-report limit. The refresh variant supplied
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16 additional passages before revision. Source acquisition was outside this
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comparison.
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The questions and reports had already guided development. All four reports
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were fixed before this calibration; no report was regenerated in response to
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the new grades. There was one report per variant and task and one evaluation
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per report.
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## Evaluation
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The evaluator used the prompt from
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[DeepResearch-Bench-II revision `087c1b8`](https://github.com/imlrz/DeepResearch-Bench-II/tree/087c1b8d4a0ed46fd3dd8615a0b5e93ce3acf6f8),
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with GPT-5.5, medium reasoning, a 32,768-token completion limit and chunks of
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50 criteria. Requests went through Vercel AI Gateway to OpenAI. The formatter
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matched the pinned upstream prompt byte for byte for all eight requests.
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A task's score is the count of criteria assigned `1`, divided by every
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criterion. Scores of `0` and blocked scores of `-1` remain in the denominator.
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The reported mean weights both tasks equally. Literal quotation checks were
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diagnostics and did not alter scores.
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The local runner accepted strict JSON or one whole-answer JSON code fence and
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made no repair or retry calls. Gateway routing and this parser/retry policy
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differ from the upstream runner. All eight grading calls completed, covering
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all four reports and 238 criterion evaluations. An invented two-criterion
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canary completed first with the expected scores.
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An independent Codex agent checked report, request, rubric and response hashes,
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upstream formatting, criterion coverage and score arithmetic. That check did
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not assess the substantive truth of every report claim.
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## Cost and time
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The eight grading calls cost $1.245172; the canary cost $0.012720. All nine
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charges were verified against provider generation metadata, for a total of
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$1.257892. These figures cover the new calibration only. Original report
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generation and source preparation are outside that cost total.
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`metrics.json` includes each original report's recorded generation duration.
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The calibration adapter did not record per-call wall-clock durations, so its
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elapsed-time field is null.
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## Limits and earlier evaluation
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This is a descriptive development result from two exposed tasks and a partial
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source corpus. It does not estimate unseen-task performance, end-to-end web
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research quality, repeated-run variability or performance against another
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research system. The official-format criterion scores also do not independently
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verify every citation and substantive claim.
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An earlier adapted mini-model evaluation of these reports completed 17 of
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24 grading batches; three failed and four were not run after earlier failures.
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Only one report received complete grading. That evaluation remains incomplete,
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with `analysisQualified: false` and no paired comparison. The present
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calibration is a separate protocol and does not replace its results.
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studies/drb2-exposed-calibration-20260927-v1/metrics.json
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{
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"contract": "sponge.public-study-metrics.v1",
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"studyId": "drb2-exposed-calibration-20260927-v1",
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"date": "2026-09-27",
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"protocolId": "drb2-official-format-gpt55-calibration-v1",
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"comparisonScope": "descriptive paired calibration of retained reports on exposed development tasks",
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"analysisQualified": true,
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"assignedCases": [
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"drb2-10",
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+
"drb2-16"
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],
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"exposure": "development",
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+
"assignedReports": 4,
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+
"completeReports": 4,
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+
"failedReports": 0,
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+
"missingJudgments": 0,
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+
"gradingCalls": 8,
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+
"failedGradingCalls": 0,
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+
"unrunGradingCalls": 0,
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+
"rows": [
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{
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| 22 |
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"caseId": "drb2-10",
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| 23 |
+
"armId": "coverage-v1",
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| 24 |
+
"status": "complete",
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+
"criteria": 67,
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| 26 |
+
"satisfied": 13,
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| 27 |
+
"blocked": 0,
|
| 28 |
+
"score": 0.19402985074626866,
|
| 29 |
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"reportSha256": "03b8b0a75bcf49b4491121105b9b7a79d180aa23bcf80c70270641f55084bbea",
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| 30 |
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"gradingCalls": 2,
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| 31 |
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"gradingCostMicros": 356815,
|
| 32 |
+
"originalGenerationElapsedMs": 44092
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| 33 |
+
},
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+
{
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| 35 |
+
"caseId": "drb2-10",
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| 36 |
+
"armId": "coverage-refresh-v1",
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| 37 |
+
"status": "complete",
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| 38 |
+
"criteria": 67,
|
| 39 |
+
"satisfied": 24,
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| 40 |
+
"blocked": 0,
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| 41 |
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"score": 0.3582089552238806,
|
| 42 |
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"reportSha256": "7ce7ee233daafcbf8bf792c19a41922b8c86c32c18083289a167ef98e63684e7",
|
| 43 |
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"gradingCalls": 2,
|
| 44 |
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"gradingCostMicros": 433255,
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| 45 |
+
"originalGenerationElapsedMs": 49308
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| 46 |
+
},
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| 47 |
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{
|
| 48 |
+
"caseId": "drb2-16",
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| 49 |
+
"armId": "coverage-v1",
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| 50 |
+
"status": "complete",
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| 51 |
+
"criteria": 52,
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| 52 |
+
"satisfied": 11,
|
| 53 |
+
"blocked": 0,
|
| 54 |
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"score": 0.21153846153846154,
|
| 55 |
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"reportSha256": "a00e9fde17e293bbab0d14775f806eaf203e8bc86b470afe4bc3ca90b51ff234",
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| 56 |
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"gradingCalls": 2,
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| 57 |
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"gradingCostMicros": 219296,
|
| 58 |
+
"originalGenerationElapsedMs": 37985
|
| 59 |
+
},
|
| 60 |
+
{
|
| 61 |
+
"caseId": "drb2-16",
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| 62 |
+
"armId": "coverage-refresh-v1",
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| 63 |
+
"status": "complete",
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| 64 |
+
"criteria": 52,
|
| 65 |
+
"satisfied": 15,
|
| 66 |
+
"blocked": 0,
|
| 67 |
+
"score": 0.28846153846153844,
|
| 68 |
+
"reportSha256": "44f726daec3ecdab6d77cd88c42217aaaeb619d36c1aebbb149a584815be03c4",
|
| 69 |
+
"gradingCalls": 2,
|
| 70 |
+
"gradingCostMicros": 235806,
|
| 71 |
+
"originalGenerationElapsedMs": 42941
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| 72 |
+
}
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],
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| 74 |
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"aggregation": "unweighted mean of task-level satisfied / all criteria",
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| 75 |
+
"means": {
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| 76 |
+
"coverage-v1": 0.2027841561423651,
|
| 77 |
+
"coverage-refresh-v1": 0.32333524684270953
|
| 78 |
+
},
|
| 79 |
+
"meanDifference": 0.12055109070034442,
|
| 80 |
+
"cost": {
|
| 81 |
+
"currency": "USD",
|
| 82 |
+
"gradingMicros": 1245172,
|
| 83 |
+
"canaryMicros": 12720,
|
| 84 |
+
"totalNewMicros": 1257892,
|
| 85 |
+
"verifiedCalls": 9,
|
| 86 |
+
"unknownCosts": 0,
|
| 87 |
+
"scope": "new official grading and invented canary only; original report-generation costs excluded"
|
| 88 |
+
},
|
| 89 |
+
"calibrationElapsedMs": null,
|
| 90 |
+
"calibrationElapsedReason": "The private calibration adapter did not record per-call wall-clock durations.",
|
| 91 |
+
"priorAdaptedEvaluation": {
|
| 92 |
+
"protocolId": "adapted-v7",
|
| 93 |
+
"analysisQualified": false,
|
| 94 |
+
"plannedBatches": 24,
|
| 95 |
+
"scoredBatches": 17,
|
| 96 |
+
"failedBatches": 3,
|
| 97 |
+
"unrunBatches": 4,
|
| 98 |
+
"completeReports": 1,
|
| 99 |
+
"pairedComparison": null
|
| 100 |
+
}
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}
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studies/drb2-exposed-calibration-20260927-v1/provenance.json
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{
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"contract": "sponge.public-study-provenance.v1",
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| 3 |
+
"studyId": "drb2-exposed-calibration-20260927-v1",
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| 4 |
+
"projectUrl": "https://sponge.computer",
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| 5 |
+
"benchmark": {
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| 6 |
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"name": "DeepResearch-Bench-II",
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| 7 |
+
"url": "https://github.com/imlrz/DeepResearch-Bench-II",
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| 8 |
+
"revision": "087c1b8d4a0ed46fd3dd8615a0b5e93ce3acf6f8",
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| 9 |
+
"datasetSha256": "263aaabb8c279fb16cbe7c9499afe82d657a8ab3ccfb07ace084387e367d921a",
|
| 10 |
+
"selectedRubricSha256": "63e12b6f1c8f9a7a98cfa7041dc5ac4682ae26dfc0df8b8ceb03fac47fba48f6"
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| 11 |
+
},
|
| 12 |
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"evaluator": {
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| 13 |
+
"model": "openai/gpt-5.5",
|
| 14 |
+
"route": "Vercel AI Gateway / OpenAI",
|
| 15 |
+
"reasoning": "medium",
|
| 16 |
+
"maximumCompletionTokens": 32768,
|
| 17 |
+
"criterionBatchSize": 50,
|
| 18 |
+
"configurationSha256": "300a2d1f2312a2f6232aa470cd7971369ff401a73f643f8da8fb6d43a4a776ea",
|
| 19 |
+
"spongeTransportSourceRevision": "a887ebd1edbf675fbf8d94aeff5eac53f56f071a",
|
| 20 |
+
"spongeRepository": "https://github.com/hraness/spongev2",
|
| 21 |
+
"privateCalibrationRunnerSha256": "7eeeb44154660eebe6d3ddd1e5ef0a657d6f1c45fcd00c53106d91ec122a5b1d",
|
| 22 |
+
"promptTemplateTextSha256": "2b40577e219d87294e49f9e4ce8e1038556e56d120b871bd1bfd3c327c609a50",
|
| 23 |
+
"promptTemplateFileSha256": "ff726e03c3841c60e0d85f5f808201a18fd8985eda54114b2ea131117d429f1a"
|
| 24 |
+
},
|
| 25 |
+
"generation": {
|
| 26 |
+
"model": "openai/gpt-5.4-mini",
|
| 27 |
+
"harnessSha256": "af8fedd6ce5a47d8dbc3bfe88ab842762da08efd0fa09db12f4005e77fb39037",
|
| 28 |
+
"manifestSha256": "b212bfa5faee7eecb640d16c8e216d72aa7bf04e659829f2a1f634d3d1782ad9",
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| 29 |
+
"generationFileSha256": "7e508e21e591899d166c7e0f8b6983721d0cd59c2cc0fbe66f07cd99f74b8961"
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| 30 |
+
},
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| 31 |
+
"calibrationPlanSha256": "e6dcc20c6f51f76c5157913a5a4c4a38342a8c8d3dd21b2f2fdffb9932946057",
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| 32 |
+
"independentAuditSha256": "5435f9db8e2a152f15bd7cfa57f4a3bc127cf671a5759734c8ac225dfcae42f9",
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| 33 |
+
"methodDraftedBy": "OpenAI Codex root agent",
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| 34 |
+
"methodReviewStatus": "independently reviewed",
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| 35 |
+
"generationStyleVersion": "hraness-generation-style/v1",
|
| 36 |
+
"methodReviewedBy": "OpenAI Codex independent agent (repo_recon)"
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| 37 |
+
}
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studies/drb2-exposed-calibration-20260927-v1/rights.md
ADDED
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| 1 |
+
# Rights and attribution
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| 2 |
+
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| 3 |
+
The numeric observations, method description and archive card were prepared
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| 4 |
+
for Sponge V2 by OpenAI Codex agents. The export owner is Hraness. These authored
|
| 5 |
+
export files are offered under
|
| 6 |
+
[Creative Commons Attribution 4.0 International](https://creativecommons.org/licenses/by/4.0/).
|
| 7 |
+
Attribute the archive as “Sponge research evaluations, Hraness” and retain the
|
| 8 |
+
study ID and revision when citing a result.
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| 9 |
+
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| 10 |
+
DeepResearch-Bench-II is the benchmark used for evaluation. Credit its authors
|
| 11 |
+
through the [upstream project](https://github.com/imlrz/DeepResearch-Bench-II)
|
| 12 |
+
and its requested scholarly citation. Its source revision and dataset hashes
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| 13 |
+
identify the evaluated material. This export does not redistribute benchmark
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| 14 |
+
questions, rubrics, reference reports or the upstream evaluator prompt.
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| 15 |
+
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| 16 |
+
Generated research reports, third-party source bodies, raw provider responses,
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| 17 |
+
private paths, account records and credentials are excluded. Their absence
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| 18 |
+
limits public reproduction to the numeric aggregation and described method.
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| 19 |
+
Licensing this authored export grants no rights to those excluded materials.
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