Datasets:

ollymcbride4
/

docdrift-bugs

@@ -1,5 +1,5 @@
 ---
-pretty_name: DocDrift v2
 configs:
   - config_name: findings
     data_files: findings.parquet
@@ -15,50 +15,61 @@ configs:
     data_files: beamv3_findings.parquet
   - config_name: token_ledger
     data_files: token_ledger.parquet
-license: other
 task_categories:
   - text-classification
 language:
   - en
 tags:
-  - docdrift
-  - beam
-  - long-context
-  - docs
   - code
 ---
-# DocDrift v2
-Unpublished companion dataset for RepoAtlas-1M. Numbers come from `results_live/`. This card is sdk-free.
-## Splits
-| file | rows | meaning |
-|---|---|---|
-| findings.jsonl / .parquet | 60 | Hybrid method items (the 60 findings) |
-| triage_verdicts.jsonl / .parquet | 56 | Beam triage verdicts (56 judged) |
-| repros.jsonl / .parquet | 54 | Executable repro cases (54) |
-| planted_drift.jsonl / .parquet | 58 | Planted-drift set + ground truth |
-| ablation_verdicts.jsonl / .parquet | 56 | Whole-repo vs local-file triage on the same 56 candidates |
-| beamv3_findings.jsonl / .parquet | 115 | Docs-pass + py32k findings with labels (unlabelled not counted as true) |
-| token_ledger.jsonl / .parquet | 281 | Hybrid + recall + ablation + beamv3 token ledger |
-## Fields
-- `hand_verdict`: stored field name. **Description:** checked against the source by an AI reviewer. Not a human annotator.
-- `verdict` / `strict_confirmed` / `repro_status`: from `hybrid.json` and `repros.json`.
-- `label` on beamv3_findings: existing labelled set, AI source-check, or unlabelled. Unlabelled is not true.
-- Citation fields are quote alignment only, including line-shifted matches (±3 lines).
 ## Limits
-- The 45-drift universe is the union of method output.
 - 11 of 12 libraries were triaged; structlog failed; cattrs needed 2 calls.
 - 2 false + 1 unclear received a strict badge (werkzeug S38, S39 false; S41 unclear).
 - End-to-end including repro is 9,302,105 (~9.3M) = 4,424,575 + 4,739,392 + 138,138.
 - Ablation ledger (local + stability, not in that 9.3M): 1,948,469 tokens over 60 calls.
-- Beam v3 ledger (docs + py32k + stability + repro, not in that 9.3M): 7,713,453 tokens over 168 calls.
-- Long context did not change verdict accuracy on these 56 candidates; it changed citation grounding.
-- Adding py32k recovered 7 of 11 hybrid misses; the docs pass recovered 1. New-item precision is a lower bound (18.5% for hybrid+py32k). Headline stays 34 of 45.

 ---
+pretty_name: DocDrift bugs
 configs:
   - config_name: findings
     data_files: findings.parquet
     data_files: beamv3_findings.parquet
   - config_name: token_ledger
     data_files: token_ledger.parquet
+license: cc-by-4.0
 task_categories:
   - text-classification
 language:
   - en
 tags:
   - code
+  - documentation
+  - long-context
+  - beam
+  - docdrift
 ---
+# DocDrift bugs: docs-vs-code drifts in 12 Python libraries, found with Beam
+DocDrift gives Beam a whole Python library (docs + code, up to ~400k tokens) in one call. A free AST symbol check proposes name and signature mismatches. Beam triages those candidates against the packed repo, can add cross-file or prose drift, and writes a script that runs the documented usage. A finding counts as reproduced only if that script raises TypeError, AttributeError, ImportError, or NameError on a documented-usage line.
+This dataset is the recorded output of that pipeline on 12 pinned libraries. 34 real docs bugs were found in 11 of the 12 libraries; 30 reproduce. Labels were checked against the source by an AI reviewer, not a human annotator. The stored field is still named `hand_verdict`.
+**Licence.** DocDrift's own labels, verdicts, and notes are [CC BY 4.0](https://creativecommons.org/licenses/by/4.0/). Quoted documentation and source excerpts remain under each library's own licence (all 12 are permissive OSS).
+## How it was built
+1. Pin each library to a recorded commit.
+2. Pack docs + source up to a 400k token cap.
+3. Run a free symbol check, then one whole-repo Beam triage call per library (11 of 12 succeeded in one call; structlog failed; cattrs needed 2).
+4. Beam-written repro scripts, plus one hand-written starlette script from Beam's verdict.
+5. Citation check is quote alignment of cited lines vs packed source (±3-line shift). It is not a verdict that the drift is real.
+## Configs
+| config | rows | what it is | fields |
+|---|---:|---|---|
+| findings | 60 | Hybrid method items (the 60 findings) | `repo`, `id`, `kind`, `verdict`, `drift_id`, `beam`, `strict_confirmed`, `repro_status`, `evidence`, `hand_verdict`, `hand_verdict_description` |
+| triage_verdicts | 56 | Beam triage verdicts (56 judged) | `repo`, `candidate_id`, `source_id`, `verdict`, `reason`, `code_path`, `code_line`, `code_quote` |
+| repros | 54 | Executable repro cases | `case_id`, `repo`, `status`, `strict_confirmed`, `exception_type`, `error_excerpt`, `evidence` |
+| planted_drift | 58 | Planted-drift set + ground truth | original probe fields plus `seed` |
+| ablation_verdicts | 56 | Whole-repo vs local-file vs matched-cost retrieval triage on the same 56 candidates | `key`, `repo`, `candidate_id`, `label`, `hand_verdict`, `hand_verdict_description`, `cross_file`, `gold_outside_local`, `whole_verdict`, `local_verdict`, `matched_verdict`, `stability_verdict`, citation flags |
+| beamv3_findings | 115 | Extra 32k-docstring-chunk and docs-pass findings (unlabelled not counted as true) | `id`, `repo`, `pass`, `doc_path`, `doc_line`, `label`, `drift_id`, `label_by`, `hand_verdict`, `hand_verdict_description`, `new_vs_hybrid`, `strict_confirmed`, `explanation` |
+| token_ledger | 340 | Hybrid + recall + ablation + extra-pass token ledger | original ledger fields plus `ledger` (`hybrid`, `recall`, `ablation`, `beamv3`, `matched_cost`, `fresh_run`) |
+`hand_verdict` means checked against the source by an AI reviewer. It is not a human annotator.
 ## Limits
+- The 45-drift universe is the union of method output, so it favours those methods.
 - 11 of 12 libraries were triaged; structlog failed; cattrs needed 2 calls.
 - 2 false + 1 unclear received a strict badge (werkzeug S38, S39 false; S41 unclear).
 - End-to-end including repro is 9,302,105 (~9.3M) = 4,424,575 + 4,739,392 + 138,138.
 - Ablation ledger (local + stability, not in that 9.3M): 1,948,469 tokens over 60 calls.
+- Extra coverage-pass ledger (docs + 32k chunks + stability + repro, not in that 9.3M): 7,713,453 tokens over 168 calls.
+- Matched-cost retrieval control (not in that 9.3M): 3,957,434 tokens over 57 calls. tomlkit fresh `docdrift run` (not in that 9.3M): 185,842 tokens. Together +4,143,276 for these runs.
+- Long context did not change verdict accuracy on these 56 candidates; it changed citation grounding. A matched-cost retrieval control (96.7% of whole-repo spend) matched accuracy (46/56 vs 47/56) but not grounding (cross-file 19/30 vs 25/30; McNemar p = 0.070, not shown at this n). Retrieval missed the defining file in 5 of 13 outside-local items.
+- 32k docstring chunks recovered 7 of 11 hybrid misses; the docs pass recovered 1. New-item precision is a lower bound (18.5% for hybrid + 32k chunks). Headline stays 34 of 45.
+## Citation
+DocDrift bugs: docs-vs-code drifts in 12 Python libraries, found with Beam. Labels by an AI reviewer against source at the pinned commit. Dataset: https://huggingface.co/datasets/ollymcbride4/docdrift-bugs

ablation_verdicts.jsonl CHANGED Viewed

@@ -1,56 +1,56 @@
-{"key": "starlette:S0", "repo": "starlette", "candidate_id": "C01", "source_id": "S0", "label": "false", "hand_verdict": "false", "hand_verdict_description": "checked against the source by an AI reviewer", "cross_file": true, "gold_outside_local": true, "whole_verdict": "false", "local_verdict": "false", "stability_verdict": null, "whole_cite_correct": true, "local_cite_correct": false, "whole_cite_verified": true, "local_cite_verified": true}
-{"key": "starlette:starlette-400000:DD-1", "repo": "starlette", "candidate_id": "C02", "source_id": "starlette-400000:DD-1", "label": "true", "hand_verdict": "true", "hand_verdict_description": "checked against the source by an AI reviewer", "cross_file": true, "gold_outside_local": false, "whole_verdict": "true_drift", "local_verdict": "true_drift", "stability_verdict": null, "whole_cite_correct": true, "local_cite_correct": true, "whole_cite_verified": true, "local_cite_verified": true}
-{"key": "starlette:S1", "repo": "starlette", "candidate_id": "C03", "source_id": "S1", "label": "true", "hand_verdict": "true", "hand_verdict_description": "checked against the source by an AI reviewer", "cross_file": true, "gold_outside_local": true, "whole_verdict": "true_drift", "local_verdict": "true_drift", "stability_verdict": null, "whole_cite_correct": false, "local_cite_correct": false, "whole_cite_verified": true, "local_cite_verified": true}
-{"key": "httpx:S2", "repo": "httpx", "candidate_id": "C01", "source_id": "S2", "label": "false", "hand_verdict": "false", "hand_verdict_description": "checked against the source by an AI reviewer", "cross_file": false, "gold_outside_local": false, "whole_verdict": "false", "local_verdict": "false", "stability_verdict": "false", "whole_cite_correct": false, "local_cite_correct": false, "whole_cite_verified": true, "local_cite_verified": true}
-{"key": "httpx:S3", "repo": "httpx", "candidate_id": "C02", "source_id": "S3", "label": "false", "hand_verdict": "false", "hand_verdict_description": "checked against the source by an AI reviewer", "cross_file": false, "gold_outside_local": false, "whole_verdict": "false", "local_verdict": "false", "stability_verdict": "false", "whole_cite_correct": false, "local_cite_correct": true, "whole_cite_verified": true, "local_cite_verified": true}
-{"key": "httpx:S4", "repo": "httpx", "candidate_id": "C03", "source_id": "S4", "label": "true", "hand_verdict": "true", "hand_verdict_description": "checked against the source by an AI reviewer", "cross_file": true, "gold_outside_local": false, "whole_verdict": "true_drift", "local_verdict": "true_drift", "stability_verdict": "true_drift", "whole_cite_correct": true, "local_cite_correct": true, "whole_cite_verified": true, "local_cite_verified": true}
-{"key": "httpx:S5", "repo": "httpx", "candidate_id": "C04", "source_id": "S5", "label": "true", "hand_verdict": "true", "hand_verdict_description": "checked against the source by an AI reviewer", "cross_file": true, "gold_outside_local": false, "whole_verdict": "true_drift", "local_verdict": "true_drift", "stability_verdict": "true_drift", "whole_cite_correct": true, "local_cite_correct": true, "whole_cite_verified": true, "local_cite_verified": true}
-{"key": "httpx:S6", "repo": "httpx", "candidate_id": "C05", "source_id": "S6", "label": "true", "hand_verdict": "true", "hand_verdict_description": "checked against the source by an AI reviewer", "cross_file": true, "gold_outside_local": true, "whole_verdict": "true_drift", "local_verdict": "true_drift", "stability_verdict": "true_drift", "whole_cite_correct": true, "local_cite_correct": false, "whole_cite_verified": true, "local_cite_verified": true}
-{"key": "httpx:httpx-400000:DD-1", "repo": "httpx", "candidate_id": "C06", "source_id": "httpx-400000:DD-1", "label": "true", "hand_verdict": "true", "hand_verdict_description": "checked against the source by an AI reviewer", "cross_file": true, "gold_outside_local": false, "whole_verdict": "true_drift", "local_verdict": "true_drift", "stability_verdict": "true_drift", "whole_cite_correct": true, "local_cite_correct": true, "whole_cite_verified": true, "local_cite_verified": true}
-{"key": "httpx:S7", "repo": "httpx", "candidate_id": "C07", "source_id": "S7", "label": "false", "hand_verdict": "false", "hand_verdict_description": "checked against the source by an AI reviewer", "cross_file": false, "gold_outside_local": false, "whole_verdict": "true_drift", "local_verdict": "false", "stability_verdict": "false", "whole_cite_correct": false, "local_cite_correct": false, "whole_cite_verified": true, "local_cite_verified": true}
-{"key": "httpx:S8", "repo": "httpx", "candidate_id": "C08", "source_id": "S8", "label": "false", "hand_verdict": "false", "hand_verdict_description": "checked against the source by an AI reviewer", "cross_file": false, "gold_outside_local": false, "whole_verdict": "false", "local_verdict": "false", "stability_verdict": "false", "whole_cite_correct": false, "local_cite_correct": true, "whole_cite_verified": true, "local_cite_verified": true}
-{"key": "httpx:httpx-400000:DD-2", "repo": "httpx", "candidate_id": "C09", "source_id": "httpx-400000:DD-2", "label": "true", "hand_verdict": "true", "hand_verdict_description": "checked against the source by an AI reviewer", "cross_file": true, "gold_outside_local": false, "whole_verdict": "true_drift", "local_verdict": "true_drift", "stability_verdict": "true_drift", "whole_cite_correct": true, "local_cite_correct": true, "whole_cite_verified": true, "local_cite_verified": true}
-{"key": "httpx:S9", "repo": "httpx", "candidate_id": "C10", "source_id": "S9", "label": "true", "hand_verdict": "true", "hand_verdict_description": "checked against the source by an AI reviewer", "cross_file": true, "gold_outside_local": false, "whole_verdict": "true_drift", "local_verdict": "true_drift", "stability_verdict": "true_drift", "whole_cite_correct": true, "local_cite_correct": true, "whole_cite_verified": true, "local_cite_verified": true}
-{"key": "click:click-400000:DD-1", "repo": "click", "candidate_id": "C01", "source_id": "click-400000:DD-1", "label": "true", "hand_verdict": "true", "hand_verdict_description": "checked against the source by an AI reviewer", "cross_file": true, "gold_outside_local": false, "whole_verdict": "true_drift", "local_verdict": "true_drift", "stability_verdict": null, "whole_cite_correct": true, "local_cite_correct": true, "whole_cite_verified": true, "local_cite_verified": true}
-{"key": "click:S10", "repo": "click", "candidate_id": "C02", "source_id": "S10", "label": "true", "hand_verdict": "true", "hand_verdict_description": "checked against the source by an AI reviewer", "cross_file": true, "gold_outside_local": true, "whole_verdict": "true_drift", "local_verdict": "true_drift", "stability_verdict": null, "whole_cite_correct": true, "local_cite_correct": false, "whole_cite_verified": true, "local_cite_verified": true}
-{"key": "nox:S20", "repo": "nox", "candidate_id": "C01", "source_id": "S20", "label": "true", "hand_verdict": "true", "hand_verdict_description": "checked against the source by an AI reviewer", "cross_file": true, "gold_outside_local": false, "whole_verdict": "true_drift", "local_verdict": "true_drift", "stability_verdict": null, "whole_cite_correct": true, "local_cite_correct": true, "whole_cite_verified": true, "local_cite_verified": false}
-{"key": "nox:S21", "repo": "nox", "candidate_id": "C02", "source_id": "S21", "label": "true", "hand_verdict": "true", "hand_verdict_description": "checked against the source by an AI reviewer", "cross_file": true, "gold_outside_local": true, "whole_verdict": "true_drift", "local_verdict": "true_drift", "stability_verdict": null, "whole_cite_correct": true, "local_cite_correct": false, "whole_cite_verified": true, "local_cite_verified": true}
-{"key": "nox:nox-400000:DD-1", "repo": "nox", "candidate_id": "C03", "source_id": "nox-400000:DD-1", "label": "true", "hand_verdict": "true", "hand_verdict_description": "checked against the source by an AI reviewer", "cross_file": true, "gold_outside_local": false, "whole_verdict": "true_drift", "local_verdict": "true_drift", "stability_verdict": null, "whole_cite_correct": true, "local_cite_correct": true, "whole_cite_verified": true, "local_cite_verified": true}
-{"key": "arrow:S23", "repo": "arrow", "candidate_id": "C01", "source_id": "S23", "label": "true", "hand_verdict": "true", "hand_verdict_description": "checked against the source by an AI reviewer", "cross_file": true, "gold_outside_local": false, "whole_verdict": "true_drift", "local_verdict": "true_drift", "stability_verdict": null, "whole_cite_correct": true, "local_cite_correct": true, "whole_cite_verified": true, "local_cite_verified": false}
-{"key": "arrow:S24", "repo": "arrow", "candidate_id": "C02", "source_id": "S24", "label": "true", "hand_verdict": "true", "hand_verdict_description": "checked against the source by an AI reviewer", "cross_file": false, "gold_outside_local": false, "whole_verdict": "true_drift", "local_verdict": "true_drift", "stability_verdict": null, "whole_cite_correct": true, "local_cite_correct": true, "whole_cite_verified": true, "local_cite_verified": true}
-{"key": "arrow:arrow-400000:DD-1", "repo": "arrow", "candidate_id": "C03", "source_id": "arrow-400000:DD-1", "label": "true", "hand_verdict": "true", "hand_verdict_description": "checked against the source by an AI reviewer", "cross_file": false, "gold_outside_local": false, "whole_verdict": "true_drift", "local_verdict": "true_drift", "stability_verdict": null, "whole_cite_correct": true, "local_cite_correct": true, "whole_cite_verified": true, "local_cite_verified": true}
-{"key": "arrow:arrow-400000:DD-2", "repo": "arrow", "candidate_id": "C04", "source_id": "arrow-400000:DD-2", "label": "false", "hand_verdict": "false", "hand_verdict_description": "checked against the source by an AI reviewer", "cross_file": true, "gold_outside_local": true, "whole_verdict": "true_drift", "local_verdict": "true_drift", "stability_verdict": null, "whole_cite_correct": false, "local_cite_correct": false, "whole_cite_verified": true, "local_cite_verified": true}
-{"key": "arrow:S22", "repo": "arrow", "candidate_id": "C05", "source_id": "S22", "label": "true", "hand_verdict": "true", "hand_verdict_description": "checked against the source by an AI reviewer", "cross_file": true, "gold_outside_local": true, "whole_verdict": "true_drift", "local_verdict": "true_drift", "stability_verdict": null, "whole_cite_correct": true, "local_cite_correct": false, "whole_cite_verified": true, "local_cite_verified": true}
-{"key": "arrow:arrow-400000:DD-3", "repo": "arrow", "candidate_id": "C06", "source_id": "arrow-400000:DD-3", "label": "false", "hand_verdict": "false", "hand_verdict_description": "checked against the source by an AI reviewer", "cross_file": true, "gold_outside_local": false, "whole_verdict": "true_drift", "local_verdict": "true_drift", "stability_verdict": null, "whole_cite_correct": false, "local_cite_correct": false, "whole_cite_verified": true, "local_cite_verified": true}
-{"key": "arrow:arrow-400000:DD-4", "repo": "arrow", "candidate_id": "C07", "source_id": "arrow-400000:DD-4", "label": "false", "hand_verdict": "false", "hand_verdict_description": "checked against the source by an AI reviewer", "cross_file": true, "gold_outside_local": false, "whole_verdict": "true_drift", "local_verdict": "true_drift", "stability_verdict": null, "whole_cite_correct": false, "local_cite_correct": false, "whole_cite_verified": true, "local_cite_verified": true}
-{"key": "cattrs:S25", "repo": "cattrs", "candidate_id": "C01", "source_id": "S25", "label": "true", "hand_verdict": "true", "hand_verdict_description": "checked against the source by an AI reviewer", "cross_file": true, "gold_outside_local": true, "whole_verdict": "true_drift", "local_verdict": "true_drift", "stability_verdict": null, "whole_cite_correct": true, "local_cite_correct": false, "whole_cite_verified": true, "local_cite_verified": true}
-{"key": "cattrs:cattrs-400000:DD-1", "repo": "cattrs", "candidate_id": "C02", "source_id": "cattrs-400000:DD-1", "label": "true", "hand_verdict": "true", "hand_verdict_description": "checked against the source by an AI reviewer", "cross_file": true, "gold_outside_local": false, "whole_verdict": "true_drift", "local_verdict": "true_drift", "stability_verdict": null, "whole_cite_correct": true, "local_cite_correct": true, "whole_cite_verified": true, "local_cite_verified": true}
-{"key": "cattrs:S26", "repo": "cattrs", "candidate_id": "C03", "source_id": "S26", "label": "false", "hand_verdict": "false", "hand_verdict_description": "checked against the source by an AI reviewer", "cross_file": false, "gold_outside_local": false, "whole_verdict": "false", "local_verdict": "false", "stability_verdict": null, "whole_cite_correct": true, "local_cite_correct": true, "whole_cite_verified": true, "local_cite_verified": true}
-{"key": "cattrs:S27", "repo": "cattrs", "candidate_id": "C04", "source_id": "S27", "label": "true", "hand_verdict": "true", "hand_verdict_description": "checked against the source by an AI reviewer", "cross_file": false, "gold_outside_local": false, "whole_verdict": "true_drift", "local_verdict": "true_drift", "stability_verdict": null, "whole_cite_correct": true, "local_cite_correct": true, "whole_cite_verified": true, "local_cite_verified": true}
-{"key": "cattrs:cattrs-400000:DD-2", "repo": "cattrs", "candidate_id": "C05", "source_id": "cattrs-400000:DD-2", "label": "true", "hand_verdict": "true", "hand_verdict_description": "checked against the source by an AI reviewer", "cross_file": false, "gold_outside_local": false, "whole_verdict": "true_drift", "local_verdict": "true_drift", "stability_verdict": null, "whole_cite_correct": true, "local_cite_correct": true, "whole_cite_verified": true, "local_cite_verified": true}
-{"key": "cattrs:cattrs-400000:DD-3", "repo": "cattrs", "candidate_id": "C06", "source_id": "cattrs-400000:DD-3", "label": "true", "hand_verdict": "true", "hand_verdict_description": "checked against the source by an AI reviewer", "cross_file": false, "gold_outside_local": false, "whole_verdict": "true_drift", "local_verdict": "true_drift", "stability_verdict": null, "whole_cite_correct": true, "local_cite_correct": true, "whole_cite_verified": true, "local_cite_verified": true}
-{"key": "cattrs:S28", "repo": "cattrs", "candidate_id": "C07", "source_id": "S28", "label": "true", "hand_verdict": "true", "hand_verdict_description": "checked against the source by an AI reviewer", "cross_file": false, "gold_outside_local": false, "whole_verdict": "true_drift", "local_verdict": "true_drift", "stability_verdict": null, "whole_cite_correct": true, "local_cite_correct": true, "whole_cite_verified": true, "local_cite_verified": true}
-{"key": "marshmallow:S29", "repo": "marshmallow", "candidate_id": "C01", "source_id": "S29", "label": "false", "hand_verdict": "false", "hand_verdict_description": "checked against the source by an AI reviewer", "cross_file": false, "gold_outside_local": false, "whole_verdict": "false", "local_verdict": "false", "stability_verdict": "false", "whole_cite_correct": true, "local_cite_correct": true, "whole_cite_verified": true, "local_cite_verified": true}
-{"key": "marshmallow:S30", "repo": "marshmallow", "candidate_id": "C02", "source_id": "S30", "label": "false", "hand_verdict": "false", "hand_verdict_description": "checked against the source by an AI reviewer", "cross_file": false, "gold_outside_local": false, "whole_verdict": "false", "local_verdict": "false", "stability_verdict": "false", "whole_cite_correct": true, "local_cite_correct": true, "whole_cite_verified": true, "local_cite_verified": true}
-{"key": "marshmallow:S31", "repo": "marshmallow", "candidate_id": "C03", "source_id": "S31", "label": "false", "hand_verdict": "false", "hand_verdict_description": "checked against the source by an AI reviewer", "cross_file": false, "gold_outside_local": false, "whole_verdict": "false", "local_verdict": "false", "stability_verdict": "false", "whole_cite_correct": true, "local_cite_correct": true, "whole_cite_verified": true, "local_cite_verified": true}
-{"key": "marshmallow:marshmallow-400000:DD-1", "repo": "marshmallow", "candidate_id": "C04", "source_id": "marshmallow-400000:DD-1", "label": "false", "hand_verdict": "false", "hand_verdict_description": "checked against the source by an AI reviewer", "cross_file": true, "gold_outside_local": false, "whole_verdict": "true_drift", "local_verdict": "true_drift", "stability_verdict": "true_drift", "whole_cite_correct": false, "local_cite_correct": false, "whole_cite_verified": true, "local_cite_verified": true}
-{"key": "marshmallow:S32", "repo": "marshmallow", "candidate_id": "C05", "source_id": "S32", "label": "false", "hand_verdict": "false", "hand_verdict_description": "checked against the source by an AI reviewer", "cross_file": false, "gold_outside_local": false, "whole_verdict": "false", "local_verdict": "false", "stability_verdict": "false", "whole_cite_correct": false, "local_cite_correct": true, "whole_cite_verified": false, "local_cite_verified": true}
-{"key": "marshmallow:S33", "repo": "marshmallow", "candidate_id": "C06", "source_id": "S33", "label": "true", "hand_verdict": "true", "hand_verdict_description": "checked against the source by an AI reviewer", "cross_file": true, "gold_outside_local": false, "whole_verdict": "true_drift", "local_verdict": "true_drift", "stability_verdict": "true_drift", "whole_cite_correct": true, "local_cite_correct": true, "whole_cite_verified": true, "local_cite_verified": true}
-{"key": "marshmallow:S34", "repo": "marshmallow", "candidate_id": "C07", "source_id": "S34", "label": "true", "hand_verdict": "true", "hand_verdict_description": "checked against the source by an AI reviewer", "cross_file": true, "gold_outside_local": false, "whole_verdict": "true_drift", "local_verdict": "true_drift", "stability_verdict": "true_drift", "whole_cite_correct": true, "local_cite_correct": true, "whole_cite_verified": true, "local_cite_verified": true}
-{"key": "marshmallow:marshmallow-400000:DD-2", "repo": "marshmallow", "candidate_id": "C08", "source_id": "marshmallow-400000:DD-2", "label": "true", "hand_verdict": "true", "hand_verdict_description": "checked against the source by an AI reviewer", "cross_file": true, "gold_outside_local": false, "whole_verdict": "true_drift", "local_verdict": "true_drift", "stability_verdict": "true_drift", "whole_cite_correct": true, "local_cite_correct": true, "whole_cite_verified": true, "local_cite_verified": true}
-{"key": "attrs:S11", "repo": "attrs", "candidate_id": "C01", "source_id": "S11", "label": "true", "hand_verdict": "true", "hand_verdict_description": "checked against the source by an AI reviewer", "cross_file": true, "gold_outside_local": true, "whole_verdict": "true_drift", "local_verdict": "true_drift", "stability_verdict": null, "whole_cite_correct": true, "local_cite_correct": false, "whole_cite_verified": true, "local_cite_verified": true}
-{"key": "attrs:S12", "repo": "attrs", "candidate_id": "C02", "source_id": "S12", "label": "false", "hand_verdict": "false", "hand_verdict_description": "checked against the source by an AI reviewer", "cross_file": true, "gold_outside_local": true, "whole_verdict": "false", "local_verdict": "false", "stability_verdict": null, "whole_cite_correct": true, "local_cite_correct": false, "whole_cite_verified": true, "local_cite_verified": true}
-{"key": "jinja:jinja-400000:DD-1", "repo": "jinja", "candidate_id": "C01", "source_id": "jinja-400000:DD-1", "label": "unclear", "hand_verdict": "unclear", "hand_verdict_description": "checked against the source by an AI reviewer", "cross_file": null, "gold_outside_local": false, "whole_verdict": "true_drift", "local_verdict": "true_drift", "stability_verdict": null, "whole_cite_correct": true, "local_cite_correct": true, "whole_cite_verified": true, "local_cite_verified": true}
-{"key": "jinja:S17", "repo": "jinja", "candidate_id": "C02", "source_id": "S17", "label": "unclear", "hand_verdict": "unclear", "hand_verdict_description": "checked against the source by an AI reviewer", "cross_file": null, "gold_outside_local": false, "whole_verdict": "false", "local_verdict": "true_drift", "stability_verdict": null, "whole_cite_correct": false, "local_cite_correct": false, "whole_cite_verified": true, "local_cite_verified": false}
-{"key": "jinja:S18", "repo": "jinja", "candidate_id": "C03", "source_id": "S18", "label": "unclear", "hand_verdict": "unclear", "hand_verdict_description": "checked against the source by an AI reviewer", "cross_file": null, "gold_outside_local": false, "whole_verdict": "false", "local_verdict": "true_drift", "stability_verdict": null, "whole_cite_correct": false, "local_cite_correct": false, "whole_cite_verified": true, "local_cite_verified": true}
-{"key": "jinja:S19", "repo": "jinja", "candidate_id": "C04", "source_id": "S19", "label": "true", "hand_verdict": "true", "hand_verdict_description": "checked against the source by an AI reviewer", "cross_file": false, "gold_outside_local": false, "whole_verdict": "true_drift", "local_verdict": "true_drift", "stability_verdict": null, "whole_cite_correct": true, "local_cite_correct": true, "whole_cite_verified": true, "local_cite_verified": true}
-{"key": "werkzeug:S35", "repo": "werkzeug", "candidate_id": "C01", "source_id": "S35", "label": "true", "hand_verdict": "true", "hand_verdict_description": "checked against the source by an AI reviewer", "cross_file": true, "gold_outside_local": true, "whole_verdict": "true_drift", "local_verdict": "true_drift", "stability_verdict": "true_drift", "whole_cite_correct": true, "local_cite_correct": false, "whole_cite_verified": true, "local_cite_verified": true}
-{"key": "werkzeug:S36", "repo": "werkzeug", "candidate_id": "C02", "source_id": "S36", "label": "true", "hand_verdict": "true", "hand_verdict_description": "checked against the source by an AI reviewer", "cross_file": true, "gold_outside_local": true, "whole_verdict": "true_drift", "local_verdict": "true_drift", "stability_verdict": "true_drift", "whole_cite_correct": true, "local_cite_correct": false, "whole_cite_verified": true, "local_cite_verified": true}
-{"key": "werkzeug:S37", "repo": "werkzeug", "candidate_id": "C03", "source_id": "S37", "label": "false", "hand_verdict": "false", "hand_verdict_description": "checked against the source by an AI reviewer", "cross_file": false, "gold_outside_local": false, "whole_verdict": "false", "local_verdict": "false", "stability_verdict": "false", "whole_cite_correct": false, "local_cite_correct": true, "whole_cite_verified": true, "local_cite_verified": true}
-{"key": "werkzeug:S42", "repo": "werkzeug", "candidate_id": "C04", "source_id": "S42", "label": "true", "hand_verdict": "true", "hand_verdict_description": "checked against the source by an AI reviewer", "cross_file": false, "gold_outside_local": false, "whole_verdict": "true_drift", "local_verdict": "true_drift", "stability_verdict": "true_drift", "whole_cite_correct": true, "local_cite_correct": true, "whole_cite_verified": true, "local_cite_verified": true}
-{"key": "werkzeug:werkzeug-400000:DD-1", "repo": "werkzeug", "candidate_id": "C05", "source_id": "werkzeug-400000:DD-1", "label": "false", "hand_verdict": "false", "hand_verdict_description": "checked against the source by an AI reviewer", "cross_file": false, "gold_outside_local": false, "whole_verdict": "false", "local_verdict": "false", "stability_verdict": "false", "whole_cite_correct": true, "local_cite_correct": true, "whole_cite_verified": false, "local_cite_verified": false}
-{"key": "werkzeug:S38", "repo": "werkzeug", "candidate_id": "C06", "source_id": "S38", "label": "false", "hand_verdict": "false", "hand_verdict_description": "checked against the source by an AI reviewer", "cross_file": false, "gold_outside_local": false, "whole_verdict": "true_drift", "local_verdict": "false", "stability_verdict": "true_drift", "whole_cite_correct": true, "local_cite_correct": true, "whole_cite_verified": true, "local_cite_verified": true}
-{"key": "werkzeug:S39", "repo": "werkzeug", "candidate_id": "C07", "source_id": "S39", "label": "false", "hand_verdict": "false", "hand_verdict_description": "checked against the source by an AI reviewer", "cross_file": false, "gold_outside_local": false, "whole_verdict": "true_drift", "local_verdict": "false", "stability_verdict": "true_drift", "whole_cite_correct": true, "local_cite_correct": true, "whole_cite_verified": true, "local_cite_verified": true}
-{"key": "werkzeug:S40", "repo": "werkzeug", "candidate_id": "C08", "source_id": "S40", "label": "true", "hand_verdict": "true", "hand_verdict_description": "checked against the source by an AI reviewer", "cross_file": true, "gold_outside_local": true, "whole_verdict": "true_drift", "local_verdict": "true_drift", "stability_verdict": "true_drift", "whole_cite_correct": true, "local_cite_correct": false, "whole_cite_verified": true, "local_cite_verified": true}
-{"key": "werkzeug:S41", "repo": "werkzeug", "candidate_id": "C09", "source_id": "S41", "label": "unclear", "hand_verdict": "unclear", "hand_verdict_description": "checked against the source by an AI reviewer", "cross_file": null, "gold_outside_local": false, "whole_verdict": "true_drift", "local_verdict": "true_drift", "stability_verdict": "true_drift", "whole_cite_correct": true, "local_cite_correct": false, "whole_cite_verified": true, "local_cite_verified": true}
-{"key": "pydantic-settings:pydantic-settings-400000:DD-1", "repo": "pydantic-settings", "candidate_id": "C01", "source_id": "pydantic-settings-400000:DD-1", "label": "false", "hand_verdict": "false", "hand_verdict_description": "checked against the source by an AI reviewer", "cross_file": false, "gold_outside_local": false, "whole_verdict": "false", "local_verdict": "true_drift", "stability_verdict": null, "whole_cite_correct": true, "local_cite_correct": true, "whole_cite_verified": true, "local_cite_verified": true}

+{"key": "starlette:S0", "repo": "starlette", "candidate_id": "C01", "source_id": "S0", "label": "false", "hand_verdict": "false", "hand_verdict_description": "checked against the source by an AI reviewer", "cross_file": true, "gold_outside_local": true, "whole_verdict": "false", "local_verdict": "false", "matched_verdict": "false", "stability_verdict": null, "whole_cite_correct": true, "local_cite_correct": false, "matched_cite_correct": true, "whole_cite_verified": true, "local_cite_verified": true, "matched_cite_verified": true, "gold_in_matched_context": true}
+{"key": "starlette:starlette-400000:DD-1", "repo": "starlette", "candidate_id": "C02", "source_id": "starlette-400000:DD-1", "label": "true", "hand_verdict": "true", "hand_verdict_description": "checked against the source by an AI reviewer", "cross_file": true, "gold_outside_local": false, "whole_verdict": "true_drift", "local_verdict": "true_drift", "matched_verdict": "true_drift", "stability_verdict": null, "whole_cite_correct": true, "local_cite_correct": true, "matched_cite_correct": true, "whole_cite_verified": true, "local_cite_verified": true, "matched_cite_verified": true, "gold_in_matched_context": true}
+{"key": "starlette:S1", "repo": "starlette", "candidate_id": "C03", "source_id": "S1", "label": "true", "hand_verdict": "true", "hand_verdict_description": "checked against the source by an AI reviewer", "cross_file": true, "gold_outside_local": true, "whole_verdict": "true_drift", "local_verdict": "true_drift", "matched_verdict": "true_drift", "stability_verdict": null, "whole_cite_correct": false, "local_cite_correct": false, "matched_cite_correct": true, "whole_cite_verified": true, "local_cite_verified": true, "matched_cite_verified": true, "gold_in_matched_context": true}
+{"key": "httpx:S2", "repo": "httpx", "candidate_id": "C01", "source_id": "S2", "label": "false", "hand_verdict": "false", "hand_verdict_description": "checked against the source by an AI reviewer", "cross_file": false, "gold_outside_local": false, "whole_verdict": "false", "local_verdict": "false", "matched_verdict": "false", "stability_verdict": "false", "whole_cite_correct": false, "local_cite_correct": false, "matched_cite_correct": false, "whole_cite_verified": true, "local_cite_verified": true, "matched_cite_verified": true, "gold_in_matched_context": true}
+{"key": "httpx:S3", "repo": "httpx", "candidate_id": "C02", "source_id": "S3", "label": "false", "hand_verdict": "false", "hand_verdict_description": "checked against the source by an AI reviewer", "cross_file": false, "gold_outside_local": false, "whole_verdict": "false", "local_verdict": "false", "matched_verdict": "false", "stability_verdict": "false", "whole_cite_correct": false, "local_cite_correct": true, "matched_cite_correct": true, "whole_cite_verified": true, "local_cite_verified": true, "matched_cite_verified": true, "gold_in_matched_context": true}
+{"key": "httpx:S4", "repo": "httpx", "candidate_id": "C03", "source_id": "S4", "label": "true", "hand_verdict": "true", "hand_verdict_description": "checked against the source by an AI reviewer", "cross_file": true, "gold_outside_local": false, "whole_verdict": "true_drift", "local_verdict": "true_drift", "matched_verdict": "true_drift", "stability_verdict": "true_drift", "whole_cite_correct": true, "local_cite_correct": true, "matched_cite_correct": true, "whole_cite_verified": true, "local_cite_verified": true, "matched_cite_verified": true, "gold_in_matched_context": true}
+{"key": "httpx:S5", "repo": "httpx", "candidate_id": "C04", "source_id": "S5", "label": "true", "hand_verdict": "true", "hand_verdict_description": "checked against the source by an AI reviewer", "cross_file": true, "gold_outside_local": false, "whole_verdict": "true_drift", "local_verdict": "true_drift", "matched_verdict": "true_drift", "stability_verdict": "true_drift", "whole_cite_correct": true, "local_cite_correct": true, "matched_cite_correct": true, "whole_cite_verified": true, "local_cite_verified": true, "matched_cite_verified": true, "gold_in_matched_context": true}
+{"key": "httpx:S6", "repo": "httpx", "candidate_id": "C05", "source_id": "S6", "label": "true", "hand_verdict": "true", "hand_verdict_description": "checked against the source by an AI reviewer", "cross_file": true, "gold_outside_local": true, "whole_verdict": "true_drift", "local_verdict": "true_drift", "matched_verdict": "true_drift", "stability_verdict": "true_drift", "whole_cite_correct": true, "local_cite_correct": false, "matched_cite_correct": true, "whole_cite_verified": true, "local_cite_verified": true, "matched_cite_verified": true, "gold_in_matched_context": true}
+{"key": "httpx:httpx-400000:DD-1", "repo": "httpx", "candidate_id": "C06", "source_id": "httpx-400000:DD-1", "label": "true", "hand_verdict": "true", "hand_verdict_description": "checked against the source by an AI reviewer", "cross_file": true, "gold_outside_local": false, "whole_verdict": "true_drift", "local_verdict": "true_drift", "matched_verdict": "true_drift", "stability_verdict": "true_drift", "whole_cite_correct": true, "local_cite_correct": true, "matched_cite_correct": true, "whole_cite_verified": true, "local_cite_verified": true, "matched_cite_verified": true, "gold_in_matched_context": true}
+{"key": "httpx:S7", "repo": "httpx", "candidate_id": "C07", "source_id": "S7", "label": "false", "hand_verdict": "false", "hand_verdict_description": "checked against the source by an AI reviewer", "cross_file": false, "gold_outside_local": false, "whole_verdict": "true_drift", "local_verdict": "false", "matched_verdict": "false", "stability_verdict": "false", "whole_cite_correct": false, "local_cite_correct": false, "matched_cite_correct": true, "whole_cite_verified": true, "local_cite_verified": true, "matched_cite_verified": true, "gold_in_matched_context": true}
+{"key": "httpx:S8", "repo": "httpx", "candidate_id": "C08", "source_id": "S8", "label": "false", "hand_verdict": "false", "hand_verdict_description": "checked against the source by an AI reviewer", "cross_file": false, "gold_outside_local": false, "whole_verdict": "false", "local_verdict": "false", "matched_verdict": "false", "stability_verdict": "false", "whole_cite_correct": false, "local_cite_correct": true, "matched_cite_correct": false, "whole_cite_verified": true, "local_cite_verified": true, "matched_cite_verified": true, "gold_in_matched_context": true}
+{"key": "httpx:httpx-400000:DD-2", "repo": "httpx", "candidate_id": "C09", "source_id": "httpx-400000:DD-2", "label": "true", "hand_verdict": "true", "hand_verdict_description": "checked against the source by an AI reviewer", "cross_file": true, "gold_outside_local": false, "whole_verdict": "true_drift", "local_verdict": "true_drift", "matched_verdict": "true_drift", "stability_verdict": "true_drift", "whole_cite_correct": true, "local_cite_correct": true, "matched_cite_correct": true, "whole_cite_verified": true, "local_cite_verified": true, "matched_cite_verified": true, "gold_in_matched_context": true}
+{"key": "httpx:S9", "repo": "httpx", "candidate_id": "C10", "source_id": "S9", "label": "true", "hand_verdict": "true", "hand_verdict_description": "checked against the source by an AI reviewer", "cross_file": true, "gold_outside_local": false, "whole_verdict": "true_drift", "local_verdict": "true_drift", "matched_verdict": "true_drift", "stability_verdict": "true_drift", "whole_cite_correct": true, "local_cite_correct": true, "matched_cite_correct": true, "whole_cite_verified": true, "local_cite_verified": true, "matched_cite_verified": true, "gold_in_matched_context": true}
+{"key": "click:click-400000:DD-1", "repo": "click", "candidate_id": "C01", "source_id": "click-400000:DD-1", "label": "true", "hand_verdict": "true", "hand_verdict_description": "checked against the source by an AI reviewer", "cross_file": true, "gold_outside_local": false, "whole_verdict": "true_drift", "local_verdict": "true_drift", "matched_verdict": "true_drift", "stability_verdict": null, "whole_cite_correct": true, "local_cite_correct": true, "matched_cite_correct": true, "whole_cite_verified": true, "local_cite_verified": true, "matched_cite_verified": true, "gold_in_matched_context": true}
+{"key": "click:S10", "repo": "click", "candidate_id": "C02", "source_id": "S10", "label": "true", "hand_verdict": "true", "hand_verdict_description": "checked against the source by an AI reviewer", "cross_file": true, "gold_outside_local": true, "whole_verdict": "true_drift", "local_verdict": "true_drift", "matched_verdict": "true_drift", "stability_verdict": null, "whole_cite_correct": true, "local_cite_correct": false, "matched_cite_correct": false, "whole_cite_verified": true, "local_cite_verified": true, "matched_cite_verified": true, "gold_in_matched_context": false}
+{"key": "nox:S20", "repo": "nox", "candidate_id": "C01", "source_id": "S20", "label": "true", "hand_verdict": "true", "hand_verdict_description": "checked against the source by an AI reviewer", "cross_file": true, "gold_outside_local": false, "whole_verdict": "true_drift", "local_verdict": "true_drift", "matched_verdict": null, "stability_verdict": null, "whole_cite_correct": true, "local_cite_correct": true, "matched_cite_correct": false, "whole_cite_verified": true, "local_cite_verified": false, "matched_cite_verified": false, "gold_in_matched_context": true}
+{"key": "nox:S21", "repo": "nox", "candidate_id": "C02", "source_id": "S21", "label": "true", "hand_verdict": "true", "hand_verdict_description": "checked against the source by an AI reviewer", "cross_file": true, "gold_outside_local": true, "whole_verdict": "true_drift", "local_verdict": "true_drift", "matched_verdict": "true_drift", "stability_verdict": null, "whole_cite_correct": true, "local_cite_correct": false, "matched_cite_correct": false, "whole_cite_verified": true, "local_cite_verified": true, "matched_cite_verified": true, "gold_in_matched_context": false}
+{"key": "nox:nox-400000:DD-1", "repo": "nox", "candidate_id": "C03", "source_id": "nox-400000:DD-1", "label": "true", "hand_verdict": "true", "hand_verdict_description": "checked against the source by an AI reviewer", "cross_file": true, "gold_outside_local": false, "whole_verdict": "true_drift", "local_verdict": "true_drift", "matched_verdict": "true_drift", "stability_verdict": null, "whole_cite_correct": true, "local_cite_correct": true, "matched_cite_correct": true, "whole_cite_verified": true, "local_cite_verified": true, "matched_cite_verified": true, "gold_in_matched_context": true}
+{"key": "arrow:S23", "repo": "arrow", "candidate_id": "C01", "source_id": "S23", "label": "true", "hand_verdict": "true", "hand_verdict_description": "checked against the source by an AI reviewer", "cross_file": true, "gold_outside_local": false, "whole_verdict": "true_drift", "local_verdict": "true_drift", "matched_verdict": "true_drift", "stability_verdict": null, "whole_cite_correct": true, "local_cite_correct": true, "matched_cite_correct": true, "whole_cite_verified": true, "local_cite_verified": false, "matched_cite_verified": true, "gold_in_matched_context": true}
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