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Remove construction and repository coverage sections from dataset card

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@@ -53,44 +53,6 @@ Splits are grouped by `(repo, pull_request.pull_number)`. No PR appears in more
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  The original train/test split targeted 70%/30% of examples while preserving PR groups and approximately preserving each label's proportion. Validation was then drawn from 15% of the original training pool, leaving the test split unchanged. Both selections used seed 42 and a subset-sum procedure over shuffled PR groups to reach the label-count targets. The final proportions are approximately 59.55% train, 10.51% validation, and 29.94% test.
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- ## Data sources and construction
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- The project pipeline collects GitHub PR discussions, filters unsuitable or insubstantial comments, and provides tools for human labeling. This release contains three recorded sources:
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- | `source` | Description | Train | Validation | Test | Total |
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- | --- | --- | ---: | ---: | ---: | ---: |
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- | `crawled_swebench` | Crawled review comments retained as positive examples | 455 | 80 | 229 | 764 |
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- | `human_wrong` | Genuine reviewer comments labeled incorrect | 43 | 6 | 16 | 65 |
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- | `perturbation` | Modified comments retained as negative examples after manual review | 216 | 40 | 114 | 370 |
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- The source names are provenance tags. In this release, every `crawled_swebench` example has label `true`, and every `human_wrong` or `perturbation` example has label `false`. **Do not expose these tags to the judge.**
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- Perturbations modify a target comment's identifier, recommendation, or file location while retaining its PR context. The released perturbation types are:
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- | `perturbation_kind` | Modification | Examples |
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- | --- | --- | ---: |
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- | `location` | Redirect the comment to another reviewed file and its code context | 152 |
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- | `negation` | Reverse the polarity of a statement or recommendation | 130 |
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- | `symbol` | Replace a code identifier with an incorrect identifier | 88 |
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- All 370 released perturbation records match the project's manually verified negative set. Annotator agreement scores and per-example adjudication histories are not included in this release.
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- ## Repository coverage
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- | Repository | Examples |
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- | --- | ---: |
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- | `ManimCommunity/manim` | 363 |
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- | `pandas-dev/pandas` | 349 |
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- | `OpenHands/OpenHands` | 206 |
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- | `Significant-Gravitas/AutoGPT` | 165 |
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- | `PostHog/posthog` | 69 |
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- | `BerriAI/litellm` | 31 |
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- | `Comfy-Org/ComfyUI` | 6 |
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- | `crewAIInc/crewAI` | 5 |
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- | `OpenBB-finance/OpenBB` | 5 |
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- The repository-level `language` field records Python for 993 examples and TypeScript for 206. This is repository metadata, not a classification of every code fragment or the natural language of each comment. PR creation dates range from October 28, 2016 to June 30, 2025.
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  ## Data format
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  The release consists of three UTF-8 JSON Lines files: `train.jsonl`, `validation.jsonl`, and `test.jsonl`. Each line is one example.
 
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  The original train/test split targeted 70%/30% of examples while preserving PR groups and approximately preserving each label's proportion. Validation was then drawn from 15% of the original training pool, leaving the test split unchanged. Both selections used seed 42 and a subset-sum procedure over shuffled PR groups to reach the label-count targets. The final proportions are approximately 59.55% train, 10.51% validation, and 29.94% test.
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  ## Data format
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  The release consists of three UTF-8 JSON Lines files: `train.jsonl`, `validation.jsonl`, and `test.jsonl`. Each line is one example.