Add PDB-Wild

README.md

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+---
+language:
+- en
+- code
+license: mit
+task_categories:
+- text-generation
+size_categories:
+- n<1K
+tags:
+- code
+- debugging
+- benchmark
+configs:
+- config_name: default
+  data_files:
+  - split: test
+    path: data/test-*.parquet
+---
+
+# PDB-Wild: Precise Debugging Benchmarking — multi-line and repository-level bugs
+
+📄 [Paper](https://arxiv.org/abs/2604.17338) &nbsp;·&nbsp;
+💻 [Code](https://github.com/Bill1235813/PDB) &nbsp;·&nbsp;
+🌐 [Project page](https://precise-debugging-benchmark.github.io/) &nbsp;·&nbsp;
+🏆 [Leaderboard](https://precise-debugging-benchmark.github.io/leaderboard.html)
+
+`PDB-Wild` is the **multi-line and repository-level bug set** of the PDB (Precise Debugging Benchmarking) evaluation suite. Every example pairs a ground-truth program with a synthesized buggy version plus a line-level edit script (`gt_diff`) that encodes the minimal correct fix.
+
+- **Source datasets:** [BigCodeBench](https://huggingface.co/datasets/bigcode/bigcodebench) + [LiveCodeBench](https://huggingface.co/datasets/livecodebench/execution) (the 256 examples of [PDB-Multi](https://huggingface.co/datasets/Precise-Debugging-Benchmarking/PDB-Multi)) and [SWE-smith](https://github.com/SWE-bench/SWE-smith) repositories (228 examples)
+- **Sibling datasets:** [PDB-Single](https://huggingface.co/datasets/Precise-Debugging-Benchmarking/PDB-Single) · [PDB-Single-Full](https://huggingface.co/datasets/Precise-Debugging-Benchmarking/PDB-Single-Full) · [PDB-Multi](https://huggingface.co/datasets/Precise-Debugging-Benchmarking/PDB-Multi)
+
+## TL;DR
+
+Unit tests reward brute-force regeneration equally with minimal targeted fixes. PDB instead evaluates debugging with edit-level **precision** (were unnecessary lines touched?) and bug-level **recall** (were all faults resolved?). On PDB-Wild, the precision gap persists for multi-line and repository-level bugs: models with high unit-test pass rates still over-edit.
+
+## Statistics
+
+- **Total examples:** 484
+- **Per source dataset:**
+  - `bigcodebench`: 37
+  - `livecodebench`: 219
+  - `swebench` (SWE-smith repositories): 228 — 32 files from 6 repositories, bugs generated by Claude-Opus-4.7 with blocks of up to 30 lines
+- **Bug count distribution:**
+  - `bug_count = 1`: 220
+  - `bug_count = 2`: 164
+  - `bug_count = 3`: 100
+
+## Schema
+
+| field | type | notes |
+|---|---|---|
+| `task_id` | string | unique identifier per buggy variant |
+| `source_dataset` | string | provenance of the underlying program (`bigcodebench`, `livecodebench`, `swebench` = SWE-smith repository) |
+| `source_model` | string | bug-generator model |
+| `task_prompt` | string | natural-language description of the task / fix target |
+| `gt_solution` | string | verified correct program (for SWE-smith: the full content of `target_file`) |
+| `buggy_code` | string | program with injected bug(s) |
+| `gt_diff` | string (JSON) | `{line_no: {type, original, modified}}` mapping — the fix |
+| `bug_count` | int | number of independent bug blocks (range: {1, 2, 3}) |
+| `bug_type`, `bug_subtype` | string \| null | Orthogonal Defect Classification label (populated for `bug_count == 1`) |
+| `gt_length` | int | line count of `gt_solution` |
+| `editable_lines`, `deletable_lines`, `frozen_lines` | int \| null | handler-derived line counts |
+| `is_buggy` | bool \| null | `true` for single-bug examples, null for composed multi-bug examples |
+| `repo`, `image_name`, `target_file` | string \| null | SWE-smith repository, Docker image and file path (SWE-smith examples only) |
+
+SWE-smith examples are evaluated by applying the model's fix to the repository inside its SWE-smith Docker image and running the repository's test suite; see [`dataset/swesmith`](https://github.com/Bill1235813/PDB/tree/main/dataset/swesmith) in the code repository.
+
+## Loading
+
+```python
+from datasets import load_dataset
+ds = load_dataset("Precise-Debugging-Benchmarking/PDB-Wild", split="test")
+example = ds[0]
+print(example["buggy_code"])
+print(example["gt_solution"])
+```
+
+`gt_diff` is a JSON-encoded string; decode with `json.loads(example["gt_diff"])`.
+
+## License
+
+MIT.

data/test-00000-of-00001.parquet

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