Datasets:
Focus BugsInPy v3 READMEs on the new pass@2 evaluation
Browse files- bugsinpy_v3/README.md +4 -33
- bugsinpy_v3/trace_stats/README.md +16 -18
bugsinpy_v3/README.md
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## Dataset stats
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- **Kept:** 471 (65 from v2 plus 406 newly solved by Qwen3.8-27B)
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- **Excluded:** 18 (no recorded success)
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- **New evaluation:** 424 previously excluded tasks, 2 attempts each, 848 attempts
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- **Saved trajectories:** 16,496, successful and failed
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BugsInPy contains Python bug-fixing tasks from real open-source projects. Each task provides a buggy project checkout and a verifier for the target bug. `tasks.parquet` keeps all v2 tasks and adds the newly solved tasks with their evaluated payloads.
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| Model | Tasks evaluated | Attempts | Tasks solved at least once | Pass@1 | Pass@k |
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| --- | ---: | ---: | ---: | ---: | ---: |
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| Qwen3-30B Instruct | 489 | 7,824 | 56 | 3.13% | 11.45% (k=16) |
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| Qwen3-30B Thinking | 489 | 7,824 | 47 | 2.28% | 9.61% (k=16) |
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| Qwen3.8-27B (thinking) | 424 | 848 | 406 | 90.92% | 95.75% (k=2) |
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Qwen3.8-27B used Terminus-2, thinking enabled, temperature 1.0, top-p 0.95, top-k 20, a 32,768-token context, and at most 8,192 output tokens per model call. Each task kept its existing agent and verifier time limits. The task source is pinned to revision `3abfc632`; complete settings are in [evaluation setup](metadata/evaluation-setup.json).
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### Successful attempts in the earlier evaluations
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Counts below cover all 489 evaluated tasks, including those excluded from v2.
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| Successful attempts | Instruct tasks | Thinking tasks |
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| 0/16 | 433 | 442 |
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| 1/16 | 16 | 17 |
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| 2/16 | 8 | 7 |
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| 3/16 | 7 | 4 |
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| 4/16 | 3 | 4 |
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| 5/16 | 6 | 3 |
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| 6/16 | 5 | 1 |
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| 7/16 | 1 | 5 |
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| 8/16 | 0 | 0 |
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| 9/16 | 2 | 2 |
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| 10/16 | 1 | 2 |
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| 11/16 | 3 | 1 |
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| 12/16 | 2 | 0 |
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| 13/16 | 1 | 0 |
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| 14/16 | 0 | 1 |
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| 15/16 | 1 | 0 |
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| 16/16 | 0 | 0 |
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## Select tasks by successful-attempt count
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The Parquet preserves `instruct_successes`, `thinking_successes`, and `attempts_per_model` from v2, and adds `qwen38_successes`, `qwen38_attempts`, and `kept_from_v2`. For the 65 v2 tasks, `qwen38_attempts` is 0 and `qwen38_successes` is null.
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## Traces
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`traces/`
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```python
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import json
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| Model | Mean time per attempt | Median time per attempt | Attempts measured |
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| --- | ---: | ---: | ---: |
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| Qwen3-30B Instruct | 819.81 s | 591.56 s | 7,824 |
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| Qwen3-30B Thinking | 1,098.50 s | 750.63 s | 7,824 |
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| Qwen3.8-27B | 1,172.06 s | 935.76 s | 848 |
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`patch.py` rebuilds `tasks.parquet` from pinned v1 and v2 sources and the published selection metadata.
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## Dataset stats
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- **Source tasks:** 489
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- **Kept:** 471 (65 from v2 plus 406 newly solved by Qwen3.8-27B)
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- **Excluded:** 18 (no recorded success)
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- **New evaluation:** 424 previously excluded tasks, 2 attempts each, 848 attempts
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- **New saved trajectories:** 848, successful and failed
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BugsInPy contains Python bug-fixing tasks from real open-source projects. Each task provides a buggy project checkout and a verifier for the target bug. `tasks.parquet` keeps all v2 tasks and adds the newly solved tasks with their evaluated payloads.
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| Model | Tasks evaluated | Attempts | Tasks solved at least once | Pass@1 | Pass@k |
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| Qwen3.8-27B (thinking) | 424 | 848 | 406 | 90.92% | 95.75% (k=2) |
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Qwen3.8-27B solved 406 of the 424 previously excluded tasks. Together with the 65 tasks carried forward from [v2](../bugsinpy_v2/README.md), v3 keeps 471 tasks. These results cover only the new evaluation.
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Qwen3.8-27B used Terminus-2, thinking enabled, temperature 1.0, top-p 0.95, top-k 20, a 32,768-token context, and at most 8,192 output tokens per model call. Each task kept its existing agent and verifier time limits. The task source is pinned to revision `3abfc632`; complete settings are in [evaluation setup](metadata/evaluation-setup.json).
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## Select tasks by successful-attempt count
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The Parquet preserves `instruct_successes`, `thinking_successes`, and `attempts_per_model` from v2, and adds `qwen38_successes`, `qwen38_attempts`, and `kept_from_v2`. For the 65 v2 tasks, `qwen38_attempts` is 0 and `qwen38_successes` is null.
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## Traces
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`traces/` includes all 848 new Qwen3.8-27B attempts, successful and failed, one row per attempt in Zstandard-compressed Parquet. Earlier traces are also preserved; use the model filter below to select the new evaluation. Columns include `task_id`, `model`, `attempt_id`, `reward`, `verifier_reward`, `retained_v2`, `retained_v3`, and full `trajectory` and `result` JSON.
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```python
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import json
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| Model | Mean time per attempt | Median time per attempt | Attempts measured |
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| --- | ---: | ---: | ---: |
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| Qwen3.8-27B | 1,172.06 s | 935.76 s | 848 |
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`patch.py` rebuilds `tasks.parquet` from pinned v1 and v2 sources and the published selection metadata.
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bugsinpy_v3/trace_stats/README.md
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# Trajectory statistics
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| Metric |
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| Recorded attempts |
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| Median agent turns |
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| Median input tokens per attempt |
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| Median output tokens per attempt |
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| Median agent runtime (seconds) |
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| Median verifier runtime (seconds) |
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Medians use recorded measurements only.
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## Plots
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, [qwen3-30b-instruct-2507](plots/qwen3-30b-instruct-2507-trace-distributions.png), [qwen3-30b-instruct-2507](plots/qwen3-30b-instruct-2507-trace-outcomes.png), [qwen3-30b-thinking](plots/qwen3-30b-thinking-trace-commands.png), [qwen3-30b-thinking](plots/qwen3-30b-thinking-trace-distributions.png), [qwen3-30b-thinking](plots/qwen3-30b-thinking-trace-outcomes.png), [qwen3.8-27b](plots/qwen3.8-27b-trace-commands.png), [qwen3.8-27b](plots/qwen3.8-27b-trace-distributions.png), [qwen3.8-27b](plots/qwen3.8-27b-trace-outcomes.png).
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## Data
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# Trajectory statistics
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848 new Qwen3.8-27B attempts across 424 evaluated tasks, kept and excluded, each counted once. Task success counts are in the [dataset overview](../README.md).
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| Metric | Qwen3.8-27B |
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| Recorded attempts | 848 |
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| Median agent turns | 21 |
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| Median input tokens per attempt | 247,841 |
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| Median output tokens per attempt | 26,467 |
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| Median agent runtime (seconds) | 761 |
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| Median verifier runtime (seconds) | 34 |
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Medians use recorded measurements only.
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## Plots
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Commands are counted as submitted, not as successful executions.
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## Data
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The detailed files preserve all evaluations. Select `qwen3.8-27b` in the `model` column of [per-task metrics](data/per_task.parquet) and [per-attempt metrics](data/per_attempt.parquet), or use `models["qwen3.8-27b"]` in the [summary](data/summary.json), for the new evaluation. Nested metrics are stored as JSON. [Provenance](data/provenance.json) records source files and deduplication.
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Earlier evaluation statistics are in the [v2 overview](../../bugsinpy_v2/trace_stats/README.md).
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New attempts without a saved conversation: 0; without a verifier reward: 3. Missing measurements stay empty.
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