Datasets:
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| language: | |
| - en | |
| task_categories: | |
| - text-generation | |
| tags: | |
| - agent | |
| - code | |
| - agentic-tasks | |
| - harbor | |
| - reinforcement-learning | |
| configs: | |
| - config_name: default | |
| data_files: | |
| - split: train | |
| path: "*_v1/tasks.parquet" | |
| - config_name: v2 | |
| data_files: | |
| - split: train | |
| path: "*_v2/tasks.parquet" | |
| - config_name: archive | |
| data_files: | |
| - split: train | |
| path: "*_v1/archive.parquet" | |
| # Validated tasks | |
| Datasets repaired and filtered using the [OT-next-data validation protocol](https://github.com/MLI-lab/OT-next-data/blob/main/validation/PROTOCOL.md). | |
| - **V1:** environment reliability and rule-based task-quality repairs. Build/setup, no-op and reference checks where reference solutions exist. | |
| - **V2:** retain tasks solved at least once by an evaluated model. Includes partial results where a success is already recorded; each README lists models, attempt counts and coverage. | |
| ## Dataset sizes and composition | |
| **V1: 42,166 kept, patched tasks across 8 data sources.** | |
| **V2: 7,629 tasks solved at least once across the same 8 data sources.** V2 is a subset of V1, not additional tasks. | |
| Percentages are each source's share of that version's total in the current published snapshots. | |
| | Dataset | V1 tasks | Share of V1 | V2 tasks | Share of V2 | | |
| | --- | ---: | ---: | ---: | ---: | | |
| | BugsInPy | [489](bugsinpy_v1) | 1.16% | [65](bugsinpy_v2) | 0.85% | | |
| | CrossCodeEval | [6,710](crosscodeeval_v1) | 15.91% | [863](crosscodeeval_v2) | 11.31% | | |
| | TermiGen | [3,336](termigen_v1) | 7.91% | [2,277](termigen_v2) | 29.85% | | |
| | SETA | [3,107](seta_v1) | 7.37% | [2,150](seta_v2) | 28.18% | | |
| | CalibForge | [5,317](calibforge_v1) | 12.61% | [84](calibforge_v2) | 1.10% | | |
| | ScaleSWE | [16,786](scaleswe_v1) | 39.81% | [292](scaleswe_v2) | 3.83% | | |
| | SWE-Lego | [4,277](swelego_v1) | 10.14% | [575](swelego_v2) | 7.54% | | |
| | EndlessTerminals | [2,144](endless_v1) | 5.08% | [1,323](endless_v2) | 17.34% | | |
| | **Total** | **42,166** | **100%** | **7,629** | **100%** | | |
| Percentages may not sum to exactly 100% due to rounding. | |
| `tasks.parquet` contains kept tasks. V1 includes `archive.parquet`; V2 exclusions can be recovered from V1 using the selection manifest. V2 reuses V1 images. ScaleSWE uses its original Docker Hub images, with optional Apptainer caches. | |
| ## Download tasks and images | |
| ```python | |
| from huggingface_hub import snapshot_download | |
| snapshot_download( | |
| "FWeindel/validated-tasks", | |
| repo_type="dataset", | |
| allow_patterns=["seta_v2/tasks.parquet", "seta_v1/cached_images/**"], | |
| local_dir="data", | |
| ) | |
| ``` | |
| Image metadata and reproduction scripts pin immutable source revisions. Their historical paths remain valid at those revisions despite the folder renames on main. | |
| CalibForge's pilot LLM-review results are in [the GitHub review JSON](https://github.com/MLI-lab/OT-next-data/blob/main/data/calibforge/stage2-review-171/reviews.json). LLM-judge filtering has not been applied across the full release. | |