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## Dataset stats
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- **Tasks:** 4,567 original SETA tasks; 3,107 kept in v1
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- **Environments:** v2 reuses the cached Apptainer environments from v1.
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## Dataset characteristics
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<details><summary>Domains</summary>
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**Data Science and Machine Learning:** data cleaning, analysis, scikit-learn models and reports. **Debugging:** Python/pandas repairs. **System Administration:** shell and system configuration. **Data Processing:** file inventories, policy checks and structured outputs.
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</details>
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<details><summary>Capabilities</summary>
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**Specification Adherence:** exact paths, schemas, metrics and constraints. **Exploration:** inspect data, policies and broken scripts. **Error Recovery:** reproduce failures and verify repairs. Labels follow [CLI-Universe](https://arxiv.org/abs/2606.22883v1).
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</details>
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Intended benchmark transfer: **Terminal-Bench 2.0, OpenThoughts-TBLite 2.0, DS-1000 mini-200 and BixBench CLI corrections @ Pi**, through terminal workflows, Python data analysis and executable verification.
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## Merged partial-result selection
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The published task list combines the frozen 15 October 2026, 20:57 UTC snapshot with the completed `2026-10-15-pass16-recovery` run. A task is kept when either model has at least one verifier reward of 1 across those results. The original snapshot remains recorded in `metadata/selection.json`; recovery results are stored separately so overlapping attempt counts are not added or double-counted.
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| Model | Tasks solved at least once |
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| --- | ---: |
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| Qwen3-30B-A3B-Instruct-2507 | 2,137 |
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| Qwen3-30B-A3B-Thinking | 1,459 |
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| Either model | **2,205** |
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| Archived from this release | Tasks |
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| --- | ---: |
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| Incomplete results, no success recorded | 509 |
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| Complete 16 attempts per model, no success | 364 |
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| No scored results | 29 |
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| Total | **902** |
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The recovery newly retained 55 tasks: 50 first successes for Instruct and 5 for Thinking. Another 194 existing tasks gained a first observed success for one model; model totals count each task once. The 509 tasks with incomplete results and no recorded success are archived from this release; each recorded failed trajectory receives curation reward 0. For attempts where the verifier produced no reward, the raw `verifier_reward` remains null and the error message is preserved. The 29 tasks with no scored results remain unscored.
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## Successful attempts in the original snapshot
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The table below records the frozen 15 October snapshot only (2,150 kept tasks). It is retained for historical comparison and is not a distribution for the merged 2,205-task selection. Recovery attempts and raw rewards are available in `runs/2026-10-15-pass16-recovery/`; `tasks.parquet` has separate `recovery_*` columns for each task.
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| Successful attempts | Instruct tasks | Thinking tasks |
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| --- | ---: | ---: |
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| 0 | 159 | 794 |
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| 1 | 240 | 271 |
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| 2 | 187 | 145 |
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| 3 | 117 | 91 |
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| 4 | 112 | 91 |
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| 5 | 119 | 74 |
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| 6 | 95 | 59 |
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| 7 | 94 | 71 |
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| 8 | 86 | 46 |
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| 9 | 70 | 57 |
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| 10 | 93 | 61 |
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| 11 | 103 | 63 |
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| 12 | 79 | 56 |
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| 13 | 118 | 63 |
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| 14 | 102 | 61 |
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| 15 | 136 | 73 |
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| 16 | 240 | 74 |
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## Files and selecting tasks
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## Dataset stats
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- **Tasks:** 4,567 original SETA tasks; 3,107 kept in v1, 2,205 kept in v2. The 902 archived tasks are solved in 0/16 attempts by Qwen3-30B-A3B-Instruct-2507 or Qwen3-30B-A3B (Thinking).
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- **Environments:** v2 reuses the cached Apptainer environments from v1.
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## Files and selecting tasks
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