| # TermiGen v2 |
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| ## Dataset stats |
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| - **Tasks:** 3,336 in v1; 2,277 kept in v2. |
| - **Teacher evaluation:** Qwen/Qwen3-30B-A3B-Instruct-2507 (thinking off), 4 attempts per task (pass@4); Qwen/Qwen3-Coder-30B-A3B-Instruct (thinking off), 4 attempts per task (pass@4). |
| - **Coverage:** 3,336/3,336 tasks evaluated; 26,688 evaluation attempts. |
| - **Saved conversations:** 26,624 of 26,688 published attempt records, including successful and unsuccessful attempts. |
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| We keep tasks with at least one verifier-successful attempt from any evaluated model. |
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| ## Evaluation settings |
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| | Model | Agent | Thinking | Attempts/task | Temperature | Top-p | Top-k | Context tokens | Intended output tokens/call | Other sampling | |
| | --- | ---: | ---: | ---: | ---: | ---: | ---: | ---: | ---: | ---: | |
| | Qwen/Qwen3-Coder-30B-A3B-Instruct | Terminus-2 | Off | 4 | 0.7 | 0.95 | 20 | 65,536 | 16,384 | repetition_penalty=1.05 | |
| | Qwen/Qwen3-30B-A3B-Instruct-2507 | Terminus-2 | Off | 4 | 0.7 | 0.8 | 20 | 65,536 | 16,384 | min_p=0 | |
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| Context includes prompt and response for one model call. The output budget includes thinking tokens; neither is a whole-attempt token total. |
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| **Time limits:** agent 900 seconds; verifier 240 seconds (sampled configurations; limits vary by task where multiple values are shown). |
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| **Output-limit evidence:** The 4 sampled saved configurations use a top-level output limit that the affected Terminus path did not forward as an explicit request cap. The actual fallback cap is unknown. The later forwarding fix does not change these recorded results. Settings describe the sample, not an exhaustive audit of every historical attempt or retry. |
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| ## Results |
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| The tables and plot cover all evaluated tasks for each model, before selecting tasks for publication. |
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| | Successful attempts | Qwen/Qwen3-30B-A3B-Instruct-2507 (3,336 tasks) | Qwen/Qwen3-Coder-30B-A3B-Instruct (3,336 tasks) | |
| | --- | ---: | ---: | |
| | 0/4 | 1,486 | 1,213 | |
| | 1/4 | 417 | 302 | |
| | 2/4 | 359 | 338 | |
| | 3/4 | 421 | 444 | |
| | 4/4 | 653 | 1,039 | |
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| | Model | Evaluated tasks | Pass@1 | Pass@2 | Pass@4 | |
| | --- | ---: | ---: | ---: | ---: | |
| | Qwen/Qwen3-30B-A3B-Instruct-2507 | 3,336 | 37.54% | 47.41% | 55.46% | |
| | Qwen/Qwen3-Coder-30B-A3B-Instruct | 3,336 | 48.46% | 57.42% | 63.64% | |
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| Pass@k uses the sampling-without-replacement estimator from the recorded per-task success counts. At the full attempt budget, it is the fraction of evaluated tasks with at least one observed success. There are 142 attempts without a recorded reward for Qwen/Qwen3-Coder-30B-A3B-Instruct and 179 for Qwen/Qwen3-30B-A3B-Instruct-2507. These remain unknown, not verified failures. The plotted values are observed-success lower bounds with unknown outcomes unresolved, not complete-outcome pass-rate estimates. |
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| ## Files and usage |
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| `tasks.parquet` contains 2,277 kept tasks. |
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| `traces/` contains attempt records across the evaluated cohort, including unsuccessful attempts and tasks not kept. Rows retain task/model/attempt identifiers, raw results and conversations when available. |
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| Success-count columns: `instruct_successes`. Counts are model-specific. The settings above describe this release's evaluation; historical columns retain their earlier budgets. |
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|
| ```python |
| from huggingface_hub import hf_hub_download |
| import pyarrow.parquet as pq |
| |
| path = hf_hub_download( |
| "FWeindel/validated-tasks", |
| "termigen_v2/tasks.parquet", |
| repo_type="dataset", |
| ) |
| # Select kept tasks with exactly one observed success. |
| tasks = pq.read_table(path, filters=[("instruct_successes", "=", 1)]) |
| ``` |
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| Repository-history and timestamp leak checks remain incomplete for these tasks. Teacher success does not establish completion of all current datasource-validation checks. |
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| ## Trace statistics |
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| Of 26,688 recorded attempts, 26,624 have saved conversations and 64 do not. 321 attempts have no raw verifier reward. Missing measurements remain missing. |
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| Agent timeouts and verifier outcomes are separate: an attempt can time out and still receive a successful verifier grade. |
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| The export includes successful and unsuccessful attempts on both kept and unselected tasks. Conversation availability is not a training-quality acceptance claim; no additional conversation quality filter is applied to this export. |
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| `trace_stats/README.md` contains detailed turns, token usage, context, runtime, outcome and command distributions. Token totals sum calls across an attempt and are not the context window. |
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