Datasets:
SETA v2
Dataset stats
- Tasks: 3,107 in v1; 2,246 kept in v2.
- Teacher evaluation: Qwen/Qwen3-30B-A3B-Instruct-2507 (thinking off), 16 attempts per task (pass@16); Qwen/Qwen3-30B-A3B (thinking on), 16 attempts per task (pass@16).
- Coverage: 3,107/3,107 tasks evaluated; 99,424 evaluation attempts.
- Saved conversations: 111,700 of 112,008 published attempt records, including successful and unsuccessful attempts.
We keep tasks with at least one verifier-successful attempt from any evaluated model.
The kept set includes historical successes; the evaluation and historical trace counts are distinguished below.
Evaluation settings
| Model | Agent | Thinking | Attempts/task | Temperature | Top-p | Top-k | Context tokens | Intended output tokens/call | Other sampling |
|---|---|---|---|---|---|---|---|---|---|
| Qwen/Qwen3-30B-A3B | Terminus-2 | On | 16 | 0.6 | 0.95 | 20 | 32,768 | 8,192 | min_p=0 |
| Qwen/Qwen3-30B-A3B-Instruct-2507 | Terminus-2 | Off | 16 | 0.7 | 0.8 | 20 | 32,768 | 8,192 | min_p=0 |
Context includes prompt and response for one model call. The output budget includes thinking tokens; neither is a whole-attempt token total.
Time limits: agent 3,600 seconds; verifier 120, 900 seconds (sampled configurations; limits vary by task where multiple values are shown). The broader saved setup reports task-specific agent limits of 180 to 3,600 seconds and verifier limits of 120 to 1,800 seconds.
Output-limit evidence: The 7 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.
Results
The tables and plot cover all evaluated tasks for each model, before selecting tasks for publication.
The pass@16 evaluation solved 2,233 unique tasks. Another 13 tasks are kept because of historical successes, giving 2,246 kept tasks. The 12,584 historical attempts are preserved in traces but excluded from these fixed-budget results.
| Successful attempts | Qwen/Qwen3-30B-A3B-Instruct-2507 (3,107 tasks) | Qwen/Qwen3-30B-A3B (3,107 tasks) |
|---|---|---|
| 0/16 | 938 | 1,626 |
| 1/16 | 266 | 301 |
| 2/16 | 202 | 169 |
| 3/16 | 126 | 104 |
| 4/16 | 133 | 95 |
| 5/16 | 127 | 77 |
| 6/16 | 95 | 64 |
| 7/16 | 103 | 73 |
| 8/16 | 86 | 57 |
| 9/16 | 82 | 57 |
| 10/16 | 95 | 66 |
| 11/16 | 114 | 66 |
| 12/16 | 91 | 66 |
| 13/16 | 123 | 67 |
| 14/16 | 111 | 60 |
| 15/16 | 155 | 76 |
| 16/16 | 260 | 83 |
| Model | Evaluated tasks | Pass@1 | Pass@2 | Pass@4 | Pass@8 | Pass@16 |
|---|---|---|---|---|---|---|
| Qwen/Qwen3-30B-A3B-Instruct-2507 | 3,107 | 35.94% | 46.31% | 55.54% | 63.38% | 69.81% |
| Qwen/Qwen3-30B-A3B | 3,107 | 19.99% | 27.23% | 34.28% | 41.06% | 47.67% |
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. Recorded terminal errors follow the saved scoring policy; absent attempts are not fabricated and raw missing verifier rewards remain null.
Files and usage
tasks.parquet contains 2,246 kept tasks.
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.
Success-count columns: instruct_successes, thinking_successes, recovery_instruct_successes, recovery_thinking_successes. Counts are model-specific. The settings above describe this release's evaluation; historical columns retain their earlier budgets.
from huggingface_hub import hf_hub_download
import pyarrow.parquet as pq
path = hf_hub_download(
"FWeindel/validated-tasks",
"seta_v2/tasks.parquet",
repo_type="dataset",
)
# Select kept tasks with exactly one observed success.
tasks = pq.read_table(path, filters=[("instruct_successes", "=", 1)])
215 kept tasks have historical attempts on an earlier task version; the published file contains pinned v1 payloads.
Repository-history and timestamp leak checks remain incomplete for these tasks. Teacher success does not establish completion of all current datasource-validation checks.
Trace statistics
Of 112,008 recorded attempts, 111,700 have saved conversations and 308 do not. 5,789 attempts have no raw verifier reward. Missing measurements remain missing. These counts cover all combined traces, including 12,584 historical attempts outside the pass@16 evaluation.
Agent timeouts and verifier outcomes are separate: an attempt can time out and still receive a successful verifier grade.
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.
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.