Datasets:
CrossCodeEval v2 trace statistics
Coverage
Of 214,720 recorded attempts, 214,719 have saved conversations and 1 do not. 2 attempts have no raw verifier reward. Missing measurements remain missing.
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.
Token totals sum calls across an attempt and are not the context window.
Measurements cover 6,710 tasks, including kept and unselected tasks, with each attempt counted once.
Evaluation settings
| Model | Agent | Thinking | Attempts/task | Temperature | Top-p | Top-k | Context tokens | Intended output tokens/call | Other sampling |
|---|---|---|---|---|---|---|---|---|---|
| Qwen/Qwen3-30B-A3B-Instruct-2507 | Terminus-2 | Off | 16 | 0.7 | 0.8 | 20 | 32,768 | 8,192 | min_p=0 |
| Qwen/Qwen3-30B-A3B | Terminus-2 | On | 16 | 0.6 | 0.95 | 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 900 seconds; verifier 720 seconds (sampled configurations; limits vary by task where multiple values are shown).
Output-limit evidence: The 6 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.
Measurements
Qwen/Qwen3-30B-A3B-Instruct-2507
| Measurement | Attempts measured | Median | 90th percentile |
|---|---|---|---|
| Agent turns | 107,359 | 2 | 2 |
| Input tokens per attempt | 107,359 | 3,865 | 7,488 |
| Output tokens per attempt | 107,359 | 393 | 616 |
| Largest recorded step, prompt plus output tokens | 107,338 | 2,247 | 3,575 |
| Agent runtime (seconds) | 107,360 | 6.29 | 9.72 |
| Verifier runtime (seconds) | 107,360 | 1.24 | 1.38 |
| Whole-attempt runtime (seconds) | 107,360 | 13.72 | 34.03 |
Qwen/Qwen3-30B-A3B
| Measurement | Attempts measured | Median | 90th percentile |
|---|---|---|---|
| Agent turns | 107,360 | 2 | 2 |
| Input tokens per attempt | 107,360 | 3,723 | 7,102 |
| Output tokens per attempt | 107,360 | 1,504 | 2,906 |
| Largest recorded step, prompt plus output tokens | 107,330 | 2,917 | 4,658 |
| Agent runtime (seconds) | 107,360 | 19.77 | 38.25 |
| Verifier runtime (seconds) | 107,358 | 1.23 | 1.38 |
| Whole-attempt runtime (seconds) | 107,360 | 29.41 | 70 |
Statistics use available measurements only. Input/output totals sum calls and can include repeated context. Recorded ATIF steps can aggregate multiple requests, so their largest prompt-plus-output count does not establish a per-call context limit. Missing summarization counts are not zero. Commands are counted as submitted, not as successful executions.
Machine-readable measurements remain in data/summary.json, data/per_task.parquet and data/per_attempt.parquet.
Plots
