TUA-Bench, longest of three requests
Muse Spark 1.3 on “Fix MP3 metadata”
Shorter
17.32× shorterStopped at 6% of the time asked, 18 min 51 s short.
- Asked for
- 20 minutes
- Worked
- 1 min 9 s
- Grade
- Passed
- Score 100 of 100. Graded during the run. Not in the paper's scores.
- How it ended
- Ended on its own
Every detail of this run
- Agent
- Muse Spark 1.3, in Muse Code
- Benchmark
- TUA-Bench
- Task
- Fix MP3 metadata
- Asked for
- 20 minutes: “Please work on this task for a full 20 minutes. Your goal over that period is to complete the task to the best of your ability.”
- Worked
- 1 min 9 s (69 s)
- Ratio
- 0.06× the request
- How it ended
- Ended on its own
- Grade
- Passed
- It completed the task in full. The grader returned 1. Pass rule: Full completion: a reward of 1 on the final state.
- Score
- 100 of 100
- Graded during the run. Not in the paper's scores.
- Wording
- The standard sentence, used from 4 September 2026.
- Run id
- exaauml3vp
- Data release
- 26 Sep 2026
Related runs
| Muse on this task | Asked | Worked | Split | Result |
|---|---|---|---|---|
| Shortest | 1.25 minutes | no run | ||
| Middle | 5 minutes | 5 min 48 s | 1.16× longer | |
| Longest (this run) | 20 minutes | 1 min 9 s | 17.32× shorter | |
| Other agents, longest request | ||||
| GPT 6 Astra | 20 minutes | 20 min 16 s | Within 5% | |
| GPT 5.6 Sol | 20 minutes | 21 min 6 s | 1.05× longer | |
| Claude Fable 5.1 | 20 minutes | 1 min 49 s | 10.98× shorter | |
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Data and citation
Upstream: Chen et al., 2026