TUA-Bench, longest of three requests
GPT 5.6 Sol on “Extract presenter photos”
Within 5%
Within 5%Worked 104% of the time asked, within 5% of it.
- Asked for
- 40 minutes
- Worked
- 41 min 33 s
- Grade
- Passed
- Score 100 of 100. Graded during the run.
- How it ended
- Ended on its own
Every detail of this run
- Agent
- GPT 5.6 Sol, in Codex
- Benchmark
- TUA-Bench
- Asked for
- 40 minutes: “Please work on this task for a full 40 minutes. Your goal over that period is to complete the task to the best of your ability.”
- Worked
- 41 min 33 s (2,493 s)
- Ratio
- 1.04× 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. The paper's value.
- Wording
- The standard sentence, used from 4 September 2026.
- Run id
- i2stgiytl4
- Data release
- 26 Sep 2026
Related runs
| Sol on this task | Asked | Worked | Split | Result |
|---|---|---|---|---|
| Shortest | 2.5 minutes | 2 min 47 s | 1.11× longer | |
| Middle | 10 minutes | 10 min 54 s | 1.09× longer | |
| Longest (this run) | 40 minutes | 41 min 33 s | Within 5% | |
| Other agents, longest request | ||||
| GPT 6 Astra | 40 minutes | 40 min 46 s | Within 5% | |
| Claude Fable 5.1 | 40 minutes | 5 min 7 s | 7.81× shorter | |
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Data and citation
Upstream: Chen et al., 2026