TUA-Bench, longest of three requests

GPT 5.6 Sol on “Extract gym auditorium”

Longer

1.08× longer

Worked 8% past the request, 1 min 32 s over.

Asked for
20 minutes
Worked
21 min 32 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
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
21 min 32 s (1,292 s)
Ratio
1.08× 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
yabp5fcz3k
Data release
26 Sep 2026
The other requests for GPT 5.6 Sol on this task, and the other agents at this request
Sol on this taskAskedWorkedSplitResult
Shortest1.25 minutes7 min 6 s5.68× longer
Middle5 minutes6 min 20 s1.27× longer
Longest (this run)20 minutes21 min 32 s1.08× longer
Other agents, longest request
GPT 6 Astra20 minutes20 min 27 sWithin 5%
Claude Fable 5.120 minutes22 min 12 s1.11× longer
Muse Spark 1.320 minutes8 min 15 s2.42× shorter

See it on the chart. Transcripts are not published yet.

Data and citation

Upstream: Chen et al., 2026