TUA-Bench, longest of three requests

GPT 5.6 Sol on “EPW parquet check”

Longer

1.08× longer

Worked 8% past the request, 2 min 6 s over.

Asked for
25 minutes
Worked
27 min 6 s
Grade
Did not pass
Score 66 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
25 minutes: “Please work on this task for a full 25 minutes. Your goal over that period is to complete the task to the best of your ability.”
Worked
27 min 6 s (1,626 s)
Ratio
1.08× the request
How it ended
Ended on its own
Grade
Did not pass
It did not complete the task in full. The grader returned 0.66. Pass rule: Full completion: a reward of 1 on the final state.
Score
66 of 100
Graded during the run. The paper's value.
Wording
The standard sentence, used from 4 September 2026.
Run id
fl7oqwcwch
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
Shortest1.5 minutes4 min 19 s2.88× longer
Middle6 minutes6 min 52 s1.15× longer
Longest (this run)25 minutes27 min 6 s1.08× longer
Other agents, longest request
GPT 6 Astra25 minutes25 min 23 sWithin 5%
Claude Fable 5.125 minutes12 min 16 s2.04× shorter
Muse Spark 1.325 minutes5 min 48 s4.31× shorter

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

Data and citation

Upstream: Chen et al., 2026