TUA-Bench, shortest of three requests

GPT 5.6 Sol on “Merge text document”

Longer

3.05× longer

Worked 205% past the request, 2 min 34 s over.

Asked for
1.25 minutes
Worked
3 min 49 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
1.25 minutes: “Please work on this task for a full 1.25 minutes. Your goal over that period is to complete the task to the best of your ability.”
Worked
3 min 49 s (229 s)
Ratio
3.05× 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
dhmw3r3vu5
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
Shortest (this run)1.25 minutes3 min 49 s3.05× longer
Middle5 minutes5 min 26 s1.08× longer
Longest20 minutes21 min 13 s1.06× longer
Other agents, shortest request
GPT 6 Astra1.25 minutes1 min 48 s1.44× longer
Claude Fable 5.11.25 minutes3 min 29 s2.79× longer

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

Data and citation

Upstream: Chen et al., 2026