TUA-Bench, shortest of three requests

GPT 6 Astra on “APA references review”

Longer

1.10× longer

Worked 10% past the request, 15 s over.

Asked

Worked

Safety cutoff 1 h 20 min, off the scale

Every detail of this run

Agent: GPT 6 Astra, in Codex
Benchmark: TUA-Bench
Task: APA references review
Asked for: 2.5 minutes: “Please work on this task for a full 2.5 minutes. Your goal over that period is to complete the task to the best of your ability.”
Worked: 2 min 45 s (165 s)
Ratio: 1.10× the request
How it ended: Ending not labelled yet
Grade: Did not pass; It did not complete the task in full. The grader returned 0.557. Pass rule: Full completion: a reward of 1 on the final state.
Score: 55.7 of 100; Graded during the run. The paper's value.
Wording: The standard sentence, used from 4 September 2026.
Run id: bk6swzpx6l
Data release: 26 Sep 2026

The other requests for GPT 6 Astra on this task, and the other agents at this request
Astra on this task	Asked	Worked	Result
Shortest (this run)	2.5 minutes	2 min 45 s	1.10× longer
Middle	10 minutes	10 min 8 s	Within 5%
Longest	40 minutes	40 min 28 s	Within 5%
Other agents, shortest request
GPT 5.6 Sol	2.5 minutes	3 min 37 s	1.45× longer
Claude Fable 5.1	2.5 minutes	9 min 20 s	3.73× longer
Muse Spark 1.3	2.5 minutes	2 min 9 s	1.16× shorter

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Read before quoting. How this run ended has not been labelled yet. It is timed like every other run and counted in every number. Details

Data and citation