WildClawBench, shortest of three requests

GPT 6 Astra on “Recover arXiv titles, figure counts, and BibTeX from 21 local PDFs”

Longer

1.11× longer

Worked 11% past the request, 17 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: WildClawBench
Task: Recover arXiv titles, figure counts, and BibTeX from 21 local PDFs
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 47 s (167 s)
Ratio: 1.11× the request
How it ended: Ended on its own
Grade: 0.715; Task grader score, 0 to 1 (a model judge only where the task calls for one). No official pass rule.
Score: 71.5 of 100; Graded during the run. The paper's value.
Wording: The standard sentence, used from 4 September 2026.
Run id: 6bcxjzyc63
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 47 s	1.11× longer
Middle	10 minutes	10 min 32 s	1.05× longer
Longest	40 minutes	40 min 35 s	Within 5%
Other agents, shortest request
GPT 5.6 Sol	2.5 minutes	6 min 35 s	2.63× longer
Claude Fable 5.1	2.5 minutes	6 min 43 s	2.69× longer

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Data and citation