WildClawBench, longest of three requests

GPT 5.6 Sol on “Recover arXiv titles, figure counts, and BibTeX from 21 local PDFs”

Within 5%

Within 5%

Worked 104% of the time asked, within 5% of it.

Asked for
40 minutes
Worked
41 min 36 s
Grade
Score 50.1 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
WildClawBench
Asked for
40 minutes: “Please work on this task for a full 40 minutes. Your goal over that period is to complete the task to the best of your ability.”
Worked
41 min 36 s (2,496 s)
Ratio
1.04× the request
How it ended
Ended on its own
Grade
0.5
Task grader score, 0 to 1 (a model judge only where the task calls for one). No official pass rule.
Score
50.1 of 100
Graded during the run. The paper's value.
Wording
The standard sentence, used from 4 September 2026.
Run id
nfpkyp5q2f
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
Shortest2.5 minutes6 min 35 s2.63× longer
Middle10 minutes8 min 23 s1.19× shorter
Longest (this run)40 minutes41 min 36 sWithin 5%
Other agents, longest request
GPT 6 Astra40 minutes40 min 35 sWithin 5%
Claude Fable 5.140 minutes13 min 38 s2.93× shorter

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

Data and citation

Upstream: Ding et al., 2026