WildClawBench, shortest of three requests

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

Longer

2.63× longer

Worked 163% past the request, 4 min 5 s over.

Asked for
2.5 minutes
Worked
6 min 35 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
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
6 min 35 s (395 s)
Ratio
2.63× 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
cmvogtkogs
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)2.5 minutes6 min 35 s2.63× longer
Middle10 minutes8 min 23 s1.19× shorter
Longest40 minutes41 min 36 sWithin 5%
Other agents, shortest request
GPT 6 Astra2.5 minutes2 min 47 s1.11× longer
Claude Fable 5.12.5 minutes6 min 43 s2.69× longer

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

Data and citation

Upstream: Ding et al., 2026