PPTArena, longest of three requests

GPT 5.6 Sol on “Accessibility and master cleanup”

Within 5%

Within 5%

Worked 99% of the time asked, within 5% of it.

Asked for
25 minutes
Worked
24 min 39 s
Grade
Score 60 of 100
Instructions 1 of 5, visuals 5 of 5. Graded during the run.
How it ended
Ended on its own
Every detail of this run
Agent
GPT 5.6 Sol, in Codex
Benchmark
PPTArena
Asked for
25 minutes: “Please work on this task for a full 25 minutes. Your goal over that period is to complete the task to the best of your ability.”
Worked
24 min 39 s (1,479 s)
Ratio
0.99× the request
How it ended
Ended on its own
Grade
Instructions 1.00 of 5, visuals 5.00 of 5
Two 0-to-5 judge scores, instruction following (IF) and visual quality (VQ), each the median of 3 judge samples. No official pass rule.
Score
60 of 100
Graded during the run. The paper's value.
Wording
The standard sentence, used from 4 September 2026.
Run id
v6cw3chlh4
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
Shortest1.5 minutes5 min 50 s3.89× longer
Middle6 minutes6 min 35 s1.10× longer
Longest (this run)25 minutes24 min 39 sWithin 5%
Other agents, longest request
GPT 6 Astra25 minutes25 min 29 sWithin 5%
Claude Fable 5.125 minutes9 min 55 s2.52× shorter

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Data and citation