Sakana ALE-Bench, middle of three requests

GPT 6 Astra on “AtCoder Heuristic Contest 31”

Within 5%

Within 5%

Worked 101% of the time asked, within 5% of it.

Asked for
40 minutes
Worked
40 min 34 s
Grade
Performance 2558
Graded during the run.
How it ended
Ended on its own
Every detail of this run
Agent
GPT 6 Astra, in Codex
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
40 min 34 s (2,434 s)
Ratio
1.01× the request
How it ended
Ended on its own
Grade
137,347,805
Raw score on the private test cases, in each problem's own units; also reports rank against human contest entrants. No official pass rule.
Score
Performance 2558
Graded during the run. The paper's value.
Wording
The standard sentence, used from 4 September 2026.
Run id
lhltaywwiq
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 taskAskedWorkedSplitResult
Shortest10 minutes11 min 7 s1.11× longer
Middle (this run)40 minutes40 min 34 sWithin 5%
Longest150 minutes2 h 30 minWithin 5%
Other agents, middle request
GPT 5.6 Sol40 minutes40 min 40 sWithin 5%
Claude Fable 5.140 minutes11 min 47 s3.39× shorter

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Data and citation

Upstream: Imajuku et al., 2025