PaperBench, longest of three requests

GPT 6 Astra on “FRE”

Within 5%

Within 5%

Worked 100% of the time asked, within 5% of it.

Asked for
150 minutes
Worked
2 h 31 min
Grade
Grading…
The run's output is saved, but grading it needs GPU time for the benchmark's judge or evaluation, which has not run yet.
How it ended
Ended on its own
Every detail of this run
Agent
GPT 6 Astra, in Codex
Benchmark
PaperBench
Task
FRE
Asked for
150 minutes: “Please work on this task for a full 150 minutes. Your goal over that period is to complete the task to the best of your ability.”
Worked
2 h 31 min (9,033 s)
Ratio
1.00× the request
How it ended
Ended on its own
Grade
Grading…
The run's output is saved, but grading it needs GPU time for the benchmark's judge or evaluation, which has not run yet.
Wording
The standard sentence, used from 4 September 2026.
Run id
lodgly6wqy
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 minutes10 min 9 sWithin 5%
Middle40 minutes41 min 39 sWithin 5%
Longest (this run)150 minutes2 h 31 minWithin 5%
Other agents, longest request
GPT 5.6 Sol150 minutes2 h 31 minWithin 5%
Claude Fable 5.1150 minutes42 min 3 s3.57× shorter

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

Data and citation

Upstream: Starace et al., 2025