AppWorld, shortest of three requests

GPT 5.6 Sol on “Collect every cable bill, normalize filenames, ZIP them, and reply to the request”

Longer

1.19× longer

Worked 19% past the request, 28 s over.

Asked for
2.5 minutes
Worked
2 min 58 s
Grade
Passed
Score 100 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
AppWorld
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
2 min 58 s (178 s)
Ratio
1.19× the request
How it ended
Ended on its own
Grade
Passed
It passed every final-state test. The grader returned 1. Pass rule: Every final-state test passes.
Score
100 of 100
Graded during the run. The paper's value.
Wording
The standard sentence, used from 4 September 2026.
Run id
mxvsai5dxf
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 minutes2 min 58 s1.19× longer
Middle10 minutes10 min 28 sWithin 5%
Longest40 minutes40 min 59 sWithin 5%
Other agents, shortest request
GPT 6 Astra2.5 minutes2 min 42 s1.08× longer
Claude Fable 5.12.5 minutes5 min 6 s2.04× longer

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Data and citation

Upstream: Trivedi et al., 2024 (ACL)