AppWorld, longest of three requests

GPT 5.6 Sol on “Reconcile Venmo payments into Splitwise with attached receipts”

Within 5%

Within 5%

Worked 104% of the time asked, within 5% of it.

Asked for
25 minutes
Worked
25 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
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
25 min 58 s (1,558 s)
Ratio
1.04× 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
ep4vagwitg
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 minutes1 min 47 s1.19× longer
Middle6 minutes6 min 31 s1.09× longer
Longest (this run)25 minutes25 min 58 sWithin 5%
Other agents, longest request
GPT 6 Astra25 minutes25 min 42 sWithin 5%
Claude Fable 5.125 minutes3 min 3 s8.20× shorter

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Data and citation

Upstream: Trivedi et al., 2024 (ACL)