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AppWorld

Reported model scores on AppWorld, best parseable score first. Each row keeps its verbatim score, test conditions and provenance, and links to the source coverage it was extracted from. Benchmark profile →

Model Score Conditions Provenance Measured Source
GPT-4.1 (ReAct agent) 81.0% after introducing Consistency Analyzer and consistency guidelines (Mean@5) vendor-reported coverage →
GPT-4.1 (ReAct agent) 77.4% average completion rate across runs vendor-reported coverage →
GPT-4.1 (ReAct agent) 69.0% after introducing Consistency Analyzer and consistency guidelines (Pass^5) vendor-reported coverage →
GPT-4.1 (ReAct agent) 53.0% tasks completed in all 5 repeated runs (Pass^5) vendor-reported coverage →

Scores are only comparable within one benchmark under matching conditions — results under different test setups, and scores from other benchmarks, are not directly comparable.

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