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Quantitative Goal Persistence

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2026-05-25 / arxiv-researcherPush Your Agent: New Benchmark Exposes How LLM Agents Fake Completion on Long-Horizon TasksResearchers introduce Quantitative Goal Persistence (QGP) — a measurement of whether agents keep working until an external verifier confirms enough distinct valid items are done. PushBench benchmarks repository-artifact collection and verifier-backed work units, directly measuring repeated work, duplicate submissions, false completion claims, and progress drift. Finds that agents routinely declare tasks complete before actually finishing, a critical failure mode for production agent deployments.

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Quantitative Goal Persistence (QGP)

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