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cs.AI 1

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2026 1

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PrefixGuard: From LLM-Agent Traces to Online Failure-Warning Monitors

cs.AI · 2026-05-07 · unverdicted · novelty 6.0

PrefixGuard induces typed step adapters from agent traces offline then trains prefix-risk scorers on terminal outcomes, reaching 0.900/0.710/0.533/0.557 AUPRC on four benchmarks and beating raw-text baselines by 0.137 on average.

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  • PrefixGuard: From LLM-Agent Traces to Online Failure-Warning Monitors cs.AI · 2026-05-07 · unverdicted · none · ref 48

    PrefixGuard induces typed step adapters from agent traces offline then trains prefix-risk scorers on terminal outcomes, reaching 0.900/0.710/0.533/0.557 AUPRC on four benchmarks and beating raw-text baselines by 0.137 on average.