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cs.CL 1 cs.HC 1

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2026 1 2025 1

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Safeguarding LLM Agents from Misalignment through Provenance Analysis

cs.CL · 2026-05-01 · unverdicted · novelty 6.0

ProvenanceGuard applies a provenance-based framework to detect three types of misalignment in LLM agent tool calls, cutting error rates on misaligned traces from 42.9% to 1.8% on one benchmark while lowering unnecessary interventions.

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