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LLMs often invoke irrelevant tools just because the query structure *fits* the tool's parameters, revealing a surprising and widespread flaw in their reasoning.
LLMs can now perform entity alignment with greater interpretability and efficiency thanks to a new agent-based approach that structures the reasoning process.
Finally, a practical way to audit LLM watermarks without needing the model provider's secret sauce.