LLM tool agents fail at parameter filling in five recurring ways; perturbing tool documents and user queries drives most failures, and invented parameter names are tied to the model rather than the input.
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Butterfly Effects in Toolchains: A Comprehensive Analysis of Failed Parameter Filling in LLM Tool-Agent Systems
LLM tool agents fail at parameter filling in five recurring ways; perturbing tool documents and user queries drives most failures, and invented parameter names are tied to the model rather than the input.