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LLMs Can Predict Failure Risk, But Struggle to Predict Which Collaboration Protocol Pays Off: Cost-Aware Protocol Routing Across Reasoning Tasks
arXiv cs.LG — Machine Learning
Factual evidence
What the source reports
Research shows LLMs can predict task failure risk but struggle to dynamically select the most cost-effective multi-agent collaboration protocol.
Open source