Author

Jingyan Jiang

Argonne National Laboratory

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Review Aug 2026

LLMs Can Predict Failure Risk, But Struggle to Predict Which Collaboration Protocol Pays Off: Cost-Aware Protocol Routing Across Reasoning Tasks

Multi-agent large language model (LLM) systems can improve reasoning by spending more computation, but deployment requires deciding when extra collaboration is worth its cost, so confidence can support initial escalation, while protocol-specific cost-aware routing remains unresolved.

Chih-Hsuan Yang, Jingyan Jiang, Chen Yang et al. · 0 citations