Author

Amritesh Banerjee

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Preprint Jul 2026

Measuring Cross-Task Behavioral Consistency in Language Model Agents

It is found that consistency is not reducible to success rate, since systems with comparable success can differ sharply in consistency, and that the frontier-versus-open-source consistency gap persists under a within-task control that holds task difficulty constant.

Amritesh Banerjee, Pranil Raichura · 0 citations

Preprint Aug 2026

Invocation-Level Reliability of Tool-Using Agents

This work measures a correct-invocation rate that separates the two, under both a clean teacher-forced context and the model's own free-running context, on five open-weight models over contamination-free multi-step tasks.

Afiya Noorain, Subhranshu Mohanty, Amritesh Banerjee et al. · 0 citations