Multi-Agent Systems2 min read
MADS: Multi-Agent Dialog Simulation for Robust Conversational Agents
Task-oriented conversational agents remain fragile under realistic conditions, especially when users exhibit non-cooperative behavior. Existing function-calling benchmarks underrepresent adversarial conversation trajectories, thereby limiting the training resources available for developing robust…
By Arkajyoti Chakraborty, Adam Zernik, Ishika Kulkarni, Mudit Arora, Hugo Lin, Justin Chiu, Alessandro Di Bari, Neha Gupta, Andreas StolckearXiv - cs.CL (NLP)
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Originally published by arXiv - cs.CL (NLP) on Oct 12, 2026.
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