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Learning to coordinate retrieval signals can significantly boost multi-hop reasoning accuracy in language models.
Hindsight Supervised Learning transforms agent rollouts into a rich source of supervision, achieving superior performance with only a fraction of the required demonstrations.
LLMs are revolutionizing conversational AI research, and this survey offers a structured guide to navigating the rapidly evolving landscape of LLM-powered user simulation.