This work introduces AGNI, an automated pipeline that extracts trajectory-relevant assumptions, injects targeted environmental changes, and validates that the resulting novel tasks remain solvable and highlights a gap between task competence and adaptive capability and motivate environmental variation as a core dimensi...
Janvijay Singh, Vaishnavi Shrivastava, Dilek Hakkani-Tur et al.· 0 citations
This work presents SocialRL, a general recipe that trains social reasoning directly, and applies it to a 4B model across six domains: Deal-or-No-Deal, CaSiNo, Craigslist, Job Interview, Calendar, and Marketplace, finding that in-domain training reaches the frontier.
Wenyue Hua, Zachary Huang, Tyler Payne et al.· 0 citations
This work presents Collaborative Reasoner, a framework to evaluate and improve the collaborative reasoning abilities of language models, and proposes a self-play method to generate synthetic multi-turn preference data and further train the language models to be better collaborators.
Ansong Ni, Ruta Desai, Yang Li et al.· Neural Information Processin...· 7 citations
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