What Makes a Social Agent's Interactions Effective? Learning from Verifiable Outcomes in Paired Worlds.

arXiv:2610.20195v1 Announce Type: cross Abstract: Effective social interaction requires more than fluent responses: agents must reach plans that fit the participants' needs and circumstances. Existing evaluations of social agents mainly rely on LLM judges that