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Author

Ansong Ni

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#natural language process... Preprint Oct 2026

Scaling Multi-Agent Intelligence with Substrate-Centric Coordination

ScaleMAS is built, where asynchronous agents interact with a shared datastore of linked messages via three operations: publishing messages with optional references to earlier ones that they build on, searching for messages by content, and visiting messages by address, which is an effective proxy for quality.

Zhen-Ting Qi, Zhuo-Kai Zhao, Ru-Lin Shao et al. · 0 citations
2025

Collaborative Reasoner: Self-Improving Social Agents with Synthetic Conversations

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. · 7 citations

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