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Author

Shang-Wen Li

MIT

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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
Preprint Jul 2026

S-EMBER: A Large-Scale Benchmark for Streaming Egocentric Memory Retrieval

This work introduces S-EMBER (Streaming Egocentric Memory Benchmark for Episodic Retrieval), a large-scale benchmark comprising 3,141 videos totaling 388 hours of organic activity captured via Ray-Ban Meta smart glasses that establishes a hardware-authentic foundation for developing grounded, reliable episodic memory i...

Xiaodong Wang, Xuanyi Zhao, Pedro Rodriguez et al. · 0 citations

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