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cs.CL2026
Science Utopia? Closed-Loop LLM Simulation of Academic Research Ecosystems
Yiqiao Jin, Yiyang Wang, Lucheng Fu +8
Scientific progress emerges from a longitudinal ecosystem in which researchers, institutions, funding agencies, collaboration networks, and the scientific literature co-evolve. As…
cs.CL2026
UniSD: Towards a Unified Self-Distillation Framework for Large Language Models
Yiqiao Jin, Yiyang Wang, Lucheng Fu +7
Self-distillation (SD) offers a promising path for adapting large language models (LLMs) without relying on stronger external teachers. However, SD in autoregressive LLMs remains c…
cs.CL2026
MASCOT: Multi-Agent Socio-Collaborative Companion Systems
Yiyang Wang, Yiqiao Jin, Alex Cabral +1
Multi-agent systems (MAS) are emerging as promising socio-collaborative companions for emotional and cognitive support. However, existing systems frequently suffer from persona col…