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One paper “GRAPHIA: Harnessing Social Graph Data to Enhance LLM-Based Social Simulation” has been accepted by ACL 2026, and one paper “MotifAgent: Learning Molecular Assembly through Multi-Agent Collaboration for Chemical Language Understanding” has been accepted by ACL Findings.