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cs.AI2026
CORTEX: Learning to Share and Specialize in Dense Language Models
Chuiyang Meng, Ming Tang, Vincent W. S. Wong
Large language models are trained on heterogeneous data mixtures, where different knowledge domains require both shared knowledge and specialization. Existing modular approaches ty…
cs.AI2026
Social Circuits behind Multi-agent Echo Chambers
Chuiyang Meng, Wenlu Yu, Ming Tang +1
Language-model agents exchange messages to combine evidence, but their communication can also create echo chambers that reinforce shared errors. However, overall task performance d…