Rethinking Semantic Collaborative Integration: Why Alignment Is Not Enough

Maolin Wang, Dongze Wu, Jianing Zhou +7

Large language models (LLMs) have become an important semantic infrastructure for modern recommender systems. A prevailing paradigm integrates LLM-derived semantic embeddings with…