Paper Review, Deep Learning, Llm, Recommendation System, NLP.
suggests that finetuning the entire LLM with a recommendation-specific corpus does not adapt it well enough for recommendation systems, and may actually degrade its generalization ability. LLM-PreRec, using a collaborative LLM in the pretraining stage for recommendations, is a strong baseline,