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PALRec: Large Language Model-Based Sequential Recommendation With Parameter-Preserving Augmentation

Large Language Models (LLMs) have demonstrated remarkable general-purpose abilities across a wide range of domains, and these strengths have also been increasingly evidenced in recommender systems. However, existing methods that attempt to integrate collaborative signals into LLM...