NewBeeNLP

Jul 16, 2024 · Artificial Intelligence

Can Item Language Models Bridge LLMs and Collaborative Filtering for Conversational Recommendation?

This paper identifies three challenges of applying large language models to recommendation systems and proposes an Item Language Model that combines an item encoder with a frozen LLM, demonstrating through extensive experiments that language‑item alignment and interaction knowledge significantly improve conversational recommendation performance.