NewBeeNLP

Feb 2, 2024 · Artificial Intelligence

ControlRec: Aligning LLMs with IDs to Boost Personalized Recommendations

ControlRec introduces heterogeneous feature matching and instruction contrastive learning to bridge the semantic gap between language models and discrete user/item IDs, enabling more effective personalized recommendation across multiple tasks such as rating prediction, sequential recommendation, and explanation generation.