SETRec++: Order-Agnostic Identifiers Combining CF and Semantic Tokens for LLM Recommendations

_reachsumit · x · 2026-08-11

This paper introduces SETRec++, an order-agnostic set identifier method designed for LLM-based generative recommendation.

The core approach combines collaborative filtering signals with semantic tokens, aiming to enhance the performance and flexibility of large language models in recommendation scenarios.

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