CARTS is a multi-agent LLM pipeline for generating e-commerce carousel titles, and it reports gains over single-shot LLM baselines in offline relevance and online engagement metrics.
Explainable Entity-based Recommendations with Knowledge Graphs
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abstract
Explainable recommendation is an important task. Many methods have been proposed which generate explanations from the content and reviews written for items. When review text is unavailable, generating explanations is still a hard problem. In this paper, we illustrate how explanations can be generated in such a scenario by leveraging external knowledge in the form of knowledge graphs. Our method jointly ranks items and knowledge graph entities using a Personalized PageRank procedure to produce recommendations together with their explanations.
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cs.IR 1years
2025 1verdicts
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CARTS: Collaborative Agents for Recommendation Textual Summarization
CARTS is a multi-agent LLM pipeline for generating e-commerce carousel titles, and it reports gains over single-shot LLM baselines in offline relevance and online engagement metrics.