DeWu Technology
DeWu Technology
Jan 21, 2026 · Artificial Intelligence

Breaking the Recommendation Feedback Loop with LLM‑Powered Dynamic User Knowledge Graphs

By integrating large language models to dynamically construct user knowledge graphs and applying two‑hop reasoning, the authors enhance serendipity in a large‑scale e‑commerce community recommendation system, achieving significant online gains in diversity, novelty, and user engagement metrics.

Industrial DeploymentLLMSerendipity
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Breaking the Recommendation Feedback Loop with LLM‑Powered Dynamic User Knowledge Graphs