# LLM-Enhanced User–Item Interactions: Leveraging Edge Information for Optimized Recommendations

> Research article (ACM Transactions on Intelligent Systems and Technology, 2025) · cited 10× · AI/ML

**Wikidata**: [openalex:W4412991654](https://www.wikidata.org/wiki/openalex:W4412991654)  
**Source**: https://4ort.xyz/entity/llm-enhanced-useritem-interactions-leveraging-edge-information-for-optimized-recommendations