Integrating Knowledge Graphs and Vector RAG, Enhancing Embedding Based Retrieval in E-commerce, and More!

Vol.65 for Aug 12 - Aug 18, 2024

Stay Ahead of the Curve with the Latest Advancements and Discoveries in Information Retrieval.

This week’s newsletter highlights the following research:

1. Integrating Knowledge Graphs and Vector Retrieval Augmented Generation for Efficient Information Extraction, from Sarmah et al.

2. A Method for Enhancing Precision in Dense Retrieval for E-commerce Search, from Walmart

3. Enhancing E-commerce Search with LLM-Powered Attribute Extraction, from Amazon

4. Enhancing Ad Retrieval with Joint Optimization of Hierarchical Clustering and Neural Networks, from Meta

5. Integrating Web Search and Knowledge Graphs in Retrieval-Augmented Generation, from Xie et al.

6. Enhancing BM25 with Entropy-Weighted Similarity and Semantic Understanding, from Li et al.

7. A Novel GNN Framework for Multimodal and Multilingual Product Recommendations in E-commerce, from Amazon

8. Human-Guided Optimization of Embedding-Based Retrieval for E-commerce, from Walmart

9. A Comprehensive Guide to Similarity Measures in Data Science, from Levy et al.

10. Evaluating Mamba Architecture for Dense Retrieval Tasks, from Renmin University