A Vision for Information Retrieval Systems in the GenAI Era, Investigating Large-Scale Recommendation Models, and More!

Vol.81 for Dec 02 - Dec 08, 2024

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

This week’s newsletter highlights the following research:

1. A Vision for Information Retrieval Systems in the GenAI Era, from CCC Workshop

2. A Hybrid Framework for Unifying Dense and Generative Retrieval in Sequential Recommendation, from Meta AI

3. A Framework for Retrieval-Enhanced Medical and Commonsense Reasoning in Language Models, from UMass

4. An Investigation into Large-Scale Recommendation Models and Their Scaling Behavior, from Guo et al.

5. A Taxonomy and Generation Framework for Evaluating Retrieval Augmented Generation Systems, from IBM

6. Practical Constraints in Implementing Feature Interactions for Large-Scale Recommender Systems, from Pinterest

7. A Self-Optimizing Iterative Approach for Retrieval-Augmented Generation, from UCAS

8. A Memory-Efficient Alternative to Hierarchical HNSW in High Dimensions, from Munyampirwa et al.

9. A Study on Retrieval Recall, Document Types, and Prompt Engineering in RAG Systems, from Zhao et al.

10. Building a Product Knowledge Graph with LLMs for Explainable E-Commerce Recommendations, from eBay