Advancing RAG Through Query Optimization, A Retrieval-Free Approach to Knowledge Tasks, and More!

Vol.84 for Dec 23 - Dec 29, 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 Survey of Query Optimization for Retrieval-Augmented Generation, from Tencent

2. Efficient Query-to-Pattern Alignment in Knowledge Graph RAG, from Fudan University

3. A MapReduce Framework for Improving Long-Context Processing in Medical RAG Systems, from Zhang et al.

4. Beyond RAG: A Cache-First Approach to Knowledge-Intensive Language Tasks, from Chan et al.

5. Unified Vision-Language Processing Through Shared Embedding Space, from Tao et al.

6. Enhancing Dense Retrieval with LLM-Generated Hard Negatives, from Huawei

7. Integrating Recommendation Systems as a New Language in Large Models, from Microsoft

8. A Unified Framework for Universal Multimodal Retrieval Using LLMs, from Alibaba

9. Efficient Passage Compression for Long Context Language Model Retrieval, from KAIST

10. Uncovering False Attribution Patterns in Large Language Models, from Wallat et al.