Top Information Retrieval Papers of the Week

Top Information Retrieval Papers of the Week

The Evolution and Applications of Agentic RAG, Making RAG Work with Small Language Models, and More!

Vol.87 for Jan 13 - Jan 19, 2025

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Sumit
Jan 17, 2025
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Stay Ahead of the Curve with the Latest Advancements and Discoveries in Information Retrieval.

This week’s newsletter highlights the following research:

  1. A Real-time Dynamic Indexing Framework for Large-scale Recommendation Systems, from ByteDance

  2. A Survey of Efficient Small Language Models in the 1-8B Parameter Range, from Amazon

  3. VideoRAG: A Framework for Video-Based Knowledge Integration in Language Models, from KAIST

  4. The Evolution and Applications of Agentic Retrieval-Augmented Generation, from Singh et al.

  5. Evaluating In-Context Retrieval and Reasoning in Long-Context Language Models, from Apple

  6. Enhancing Sequential Recommendation Systems with Large Language Models, from Boz et al.

  7. A Lexicon-Based Framework for Enhanced Text Embeddings with Large Language Models, from Lei et al.

  8. Enabling Efficient On-Device Retrieval-Augmented Generation with Small Language Models, from HKU

  9. Enhancing E-commerce Product Search with Multimodal Semantic Retrieval, from Amazon

  10. Exploring the Complementary Roles of LLMs, Knowledge Graphs, and Search Engines in Information Retrieval, from Hogan et al.

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