Top Information Retrieval Papers of the Week

Top Information Retrieval Papers of the Week

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Top Information Retrieval Papers of the Week
Top Information Retrieval Papers of the Week
When to Choose GraphRAG Over Traditional RAG, The Implicit Semantics Gap in Text Embedding Models, and More!

When to Choose GraphRAG Over Traditional RAG, The Implicit Semantics Gap in Text Embedding Models, and More!

Vol.108 for Jun 09 - Jun 15, 2025

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Sumit
Jun 13, 2025
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Top Information Retrieval Papers of the Week
Top Information Retrieval Papers of the Week
When to Choose GraphRAG Over Traditional RAG, The Implicit Semantics Gap in Text Embedding Models, and More!
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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. The Case for Implicit Semantics in Text Embedding Research, from Sun et al.

  2. Understanding Contrastive Learning Through Embedding Similarities, from Yonsei University

  3. A Systematic Analysis of GraphRAG vs. Traditional RAG, from Xiang et al.

  4. Improving Visual Question Answering with Reasoning Context Re-ranking, from Yang et al.

  5. Adaptive Context Window Selection for RAG Systems via Similarity Score Distribution Analysis, from Megagon Labs

  6. Joint Optimization of Recall and Semantic Relevance in Large-Scale Item Retrieval, from Meta

  7. Video-ColBERT: Fine-Grained Late Interaction for Text-to-Video Retrieval, from Reddy et al.

  8. A Comprehensive Survey of Reasoning-Enhanced RAG Systems, from Liang et al.

  9. Efficient Long Semantic ID Generation for Large-Scale Recommendation, from Meta

  10. RecGPT: A Text-Driven Foundation Model for Cross-Domain Sequential Recommendation, from Jiang et al.

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