Top Information Retrieval Papers of the Week

Top Information Retrieval Papers of the Week

Systematic Review of Graph RAG, A Comprehensive Study of LLMs in Dense Retrieval, and More!

Vol.66 for Aug 19 - Aug 25, 2024

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Sumit
Aug 23, 2024
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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 Comprehensive Survey of Graph-Enhanced Retrieval-Augmented Generation, from Peng et al.

  2. A Modular Framework for Fair Comparison and Development of RAG Algorithms, from Zhang et al.

  3. A Unified Context-Aware Model for Search and Recommendation, from Netflix

  4. Mitigating Negative Transfer in Sequential Recommendation Systems with Instance-wise LoRA, from Kong et al.

  5. A Comprehensive Study of LLMs in Dense Retrieval, from Luo et al.

  6. A Framework for Generating Coherent Multimodal Answers in Enterprise Chatbots, from Zhu et al.

  7. Weakly Supervised Dense Retrieval for Enhanced Open-Domain Question Answering, from Nian et al.

  8. Benchmarking LLMs for Zero-Shot Structured Output Generation, from Weaviate

  9. A Data-Centric RAG Workflow for Enhanced LLM Knowledge Synthesis, from AWS

  10. Enhancing Multi-Task Learning with Task-Specific Feature Interactions for Recommender Systems, from Shopee

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