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

Vol.66 for Aug 19 - Aug 25, 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 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