RAG 2.0

参考资料

• 2024 年 RAG 的崛起与演变年度回顾
• 所见即所得：多模态RAG正在向我们走来
• What is Retrieval Augmented Generation (RAG)?
• Build with Claude - Prompt caching
• Introducing Contextual Retrieval
• Cookbook - Retrieval Augmented Generation with Contextual Embeddings
• Infinity
• Dense vector + Sparse vector + Full text search + Tensor reranker = Best retrieval for RAG?
• Sparse embedding or BM25?
• ColPali: Efficient Document Retrieval with Vision Language Models
• PaliGemma 正式发布 — Google 最新发布的前沿开放视觉语言模型
• SPLADE v2: Sparse Lexical and Expansion Model for Information Retrieval
• RAG的技巧：TF-IDF與BM25的介紹與使用
• BM25算法—计算文档和query相关性
• Agentic RAG: Definition and Low-code Implementation
• Adaptive RAG
• MTEB Leaderboard
• What Infrastructure Capabilities does RAG Need beyond Hybrid Search