\u300aRAG\u5e74\u7d42\u7e3d\u7d50\uff1a12\u7bc7\u7d9c\u8ff0\u5e36\u4f60\u770b2022\u81f32024\u7684\u67b6\u69cb\u3001\u7b56\u7565\u3001\u8a55\u6e2c\u8207\u6f14\u5316\u300b<\/p>\n\n\n\n
\uff08\u8207GPT4o, Felo Search, Claude-3.5-Sonnet v2 \u548c Perplexity\u5354\u4f5c\uff09<\/p>\n\n\n\n
\u672c\u6587\u6574\u7406\u4e862022\u81f32024\u5e74\u9593\u768412\u7bc7\u6709\u95dc\u6aa2\u7d22\u589e\u5f37\u751f\u6210\uff08Retrieval-Augmented Generation, <\/a>RAG\uff09\u7684\u7d9c\u8ff0\u6587\u7ae0\uff0c\u6db5\u84cb\u4e86 #\u8a2d\u8a08\u8a55<\/a>\u6e2c\u3001#\u6aa2\u7d22\u7b56<\/a>\u7565\u3001#\u67b6<\/a>\u69cb\u3001#\u591a\u6a21<\/a>\u614b \u53ca #\u6f14<\/a>\u5316 \u7b49\u591a\u500b\u91cd\u8981\u74b0\u7bc0\uff0c\u5c0d\u65bc\u5168\u9762\u4e86\u89e3 #RA<\/a>G \u7684\u767c\u5c55\u5177\u6709\u91cd\u8981\u610f\u7fa9\u3002<\/p>\n\n\n\n 1. A Survey on Retrieval-Augmented Text Generation<\/p>\n\n\n\n https:\/\/arxiv.org\/abs\/2202.01110<\/a><\/p>\n\n\n\n \u91cd\u9ede\uff1a\u63a2\u8a0e\u6aa2\u7d22\u589e\u5f37\u6587\u672c\u751f\u6210\u7684\u57fa\u672c\u6982\u5ff5\uff0c\u5206\u6790\u4e86\u4e0d\u540c\u7684\u751f\u6210\u6a21\u578b\u5982\u4f55\u5229\u7528\u5916\u90e8\u6aa2\u7d22\u4f86\u63d0\u5347\u751f\u6210\u8cea\u91cf\uff0c\u4e26\u63d0\u51fa\u4e86\u672a\u4f86\u7814\u7a76\u7684\u65b9\u5411\u3002<\/p>\n\n\n\n 2. Retrieving Multimodal Information for Augmented Generation: A Survey<\/p>\n\n\n\n URL: https:\/\/arxiv.org\/abs\/2303.10868<\/a><\/p>\n\n\n\n \u91cd\u9ede\uff1a\u805a\u7126\u65bc\u591a\u6a21\u614b\u4fe1\u606f\u6aa2\u7d22\u5728\u589e\u5f37\u751f\u6210\u4e2d\u7684\u61c9\u7528\uff0c\u8a0e\u8ad6\u4e86\u5982\u4f55\u6574\u5408\u6587\u672c\u3001\u5716\u50cf\u53ca\u5176\u4ed6\u6578\u64da\u985e\u578b\u4ee5\u63d0\u5347\u751f\u6210\u6548\u679c\u3002<\/p>\n\n\n\n 3. Retrieval-Augmented Generation for Large Language Models: A Survey<\/p>\n\n\n\n URL: https:\/\/arxiv.org\/abs\/2312.10997<\/a><\/p>\n\n\n\n \u91cd\u9ede\uff1a\u5206\u6790\u5927\u578b\u8a9e\u8a00\u6a21\u578b\u4e2dRAG\u7684\u61c9\u7528\uff0c\u63a2\u8a0e\u5176\u5728\u5404\u7a2e\u4efb\u52d9\u4e2d\u7684\u8868\u73fe\u53ca\u6311\u6230\uff0c\u4e26\u63d0\u51fa\u6539\u9032\u7b56\u7565\u3002<\/p>\n\n\n\n 4. Retrieval-Augmented Generation for AI-Generated Content: A Survey<\/p>\n\n\n\n URL: https:\/\/arxiv.org\/abs\/2402.19473<\/a><\/p>\n\n\n\n \u91cd\u9ede\uff1a\u5c08\u6ce8\u65bcAI\u751f\u6210\u5167\u5bb9\u7684RAG\u61c9\u7528\uff0c\u8a55\u4f30\u5176\u5728\u5167\u5bb9\u5275\u5efa\u4e2d\u7684\u6709\u6548\u6027\u53ca\u6f5b\u5728\u7684\u502b\u7406\u554f\u984c\u3002<\/p>\n\n\n\n 5. A Survey on Retrieval-Augmented Text Generation for Large Language Models<\/p>\n\n\n\n URL: https:\/\/arxiv.org\/abs\/2404.10981<\/a><\/p>\n\n\n\n \u91cd\u9ede\uff1a\u91dd\u5c0d\u5927\u578b\u8a9e\u8a00\u6a21\u578b\u7684\u6aa2\u7d22\u589e\u5f37\u6587\u672c\u751f\u6210\u9032\u884c\u6df1\u5165\u5206\u6790\uff0c\u63a2\u8a0e\u5176\u67b6\u69cb\u8a2d\u8a08\u53ca\u6027\u80fd\u8a55\u4f30\u3002<\/p>\n\n\n\n 6. RAG and RAU: A Survey on Retrieval-Augmented Language Model in Natural Language Processing<\/p>\n\n\n\n URL: https:\/\/arxiv.org\/abs\/2404.19543<\/a><\/p>\n\n\n\n \u91cd\u9ede\uff1a\u6bd4\u8f03RAG\u8207RAU\uff08Retrieval-Augmented Understanding\uff09\u6a21\u578b\uff0c\u5206\u6790\u5176\u5728\u81ea\u7136\u8a9e\u8a00\u8655\u7406\u4e2d\u7684\u61c9\u7528\u53ca\u6548\u679c\u3002<\/p>\n\n\n\n 7. A Survey on RAG Meeting LLMs: Towards Retrieval-Augmented Large Language Models<\/p>\n\n\n\n URL: https:\/\/arxiv.org\/abs\/2405.06211<\/a><\/p>\n\n\n\n \u91cd\u9ede\uff1a\u63a2\u8a0eRAG\u5982\u4f55\u8207\u5927\u578b\u8a9e\u8a00\u6a21\u578b\u76f8\u7d50\u5408\uff0c\u63d0\u5347\u6a21\u578b\u7684\u77e5\u8b58\u7372\u53d6\u80fd\u529b\u53ca\u751f\u6210\u8cea\u91cf\u3002<\/p>\n\n\n\n 8. Evaluation of Retrieval-Augmented Generation: A Survey<\/p>\n\n\n\n URL: https:\/\/arxiv.org\/abs\/2405.07437<\/a><\/p>\n\n\n\n \u91cd\u9ede\uff1a\u8a55\u4f30RAG\u7684\u5404\u7a2e\u8a55\u6e2c\u65b9\u6cd5\uff0c\u63d0\u51fa\u4e86\u6a19\u6e96\u5316\u8a55\u4f30\u7684\u5fc5\u8981\u6027\u53ca\u672a\u4f86\u7684\u7814\u7a76\u65b9\u5411\u3002<\/p>\n\n\n\n 9. Retrieval-Augmented Generation for Natural Language Processing: A Survey<\/p>\n\n\n\n URL: https:\/\/arxiv.org\/abs\/2407.13193<\/a><\/p>\n\n\n\n \u91cd\u9ede\uff1a\u6982\u8ff0RAG\u5728\u81ea\u7136\u8a9e\u8a00\u8655\u7406\u4e2d\u7684\u61c9\u7528\uff0c\u5206\u6790\u5176\u5728\u4e0d\u540c\u4efb\u52d9\u4e2d\u7684\u8868\u73fe\u53ca\u6311\u6230\u3002<\/p>\n\n\n\n 10. Graph Retrieval-Augmented Generation: A Survey<\/p>\n\n\n\n URL: https:\/\/arxiv.org\/abs\/2408.08921<\/a><\/p>\n\n\n\n \u91cd\u9ede\uff1a\u63a2\u8a0e\u5716\u6aa2\u7d22\u589e\u5f37\u751f\u6210\u7684\u6982\u5ff5\uff0c\u5206\u6790\u5982\u4f55\u5229\u7528\u5716\u7d50\u69cb\u6578\u64da\u4f86\u63d0\u5347\u751f\u6210\u6a21\u578b\u7684\u6027\u80fd\u3002<\/p>\n\n\n\n 11. Retrieval Augmented Generation (RAG and Beyond: A Comprehensive Survey on How to Make your LLMs use External Data More Wisely<\/p>\n\n\n\n URL: https:\/\/arxiv.org\/abs\/2409.14924<\/a><\/p>\n\n\n\n \u91cd\u9ede\uff1a\u63d0\u4f9b\u4e86\u4e00\u500b\u5168\u9762\u7684RAG\u6982\u8ff0\uff0c\u63a2\u8a0e\u5982\u4f55\u66f4\u6709\u6548\u5730\u5229\u7528\u5916\u90e8\u6578\u64da\u4f86\u589e\u5f37\u5927\u578b\u8a9e\u8a00\u6a21\u578b\u7684\u80fd\u529b\u3002<\/p>\n\n\n\n 12. A Comprehensive Survey of Retrieval-Augmented Generation (RAG: Evolution, Current Landscape and Future Directions)<\/p>\n\n\n\n