利用知识图谱增强LLM的可解释性和可信度.pdf

1、Enhance LLMs explainability and trustworthiness with knowledge graphsLeann Chen GenAI Developer Advocate,DiffbotTL;DR:Knowledge Graphs=Structured Data with ConnectionsExample#1The lost-in-the-middle-phenomenon of LLMsRAG with Hayao Miyazakis wiki page as knowledge baseRAG with Hayao Miyazakis Wiki P

2、age as Knowledge Basehttps:/ effects in LLM-based systemsRAG with Elon Musks wiki page as knowledge baseThe LLM PipelineData+Tokenizing+Embedding Model+Language Model+Chunking Strategy+(Orchestration)+Retrieval Techniques+GenerationHallucination in RAG still?The Choice of Embeddings and Language Mod

3、els matterHard for unstructured data to solve-sorting,filtering,aggregation,etcQuestion:Which article has the lowest sentiment?Question:Whats the latest news?How can structured information help with more accurate information?Back to Example#1Downstream effects in LLM-based systemsRAG with Hayao Miyazakis wiki page as knowledge baseLive Demohttps:/ Demo(images to be replaced with actual live demo)https:/ Demo(images to be replaced with actual live demo)https:/ Demo(images to be replaced with actual live demo)https:/