How to use LLMs for Fact Checking скачать в хорошем качестве

How to use LLMs for Fact Checking

➡️ ADVANCED-inference Repo (incl. fact checking scripts in this vid.): https://trelis.com/ADVANCED-inference/ ➡️ Runpod Affiliate Link: https://runpod.io?ref=jmfkcdio ➡️ One-click GPU templates: https://github.com/TrelisResearch/one... OTHER TRELIS LINKS: ➡️ Trelis Newsletter: https://blog.Trelis.com ➡️ Trelis Resources and Support: https://Trelis.com/About VIDEO LINKS: Slides: https://docs.google.com/presentation/... TIMESTAMPS: 0:00 Intro - fact checking with LLMs 0:33 Video Overview 2:15 #1 Citation Verification Technique 5:06 #2 Enforcing Structured Responses (regex / json) with OpenAI 8:54 #3 Context Focusing 11:44 Comparing Long Context vs Retrieval approaches to fact-checking 13:37 Test Document Preparation (adding errors to the Irish Constitution) 16:15 Long Context Fact Checking (whole document as context) 22:37 Long Context Fact Checking with Structured Responses 24:38 Setting up structured responses with Gemini and Openai GPT-4o 27:19 Hacking structured responses with Claude 28:26 Fact checking with bm25 and cosine similarity retrieval 38:53 Results: Long Context vs Structured vs Retrieval Approaches 40:03 Video Resources