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Hacking structured responses with Claude
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Classroom Contents
How to Use LLMs for Fact Checking - Advanced Techniques and Comparisons
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- 1 Intro - fact checking with LLMs
- 2 Video Overview
- 3 #1 Citation Verification Technique
- 4 #2 Enforcing Structured Responses regex / json with OpenAI
- 5 #3 Context Focusing
- 6 Comparing Long Context vs Retrieval approaches to fact-checking
- 7 Test Document Preparation adding errors to the Irish Constitution
- 8 Long Context Fact Checking whole document as context
- 9 Long Context Fact Checking with Structured Responses
- 10 Setting up structured responses with Gemini and Openai GPT-4o
- 11 Hacking structured responses with Claude
- 12 Fact checking with bm25 and cosine similarity retrieval
- 13 Results: Long Context vs Structured vs Retrieval Approaches
- 14 Video Resources
