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Google AI Hackathon: LLM based Evaluator for RAG

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Sujit Pal
Sujit Pal

Slides accompanying project submission video for Google AI Hackathon. Describes a LCEL and DSPy based evaluation framework inspired by the RAGAS project. Accompanying video URL: https://youtu.be/yOIU65chc98

Technology
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LLM based Evaluator for RAG Mayank Bhaskar Dave Campbell Sujit Pal
question context answer ground truth Retriever LLM
question context answer ground truth Retriever LLM Faithfulness Answer Relevance Context Precision Context Utilization Context Relevance Answer Correctness Answer Similarity Context Recall
Faithfulness Answer Relevance Context Precision Context Utilization Context Relevance Answer Correctness Answer Similarity Context Recall JSON Snapshot LLM
Faithfulness Answer Relevance Context Precision Context Utilization Context Relevance Answer Correctness Answer Similarity Context Recall LCEL JSON Snapshot LLM
Faithfulness Answer Relevance Context Precision Context Utilization Context Relevance Answer Correctness Answer Similarity Context Recall LCEL JSON Snapshot LLM Faithfulness Answer Relevance Context Precision Context Utilization Context Relevance Answer Correctness Answer Similarity Context Recall DSPy predicted scores
Faithfulness Answer Relevance Context Precision Context Utilization Context Relevance Answer Correctness Answer Similarity Context Recall LCEL JSON Snapshot LLM Faithfulness Answer Relevance Context Precision Context Utilization Context Relevance Answer Correctness Answer Similarity Context Recall DSPy
Faithfulness Answer Relevance Context Precision Context Utilization Context Relevance Answer Correctness Answer Similarity Context Recall LCEL JSON Snapshot LLM Faithfulness Answer Relevance Context Precision Context Utilization Context Relevance Answer Correctness Answer Similarity Context Recall DSPy Manual Evaluation Tool
Faithfulness Answer Relevance Context Precision Context Utilization Context Relevance Answer Correctness Answer Similarity Context Recall LCEL JSON Snapshot LLM Faithfulness Answer Relevance Context Precision Context Utilization Context Relevance Answer Correctness Answer Similarity Context Recall DSPy Manual Evaluation Tool Synthetic Data Predictive Models
https://github.com/sujitpal/llm-rag-eval 🙏

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