✨DocETL: Agentic Query Rewriting and Evaluation for Complex Document Processing
📝 Summary:
DocETL is an agent-based system that optimizes complex document processing pipelines to significantly improve LLM accuracy. It uses logical rewriting and agent-guided evaluation to achieve 1.34 to 4.6 times higher quality outputs than current baselines.
🔹 Publication Date: Published on Oct 16, 2024
🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2410.12189
• PDF: https://arxiv.org/pdf/2410.12189
• Github: https://github.com/ucbepic/docetl
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For more data science resources:
✓ https://t.iss.one/DataScienceT
#LLM #AI #DocumentProcessing #AgentSystems #NaturalLanguageProcessing
📝 Summary:
DocETL is an agent-based system that optimizes complex document processing pipelines to significantly improve LLM accuracy. It uses logical rewriting and agent-guided evaluation to achieve 1.34 to 4.6 times higher quality outputs than current baselines.
🔹 Publication Date: Published on Oct 16, 2024
🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2410.12189
• PDF: https://arxiv.org/pdf/2410.12189
• Github: https://github.com/ucbepic/docetl
==================================
For more data science resources:
✓ https://t.iss.one/DataScienceT
#LLM #AI #DocumentProcessing #AgentSystems #NaturalLanguageProcessing
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