RAG With Deterministic Outputs: Hybrid Extraction for Financial Statements
📰 Medium · RAG
Learn to improve RAG pipelines for financial statements by reducing hallucination in numerical outputs
Action Steps
- Build a RAG pipeline with deterministic outputs for financial statements
- Apply hallucination reduction techniques to numerical RAG outputs
- Configure the pipeline to handle missing or inconsistent data
- Test the pipeline on a dataset of financial statements
- Compare the results with traditional RAG pipelines to evaluate the improvement
Who Needs to Know This
Data scientists and ML engineers working on financial statement analysis can benefit from this technique to improve the accuracy of their RAG pipelines
Key Insight
💡 Hybrid extraction can improve the accuracy of RAG pipelines for financial statements by reducing hallucination in numerical outputs
Share This
📊 Reduce hallucination in numerical RAG pipelines for financial statements with hybrid extraction #RAG #FinancialStatements
DeepCamp AI