An LLM-based pipeline extracts and validates asset-level data from SEC filings using IRZ-CoT prompting and retrieval-augmented validation, but the reported validation coverage and accuracy are low and the performance claims are overstated.
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An Automated LLM-based Pipeline for Asset-Level Database Creation to Assess Deforestation Impact
An LLM-based pipeline extracts and validates asset-level data from SEC filings using IRZ-CoT prompting and retrieval-augmented validation, but the reported validation coverage and accuracy are low and the performance claims are overstated.