Schema-constrained, quote-grounded LLM extraction plus a second-pass quality score yields 601k auditable 8-K event tags whose precision and market reactions both improve with the score.
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Grounded Event Extraction from SEC 8-K Filings with a Fine-Grained Taxonomy
Schema-constrained, quote-grounded LLM extraction plus a second-pass quality score yields 601k auditable 8-K event tags whose precision and market reactions both improve with the score.