Event extraction models over news for trading should primarily output:
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Short Explanation and Infographic
Event extraction → structured type/entities/time/confidence for PIT joins to returns.
Full explanation below image
Full Explanation
Structured outputs make NLP actionable and auditable in quant workflows.