Grounded Event Extraction from SEC 8-K Filings with a Fine-Grained Taxonomy
Form 8-K filings are the primary channel through which U.S. public companies disclose material events, but the SEC item codes attached to them are coarse: a single item spans routine administrative changes and chief executive departures, and many of the most market-moving disclosures fall into a catch-all item. Large language models make fine-grained labelling feasible at corpus scale, but only if the labels can be traced to the source text and shown to be reliable. We present a two-stage system that tags 8-K disclosures against a three-tier taxonomy of 119 event types. The first stage constra
Lineage graph
Paper → model → repo connections mined from source citations (Tier-1 exact match).
Why these links exist
Every edge carries a method, confidence, and the source snippet that justified it — so bad links are debuggable.
- PossiblePossibly related (embedding) · 46%jgravelle/jdocmunch-mcp →
- LinkedLinked via arxiv author · 85%Rian Dolphin →
“Grounded Event Extraction from SEC 8-K Filings with a Fine-Grained Taxonomy”
- LinkedLinked via arxiv author · 85%Joe Dursun →
“Grounded Event Extraction from SEC 8-K Filings with a Fine-Grained Taxonomy”
- LinkedLinked via arxiv author · 85%Jarrett Blankenship →
“Grounded Event Extraction from SEC 8-K Filings with a Fine-Grained Taxonomy”
- LinkedLinked via arxiv author · 85%Katie Adams →
“Grounded Event Extraction from SEC 8-K Filings with a Fine-Grained Taxonomy”
- LinkedLinked via arxiv author · 85%Quinton Pike →
“Grounded Event Extraction from SEC 8-K Filings with a Fine-Grained Taxonomy”