EDGAR forms: Form D
recall 35% precision 15% + content rule precision 0%
Financial-Statement Fraud methodology →
EDGAR forms: 10-K · 10-Q · 8-K · NT 10-K
recall 67% precision 23% + content rule precision 26%
Crypto / Digital-Asset Securities methodology →
EDGAR forms: 1-A · S-1 · 8-K
recall 43% precision 2%
Accounting / Disclosure Fraud methodology →
EDGAR forms: 10-K · 10-Q · 8-K · NT 10-K · NT 10-Q
recall 80% precision 48% + content rule precision 50%
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Securities Anomalies

SEC/DOJ Heuristics

1,949 documents, 3 sources, 628.6MB, 19982026. Filtered to securities-fraud signals (pump-dump · unregistered · ticker · manipulation · reverse-merger · boiler-room · shell · microcap · penny-stock · insider).

Selected scheme types: ponzi, accounting-fraud, financial-fraud, crypto-securities contains 1,949 documents clear
SEC 1,791 docs
SEC Litigation Releases / complaint 406 | 1998–2026 | 407.8MB
SEC Litigation Releases / judgment 33 | 2018–2026 | 8.3MB
SEC Litigation Releases / litigation release 959 | 1998–2026 | 61.7MB
SEC Press Releases / complaint 136 | 2004–2025 | 117.8MB
SEC Press Releases / judgment 2 | 2018–2020 | 224KB
SEC Press Releases / press release 255 | 1998–2024 | 10.1MB
DOJ 158 docs
DOJ SDNY / complaint 1 | 2014 | 2.8MB
DOJ SDNY / indictment 3 | 2014–2024 | 1.8MB
DOJ SDNY / press release 154 | 2013–2026 | 18.1MB
build b23a6a8 · corpus snapshot pinned to this build