Investment Adviser Fraud methodology →
EDGAR forms: ADV · ADV-E · ADV-W · Form D
recall 33% precision 13% + content rule precision 10%
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%
Crypto / Digital-Asset Securities methodology →
EDGAR forms: 1-A · S-1 · 8-K
recall 43% precision 2%
Pre-IPO Fraud methodology →
EDGAR forms: S-1 · Form D · 1-A
recall 72% precision 8% + content rule precision 0%
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Securities Anomalies

SEC/DOJ Heuristics

1,208 documents, 3 sources, 369.8MB, 19982026. Filtered to securities-fraud signals (pump-dump · unregistered · ticker · manipulation · reverse-merger · boiler-room · shell · microcap · penny-stock · insider).

Selected scheme types: accounting-fraud, investment-adviser-fraud, pre-ipo-fraud, crypto-securities contains 1,208 documents clear
SEC 1,088 docs
SEC Litigation Releases / complaint 239 | 1998–2026 | 212.9MB
SEC Litigation Releases / judgment 28 | 2003–2026 | 11.6MB
SEC Litigation Releases / litigation release 578 | 1998–2026 | 37.2MB
SEC Press Releases / complaint 75 | 2004–2023 | 80.8MB
SEC Press Releases / judgment 2 | 2018–2020 | 224KB
SEC Press Releases / press release 166 | 1998–2025 | 8.1MB
DOJ 120 docs
DOJ SDNY / complaint 1 | 2014 | 2.8MB
DOJ SDNY / indictment 4 | 2013–2024 | 2.6MB
DOJ SDNY / press release 115 | 2013–2026 | 13.6MB
build b23a6a8 · corpus snapshot pinned to this build