Headline Model Performance
| Horizon | Model | ROC AUC | Avg. precision | Top-decile lift |
|---|
Paper 4 is the flagship DART-first SupTech manuscript: regulatory-event sequence features, financial controls, market-price coverage, and Graph RAG context for corporate distress watchlists.
Out-of-time DART watchlist performance with sequence, financial, and market layers.
| Horizon | Model | ROC AUC | Avg. precision | Top-decile lift |
|---|
Sequence matches are enriched with graph context, vector evidence, and matched price reactions.
| Condition | Prompt | Accuracy | FPR | Brier |
|---|
Before/after disclosure returns are reported as post-hoc evidence; LLM prompts use only no-lookahead inputs.
| Window | Rows | Complete | Mean excess | Median excess |
|---|
| Condition | Accuracy | Precision | Recall | FPR |
|---|
Use the latest Paper 4 package for journal handoff. Paper 3 remains an archived rejected discovery precursor.
Paper 4 is the active flagship route. The manuscript should be formatted to the chosen journal before upload.
Do not resubmit Paper 3 in parallel while the manuscripts share the DART sequence early-warning claim.
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