Model rankings across different time horizons (lower rank = more bullish)
Key signals from SEC filings over the last 12 months (most recent on left)
Long-term models are more bullish than short-term models. Suggests value will accrue over time rather than immediate catalysts.
Primitives are binary signals (0 or 1) extracted from SEC filings using large language models. Each primitive represents a specific event, milestone, or characteristic mentioned in the filing text.
Our transformer models learn which combinations and sequences of these primitives correlate with future stock performance across different time horizons (30d, 90d, 180d, 365d).
A checkmark (✓) means the primitive was detected in that filing. A dot (·) means it was not detected. Reading left to right shows the company's most recent filings.
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