Model rankings across different time horizons (lower rank = more bullish)
Key signals from SEC filings over the last 12 months (most recent on left)
Short-term models rank it low (temporarily out of favor) while long-term models rank it high (strong fundamentals). Classic value opportunity where the market may be overreacting to short-term noise.
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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