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A. Khaybullina

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#artificial intelligence Preprint Oct 2026

Momentum, Commentary Tone, and Earnings Surprise in LLM Financial Forecasts

Which inputs drive a language model's financial forecast? We construct synthetic earnings announcements that independently reverse 20-day momentum, non-informational commentary tone, and whether fixed actual EPS beats a manipulated consensus. Six instruction/chat checkpoint conversions from four families (0.49-7.61B ba...

A. Khaybullina · 0 citations

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