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Directly generating financial forecasts as tokens can lead to substantial improvements in investment performance, with a Sharpe ratio boost from 1.428 to 1.529.
LLMs have a fundamental Shannon capacity: scaling model size or data without preserving a sufficient signal-to-noise ratio inevitably degrades performance.
