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silicon gain amplification

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RESEARCH · 1 SOURCE · arXiv cs.AI

arXiv preprint: The psychophysics of affect in large language models

This arXiv preprint tests how large language models predict how gambling and stock-trading outcomes will feel and whether they use those predicted feelings in choices. Models' isolated outcome ratings showed diminishing sensitivity to magnitude and an unexpected gain-weighting (termed “silicon gain amplification”); ratings linearized when outcomes were presented together, and in choice tasks the gain–loss asymmetry largely disappeared with the models' self-reported feelings explaining choices no better than monetary utility.

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