Mohamed Elhoseiny
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126
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ML×1AI×1
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2026
A Shared Valence Axis Across Modern LLMs and Human EEG: The Saturation Regularity
The paper demonstrates that the valence structure learned by modern LLMs aligns with human EEG emotional representations, but finds that further supervised alignment is ineffective due to a phenomenon called saturation regularity.
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cs.LGcs.AIRecentMay 28, 2026
A Shared Valence Axis Across Modern LLMs and Human EEG: The Saturation Regularity
Yousef A. Radwan, Xuhui Liu, Kilichbek Haydarov, Yuqian Fu +1 more
The paper demonstrates that the valence structure learned by modern LLMs aligns with human EEG emotional representations, but finds that further supervised alignment is ineffective due to a phenomenon…
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