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Home/Authors/Simardeep Singh

Simardeep Singh

1 indexed paper

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26

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AI×1

Frequent co-authors

Paras Chopra1×

Research Timeline

2026
Geometry of Human Perceptual Domains Emerges Transiently in LLM Representations

This paper demonstrates that large language models spontaneously develop geometric structures corresponding to human perceptual domains (like color or pitch) within their internal layers, suggesting this structure is transient and emerges during the model's processing pipeline.

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Papers

cs.AIRecentMay 27, 2026

Geometry of Human Perceptual Domains Emerges Transiently in LLM Representations

Simardeep Singh, Paras Chopra

This paper demonstrates that large language models spontaneously develop geometric structures corresponding to human perceptual domains (like color or pitch) within their internal layers, suggesting t…

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