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Home/Authors/Nishit Singh

Nishit Singh

1 indexed paper

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26

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2026
Emergent Ordinal Geometry in Transformers Trained on Local Comparisons

The paper demonstrates that Transformers trained on local comparisons implicitly learn a global, one-dimensional ordinal structure, mirroring the human ability to perform transitive inference.

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Papers

cs.AIRecentMay 31, 2026

Emergent Ordinal Geometry in Transformers Trained on Local Comparisons

Nishit Singh

The paper demonstrates that Transformers trained on local comparisons implicitly learn a global, one-dimensional ordinal structure, mirroring the human ability to perform transitive inference.

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