Papers with partial least squares regression
The Geometry of Numerical Reasoning: Language Models Compare Numeric Properties in Linear Subspaces (2025.naacl-short)
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| Challenge: | Existing studies have focused on simple factual recall, but we have not explored how this is used in more complex queries. |
| Approach: | They propose to identify low-dimensional subspaces which encode numerical attributes associated with entities in comparison prompts. |
| Outcome: | The proposed model can answer numeric comparison questions using a low-dimensional subspace of theembedding space. |