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Compute the local inverse purity local IP(e) by calculating the fraction of embeddings from the gold class Class(e) that are contained within the cluster Cluster(e): local IP(e) := |Cluster(e) ∩ Class(e)| |Class(e)| , (6) where |Class(e)| · 2021

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On Entity Identification in Language Models

cs.CL · 2025-06-03 · conditional · novelty 6.0

Five language models cluster mentions of the same entity and separate mentions of different entities with AUC 0.66-0.9, with entity identity most cleanly encoded in a low-dimensional linear subspace of early layers.

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  • On Entity Identification in Language Models cs.CL · 2025-06-03 · conditional · none · ref 12

    Five language models cluster mentions of the same entity and separate mentions of different entities with AUC 0.66-0.9, with entity identity most cleanly encoded in a low-dimensional linear subspace of early layers.