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Tohoku University, RIKEN
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Despite its simplicity, mean pooling works surprisingly well because modern text encoders concentrate token embeddings, preserving crucial information about their distribution.
Despite domain-specific encoding subspaces, language models represent hierarchical relationships with surprisingly consistent linear transformations across different semantic domains.
