Grammar or Crammer? The Role of Morphology in Distinguishing Orthographically Similar but Semantically Unrelated Words

Grammar or Crammer? The Role of Morphology in Distinguishing Orthographically Similar but Semantically Unrelated Words

We show that n-gram-based distributional models fail to distinguish unrelated words due to the noise in semantic spaces. This issue remains hidden in conventional benchmarks but becomes more pronounced when orthographic similarity is high. To highlight this problem, we introduce OSimUnr, a dataset o...

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Bibliographic Details
Main Authors: Gokhan Ercan, Olcay Taner Yildiz
Format: Article
Language:English
Published: IEEE 2025-01-01
Series:IEEE Access
Subjects:
Derivational morphology
distributional semantic modeling
language resource
morphological segmentation
orthographic similarity
word-relatedness
Online Access:https://ieeexplore.ieee.org/document/10947740/
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https://ieeexplore.ieee.org/document/10947740/

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