A Dutch BERT model encodes gender linearly by epoch 20 but does not dynamically update its representations when explicit female cues contradict learned stereotypical associations in short sentence templates.
Subhabrata Dutta, Joykirat Singh, Soumen Chakrabarti, and Tanmoy Chakraborty
2 Pith papers cite this work. Polarity classification is still indexing.
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cs.CL 2years
2026 2representative citing papers
CoT prompting balances some attention patterns but leaves gender bias intact in hidden representations and reasoning chains show reliance on dataset familiarity instead of genuine bias understanding.
citing papers explorer
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Is She Even Relevant? When BERT Ignores Explicit Gender Cues
A Dutch BERT model encodes gender linearly by epoch 20 but does not dynamically update its representations when explicit female cues contradict learned stereotypical associations in short sentence templates.
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Mechanics of Bias and Reasoning: Interpreting the Impact of Chain-of-Thought Prompting on Gender Bias in LLMs
CoT prompting balances some attention patterns but leaves gender bias intact in hidden representations and reasoning chains show reliance on dataset familiarity instead of genuine bias understanding.