Papers by Ishita Rustagi
Linguistic Bias in ChatGPT: Language Models Reinforce Dialect Discrimination (2024.emnlp-main)
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| Challenge: | a large-scale study of linguistic bias exhibited by ChatGPT covers 10 dialects of English . standard varieties of English, especially SAE, dominate available training data . |
| Approach: | They use ChatGPT to generate models that default to "standard" varieties of English . they also use a feature annotation and native speaker evaluation to analyze the responses . |
| Outcome: | The proposed models default to "standard" varieties of English, but non-"standard" ones exhibit stereotyping, demeaning content, lack of comprehension, condescending responses. |