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One language, many gaps: Evaluating dialect fairness, robustness of large language models in reasoning tasks · 2020 · arXiv 2510.10978

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An Investigation of Linguistic Biases in LLM-Based Recommendations

cs.CL · 2026-04-28 · unverdicted · novelty 5.0

LLMs exhibit dialect-dependent biases when recommending restaurants and products, with Mistral-small-3.1 and Llama-3.1 models showing heightened sensitivity to Indian English and code-switched prompts in specific categories.

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  • An Investigation of Linguistic Biases in LLM-Based Recommendations cs.CL · 2026-04-28 · unverdicted · none · ref 2

    LLMs exhibit dialect-dependent biases when recommending restaurants and products, with Mistral-small-3.1 and Llama-3.1 models showing heightened sensitivity to Indian English and code-switched prompts in specific categories.