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Showing 1 to 2 of 2 for “"Unfairness measurement"”.
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Malice, inequality, instability, or ignorance? Disentangling the mechanisms of LLM unfairness
Ensuring fairness in large language models (LLMs) is critical as these models are increasingly deployed in sensitive domains. Traditional fairness metrics typically report a single scalar score, which conflates distinct sources of model failure and obscures underlying biases. In this work, we …
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Using Sentiment Analysis on online product reviews for determining fairness
… For that, we measure the correlation between unfairness and sentiments to check how much emotions are manipulated to guide shopping tendencies. On the one hand, having access to meaningful information is, in fact, essential during the decision-making process and, on the other hand, observation …