Sentiment Analysis

Debiasing the Fine-Grained Classification Task in LLMs with Bias-Aware PEFT featured image

Debiasing the Fine-Grained Classification Task in LLMs with Bias-Aware PEFT

Fine-grained classification via LLMs is susceptible to more complex label biases compared to traditional classification tasks. Existing bias mitigation strategies, such as …

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How to enhance causal discrimination of utterances: A case on affective reasoning featured image

How to enhance causal discrimination of utterances: A case on affective reasoning

Our investigation into the Affective Reasoning in Conversation (ARC) task highlights the challenge of causal discrimination. Almost all existing models, including large language …

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