Using DML and mediation analysis on AllSides articles, only fine-tuned GPT-4o-mini exhibits significant sentiment-to-ideology causal effects at community level, unlike human annotators, indicating spurious coupling learned during fine-tuning.
Neural Media Bias Detection Using Distant Supervision With BABE - Bias Annotations By Experts
2 Pith papers cite this work. Polarity classification is still indexing.
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UNVERDICTED 2representative citing papers
UnBias-Plus is an open-source toolkit unifying segment-level multi-class bias classification, biased span localization, neutral text rewriting, and decision reasoning.
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Does Topic Sentiment Cause Perceived Ideology? Comparing Human and LLM Annotations in Political News Articles
Using DML and mediation analysis on AllSides articles, only fine-tuned GPT-4o-mini exhibits significant sentiment-to-ideology causal effects at community level, unlike human annotators, indicating spurious coupling learned during fine-tuning.
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UnBias-Plus: Detect, Explain, and Rewrite Bias
UnBias-Plus is an open-source toolkit unifying segment-level multi-class bias classification, biased span localization, neutral text rewriting, and decision reasoning.