Does Topic Sentiment Cause Perceived Ideology? Comparing Human and LLM Annotations in Political News Articles 事件

Does Topic Sentiment Cause Perceived Ideology? Comparing Human and LLM Annotations in Political News Articles arXiv:2606.06715v1 Announce Type: new Abstract: We ask whether topic sentiment has a causal effect on perceived political ideology, and whether the answer depends on who assigns the ideology label. Using articles from AllSides, paired with shared sentiment annotations from Llama-3.3-70b-versatile, we compare ideology labels from expert human annotators, GPT-4o-mini (baseline and finetun