ControBench is a new interaction-aware benchmark combining heterogeneous graphs and rich text for controversial discourse analysis on social networks.
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A pipeline derives continuous signed edges from LLM stance scores on text and links discourse signals such as toxicity and extreme claims to changes in structural polarization measured by spectral and frustration scores on Reddit Brexit data.
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ControBench: An Interaction-Aware Benchmark for Controversial Discourse Analysis on Social Networks
ControBench is a new interaction-aware benchmark combining heterogeneous graphs and rich text for controversial discourse analysis on social networks.
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Linking Extreme Discourse to Structural Polarization in Signed Interaction Networks
A pipeline derives continuous signed edges from LLM stance scores on text and links discourse signals such as toxicity and extreme claims to changes in structural polarization measured by spectral and frustration scores on Reddit Brexit data.