A survey of argumentation mining techniques that reviews models from structured text to social media and proposes a flexible conceptual architecture framework for social media data.
ACM Transactions on Internet Technology 17(3):1--23
2 Pith papers cite this work. Polarity classification is still indexing.
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Fine-tuned RoBERTa achieves 0.62 macro-F1 on 900 Reddit comments, outperforming best zero-shot LLM at 0.50, with largest gap on detecting belief propagation.
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The evolution of argumentation mining: From models to social media and emerging tools
A survey of argumentation mining techniques that reviews models from structured text to social media and proposes a flexible conceptual architecture framework for social media data.