Papers by Margaret Hughes
Computational Analysis of Conversation Dynamics through Participant Responsivity (2025.emnlp-main)
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| Challenge: | Growing literature explores toxicity and polarization in discourse, with comparatively little work on characterizing what makes dialogue prosocial and constructive. |
| Approach: | They develop and evaluate methods for quantifying responsivity through semantic similarity of speaker turns and large language models to identify the relation between two speaker turns. |
| Outcome: | The proposed method is based on semantic similarity of speaker turns and large language models to identify the relation between two speaker turns. |