Papers by Angel Fernando Garcia Contreras
Analysis of Style-Shifting on Social Media: Using Neural Language Model Conditioned by Social Meanings (2023.findings-emnlp)
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Seiya Kawano, Shota Kanezaki, Angel Fernando Garcia Contreras, Akishige Yuguchi, Marie Katsurai, Koichiro Yoshino
| Challenge: | Using a personalized neural language model, we predict an individual’s conversational style based on surprisals predicted by a personal neural language modeling model. |
| Approach: | They propose a personalized neural language model that predicts changes in an individual’s conversational style based on surprisals predicted by a neural language modeling model. |
| Outcome: | The proposed model outperforms existing models in predicting conversational style-shifting in a test set and shows correlations between it and various conversation factors as well as human evaluation of style- shifting. |