Change My Frame: Reframing in the Wild in r/ChangeMyView
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arXiv
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| Autores principales: | , |
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| Formato: | Preprint |
| Publicado: |
2024
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| _version_ | 1866917711640002560 |
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| author | Peguero, Arturo Martínez Watanabe, Taro |
| author_facet | Peguero, Arturo Martínez Watanabe, Taro |
| contents | Recent work in reframing, within the scope of text style transfer, has so far made use of out-of-context, task-prompted utterances in order to produce neutralizing or optimistic reframes. Our work aims to generalize reframing based on the subreddit r/ChangeMyView (CMV). We build a dataset that leverages CMV's community's interactions and conventions to identify high-value, community-recognized utterances that produce changes of perspective. With this data, we widen the scope of the direction of reframing since the changes in perspective do not only occur in neutral or positive directions. We fine tune transformer-based models, make use of a modern LLM to refine our dataset, and explore challenges in the dataset creation and evaluation around this type of reframing. |
| format | Preprint |
| id |
arxiv_https___arxiv_org_abs_2407_02637 |
| institution | arXiv |
| publishDate | 2024 |
| record_format | arxiv |
| spellingShingle | Change My Frame: Reframing in the Wild in r/ChangeMyView Peguero, Arturo Martínez Watanabe, Taro Computation and Language Artificial Intelligence Computers and Society 68T50 I.2.7 Recent work in reframing, within the scope of text style transfer, has so far made use of out-of-context, task-prompted utterances in order to produce neutralizing or optimistic reframes. Our work aims to generalize reframing based on the subreddit r/ChangeMyView (CMV). We build a dataset that leverages CMV's community's interactions and conventions to identify high-value, community-recognized utterances that produce changes of perspective. With this data, we widen the scope of the direction of reframing since the changes in perspective do not only occur in neutral or positive directions. We fine tune transformer-based models, make use of a modern LLM to refine our dataset, and explore challenges in the dataset creation and evaluation around this type of reframing. |
| title | Change My Frame: Reframing in the Wild in r/ChangeMyView |
| topic | Computation and Language Artificial Intelligence Computers and Society 68T50 I.2.7 |
| url | https://arxiv.org/abs/2407.02637 |