Papers by Jimin Mun
Beyond Denouncing Hate: Strategies for Countering Implied Biases and Stereotypes in Language (2023.findings-emnlp)
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| Challenge: | Counterspeech, i.e. responses to counteract potential harms of hateful speech, has become an increasingly popular solution to address online hate speech without censorship risks of deletion-based content moderation. |
| Approach: | They draw from psychology and philosophy literature to craft six psychologically inspired strategies to challenge the underlying stereotypical implications of hateful language. |
| Outcome: | The strategies used in human- and machine-generated counterspeech datasets are convincing, whereas human-written counterspech uses less specific strategies compared to machine-produced counters. |
Riveter: Measuring Power and Social Dynamics Between Entities (2023.acl-demo)
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| Challenge: | Riveter provides a complete pipeline for analyzing verb connotations associated with entities in text corpora. |
| Approach: | et al., 2005, provide a verb-centric analysis pipeline for verb connotations in text corpora . they prepopulate the pipeline with connotation frames of sentiment, power, and agency . lexical frameworks have been foundational tools in social science, digital humanities, and natural language processing . |
| Outcome: | Riveter provides a complete pipeline for analyzing verb connotations associated with entities in text corpora. |