Papers with warning assignment
Trigger Warning Assignment as a Multi-Label Document Classification Problem (2023.acl-long)
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| Challenge: | a trigger warning is used to warn people about potentially disturbing content . a webis dataset of 1 million fanfiction works contains up to 36 different warnings per document . |
| Approach: | They introduce a multi-label task to assign a trigger warning to fanfiction . they map 41 million free-form tags assigned by authors into a single taxonomy of trigger warnings . |
| Outcome: | The proposed model achieves micro-F1 scores of about 0.5, which reveals the difficulty of the task. |