Papers by Benjamin J. Radford
Few-Shot Upsampling for Protest Size Detection (2021.findings-acl)
Copied to clipboard
| Challenge: | a common task in social science is "upsampling" coarse document labels to finegrained labels . a new task is proposed for "up-samping" coarse labels to more detailed information . |
| Approach: | They propose a task for "upsampling" coarse document labels to finegrained labels or spans . they use a question answering format to provide fine-grained label information . |
| Outcome: | The proposed method outperforms a pre-trained model on a small set of examples but is weaker on fewer examples. |