Papers by Flip Korn
How Many Ratings per Item are Necessary for Reliable Significance Testing? (2026.findings-eacl)
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| Challenge: | Existing methods for estimating model reliability are based on a few output responses per item. |
| Approach: | They propose a method to determine whether an existing dataset has enough responses per item to assure reliable null hypothesis statistical testing. |
| Outcome: | The proposed method can help researchers make better decisions about how to collect data for AI evaluation. |