Papers with HLV training methods
On the Interplay between Human Label Variation and Model Fairness (2026.findings-eacl)
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| Challenge: | Existing studies on the impact of human label variation on model fairness have not explored the interaction between HLV and performance. |
| Approach: | They compare human label variation (HLV) training methods with four other methods . they find that HLV methods improve performance without harming fairness . |
| Outcome: | The proposed methods improve fairness without explicit debiasing under certain configurations. |