Papers with self-reference-guided evaluation strategy
Do Before You Judge: Self-Reference as a Pathway to Better LLM Evaluation (2025.findings-emnlp)
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| Challenge: | LLM-as-Judge frameworks are increasingly popular for AI evaluation, yet research findings on the relationship between models’ generation and judgment abilities remain inconsistent. |
| Approach: | They propose a self-reference-guided evaluation strategy that leverages a model’s own answers as references to strengthen the correlation between generation and judgment abilities. |
| Outcome: | The proposed approach strengthens the correlation between model generation and judgment abilities and provides a reliable proxy for model selection in evaluation tasks. |