作者位次 #5/6ACL 2026Findings· Findings of ACL
From Mimesis to Metamorphosis: Evolving VLM Judges via In-Context Comparing and Knowledge Internalization
Juntuo Wang · Yuming Qiao · Yifan Yang · Lunxi Yuan · Liang Luo · Dan Meng
摘要
Vision-language models (VLMs) are increasingly adopted as judges for subjective assessment, yet absolute scoring remains brittle due to inconsistent scales and inherent preference biases. To bridge this gap, we propose \text{S}^2\text{AD} ( Semantic-Anchored Scale-Agnostic Distillation ), a novel...