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Papers
Decentralized Arena: Towards Democratic and Scalable Automatic Evaluation of Language Models
ACL 2026
ELSPR: Evaluator LLM Training Data Self-Purification on Non-Transitive Preferences via Tournament Graph Reconstruction
AAAI 2026
Pixels Don't Lie (But Your Detector Might): Bootstrapping MLLM-as-a-Judge for Trustworthy Deepfake Detection and Reasoning Supervision
CVPR 2026
UDA: Unsupervised Debiasing Alignment for Pair-wise LLM-as-a-Judge
AAAI 2026
Judging the Judges: Can Large Vision-Language Models Fairly Evaluate Chart Comprehension and Reasoning?
ACL 2025
The Comparative Trap: Pairwise Comparisons Amplifies Biased Preferences of LLM Evaluators
EMNLP 2025
Trust or Escalate: LLM Judges with Provable Guarantees for Human Agreement
ICLR 2025
Fairer Preferences Elicit Improved Human-Aligned Large Language Model Judgments
EMNLP 2024
MT-Ranker: Reference-free machine translation evaluation by inter-system ranking
ICLR 2024
Choose Your Own Adventure: Paired Suggestions in Collaborative Writing for Evaluating Story Generation Models
NAACL 2021