Localize-Then-Decide Guarantees for LLM Judgments
cs.CL
Submitted: 2026-08-26
Updated: 2026-08-26
Terminology
Sources
- Conformal Risk Control
- SCOPE: Selective Conformal Optimized Pairwise LLM Judging
- Training a Helpful and Harmless Assistant with Reinforcement Learning from Human Feedback
- Training Verifiers to Solve Math Word Problems
- Multicalibration for Confidence Scoring in LLMs
- Trust or Escalate: LLM Judges with Provable Guarantees for Human Agreement
- Language Models (Mostly) Know What They Know
- Conformal Prediction with Large Language Models for Multi-Choice Question Answering
- Generative Judge for Evaluating Alignment
- POT: Inducing Overthinking in LLMs via Black-Box Iterative Optimization
- Split and Merge: Aligning Position Biases in LLM-based Evaluators
- Generating with Confidence: Uncertainty Quantification for Black-box Large Language Models
- Language Models with Conformal Factuality Guarantees
- Adaptive Prediction-Powered AutoEval with Reliability and Efficiency Guarantees
- Conformal Language Modeling
- Large Language Models are Inconsistent and Biased Evaluators
- JudgeBench: A Benchmark for Evaluating LLM-based Judges
- Replacing Judges with Juries: Evaluating LLM Generations with a Panel of Diverse Models
- Self-Consistency Improves Chain of Thought Reasoning in Language Models
- Can LLMs Express Their Uncertainty? An Empirical Evaluation of Confidence Elicitation in LLMs
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