Auditing LLM Benchmarks with Item Response Theory
cs.CL
Submitted: 2026-05-28
Updated: 2026-08-28
Terminology
Sources
- Training Verifiers to Solve Math Word Problems
- Adaptive Testing for LLM Evaluation: A Psychometric Alternative to Static Benchmarks
- Skywork-Reward-V2: Scaling Preference Data Curation via Human-AI Synergy
- Do Large Language Model Benchmarks Test Reliability?
- Multiple-Choice Questions are Efficient and Robust LLM Evaluators
- Detecting Pretraining Data from Large Language Models
Related papers
- Exploring Solution Divergence and Its Effect on Large Language Model Problem Solving
- Ishigaki-IDS-Bench: A Benchmark for Generating Information Delivery Specification from BIM Information Requirements
- Subliminal Steering: Stronger Encoding of Hidden Signals
- MedStruct-S: A Benchmark for Key Discovery, Key-Conditioned QA and Semi-Structured Extraction from OCR Clinical Reports
- The End of Transformers? On Challenging Attention and the Rise of Sub-Quadratic Architectures
- Untangling the Mechanisms of Misleading Context in Medical Question Answering