anonymousNeurIPS2026submission4281/reviewarena-eval

ReviewArena-Eval ReviewArena-Eval is the benchmark slice that accompanies the NeurIPS Evaluations & Datasets submission ReviewArena: A Large-Scale Cross-Conference Dataset and Benchmark for LLM Peer Review. It evaluates LLMs on the LLM-as-reviewer task: given a full paper and the structured review form used at that paper's venue-year, the model must produce overall rating, confidence, sub-scores, and free-text fields that are then compared against the actual human reviews on… See the full description on the dataset page: https://huggingface.co/datasets/anonymousNeurIPS2026submission4281/reviewarena-eval.