{ "dataset_name": "LLMJRE", "full_name": "LLM-as-a-Judge Review and Rebuttal Evaluation Benchmark", "version": "1.0.0", "release_date": "2026-06-26", "license": "CC-BY-4.0", "language": "English", "source_dataset": { "name": "Re²", "description": "Consistency-ensured Dataset for Full-stage Peer Review and Multi-turn Rebuttal Discussions" }, "repository": { "github": "https://github.com/tswj/llmjre-eval", "huggingface": "https://huggingface.co/datasets/tswj/llmjre" }, "benchmark": { "master": { "file": "llmjre_master.jsonl", "papers": 19926, "accept": 12149, "reject": 7211, "other_or_unknown": 566, "description": "Canonical benchmark containing all reviewed papers with available manuscript, review, rebuttal and decision metadata." }, "review": { "file": "llmjre_review.jsonl", "papers": 19255, "accept": 12063, "reject": 7192, "description": "Static review benchmark for LLM-human review alignment. Contains manuscript text, human reviews and valid Accept/Reject decisions." }, "rebuttal": { "file": "llmjre_rebuttal.jsonl", "papers": 14633, "accept": 9173, "reject": 5460, "description": "Dynamic rebuttal benchmark containing papers from LLMJRE-Review that additionally include author rebuttals." } }, "construction_pipeline": [ "Raw Re² Dataset", "Paper Summary Extraction", "Review Extraction", "Rebuttal Extraction", "Review-Rebuttal Merge", "LLMJRE-Master", "LLMJRE-Review", "LLMJRE-Rebuttal" ], "benchmark_tasks": { "task_1": { "name": "Static Review Evaluation", "dataset": "llmjre_review", "objective": "Evaluate alignment between LLM reviewers and human reviewers using manuscript content and review information." }, "task_2": { "name": "Rebuttal-Aware Evaluation", "dataset": "llmjre_rebuttal", "objective": "Evaluate whether LLM reviewers appropriately update their assessments after reading author rebuttals." } }, "statistics": { "review_source_of_truth": 19926, "paper_summary_records": 19796, "rebuttal_records": 14830, "review_alignment_records": 19255, "rebuttal_benchmark_records": 14633 }, "notes": [ "Human review records are the canonical source of paper identifiers.", "LLMJRE-Review contains only papers with manuscript text and valid Accept/Reject decisions.", "LLMJRE-Rebuttal is a subset of LLMJRE-Review containing available author rebuttals.", "Intermediate processing files are available in the companion GitHub repository." ] }