README.md

metadata

license: other
task_categories:
  - text-classification
  - text-generation
language:
  - en
tags:
  - peer-review
  - scientific-papers
  - iclr
  - llm-evaluation
pretty_name: DeepReview-Bench
size_categories:
  - 1K<n<10K

DeepReview-Bench

A benchmark for evaluating automatic (LLM) paper reviewers against human peer reviews. Each item is an ICLR submission paired with its human reviews; the ground truth for a paper is aggregated from its 3–4 human reviewers (rating 1–10; Soundness / Presentation / Contribution each 1–4; Accept/Reject decision).

Contents

papers/<paper_id>/:

file	description
paper.pdf	original submission PDF
paper.md	cleaned Markdown conversion of the PDF (math $...$ and tables preserved)
review.json	human reviews: per-reviewer rating, soundness, presentation, contribution, strengths, weaknesses, etc.
metadata.json	title, venue, decision, dates
figures/	figures extracted from the paper
conversion_report.json	(subset) automatic PDF→Markdown fidelity check

Top-level:

• splits/ — evaluation splits: deepreview13k_test_dev.jsonl, ..._dev_clean100.jsonl (version-consistency-filtered dev set), ..._lite.jsonl, ..._test.jsonl, all.jsonl.
• mismatch_flags.jsonl — per-paper flag for version mismatch: whether the human reviews describe an earlier paper version than the shipped paper.md (added/revised content after rebuttal). Tags: mismatch / clean / unaudited.
• markdown_manifest.jsonl, pdf_manifest.jsonl, markdown_clean_manifest.jsonl — provenance manifests.

Known caveats

• Version mismatch. A meaningful fraction of papers have human reviews that describe an earlier arXiv/OpenReview version than the paper.md shipped here (rebuttal-revised content). splits/..._dev_clean100.jsonl is a dev subset selected to be version-consistent, but its retained papers were audited heuristically and a small number of residual mismatches remain — treat mismatch_flags.jsonl as the audited signal and re-verify if you need a perfectly clean subset.
• Copyright. PDFs are the authors' original submissions and remain under their respective rights; redistributed here for research evaluation only.

License

Set the appropriate license before relying on this card. The papers are third-party academic works; the benchmark packaging is released for research use.

Citation