| --- |
| 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 |
|
|
| <!-- TODO: add the DeepReview-Bench / source citation. --> |
|
|
