| --- |
| license: mit |
| pretty_name: PosterBench |
| language: |
| - en |
| tags: |
| - benchmark |
| - academic-posters |
| - poster-generation |
| - metadata-only |
| - arxiv:2608.13560 |
| size_categories: |
| - n<1K |
| configs: |
| - config_name: default |
| data_files: |
| - split: test |
| path: data/test.jsonl |
| --- |
| |
| # PosterBench |
|
|
| PosterBench is a 100-paper, image-native benchmark for academic poster |
| generation introduced in [AutoDesign: Meta-Harness Optimization for |
| Long-Horizon Agentic Design](https://arxiv.org/abs/2608.13560). |
|
|
| This Hugging Face release is **metadata only**. It does not host or redistribute |
| the underlying paper PDFs, full text, abstracts, figures, tables, or |
| thumbnails. Each row identifies the exact benchmark paper version and records |
| the official landing page, access policy, license information where available, |
| and expected SHA-256. |
|
|
| ## Load |
|
|
| ```python |
| from datasets import load_dataset |
| |
| dataset = load_dataset("YaxinLuo/PosterBench", split="test") |
| ``` |
|
|
| For the fixed 10-paper development subset, use |
| [`YaxinLuo/PosterBench-mini`](https://huggingface.co/datasets/YaxinLuo/PosterBench-mini). |
|
|
| ## Dataset structure |
|
|
| The dataset contains 100 rows: 20 papers from each of five disciplines. |
|
|
| - `id`: stable `discipline/case_id` identifier |
| - `discipline`: benchmark discipline |
| - `case_id`: stable case identifier |
| - `title`, `authors`, `year`: bibliographic metadata |
| - `identifiers`: DOI, arXiv, and OpenAlex identifiers where available |
| - `landing_url`: official landing page |
| - `download_policy`: `open_access` or `manual_access_required` |
| - `pdf_url`: present only when the exact version has an approved Creative |
| Commons or public-domain license |
| - `license_url`: license for that exact paper version, when verified |
| - `expected_sha256`: SHA-256 of the exact version used by the benchmark |
| - `schema_version`: manifest schema version |
|
|
| The benchmark downloader automatically downloads only records with an HTTPS |
| PDF URL, an approved Creative Commons or public-domain license, and an exact |
| hash match. All other records require users to obtain the paper independently |
| through a lawful source available to them. |
|
|
| ## License and rights boundary |
|
|
| The MIT license for this repository applies only to the PosterBench metadata, |
| benchmark-specific annotations, and documentation authored by the AutoDesign |
| project. It does **not** apply to or grant any rights in the underlying papers |
| or their contents. Each paper remains subject to its own copyright and license. |
| Users are responsible for confirming that their access and use are lawful. |
|
|
| ## Source and reproducibility |
|
|
| - [AutoDesign repository](https://github.com/Yaxin9Luo/AutoDesign) |
| - [PosterBench evaluation guide](https://github.com/Yaxin9Luo/AutoDesign/tree/main/eval) |
| - [Canonical manifest](https://github.com/Yaxin9Luo/AutoDesign/blob/main/eval/benchmark_manifest.jsonl) |
| - [Paper page](https://huggingface.co/papers/2608.13560) |
|
|
| Please cite the AutoDesign paper when using PosterBench. |
|
|
