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| title: PRISM Benchmark | |
| emoji: 📊 | |
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| sdk: docker | |
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| # PRISM: A Multi-Dimensional Benchmark for Evaluating LLM Peer Reviewers | |
| This is a Hugging Face Space hosting the official project page for **PRISM**, a comprehensive benchmark for evaluating Large Language Models (LLMs) as peer reviewers. | |
| ## About PRISM | |
| PRISM is a multi-dimensional benchmark designed to evaluate how well LLMs can perform peer review tasks. The benchmark covers multiple aspects of academic review including: | |
| - **Constructiveness**: Evaluating the quality and helpfulness of feedback | |
| - **Novelty Assessment**: Identifying novel contributions in research papers | |
| - **Flaw Detection**: Identifying weaknesses and issues in academic work | |
| - **Evidence-Based Reasoning**: Assessing how well reviewers ground their feedback | |
| ## Links | |
| - **Project Page**: [https://prism-benchmark.github.io](https://prism-benchmark.github.io) | |
| - **Demo**: [https://prism-benchmark.github.io/demo/](https://prism-benchmark.github.io/demo/) | |
| - **ArXiv Paper**: [https://arxiv.org/abs/2605.26730](https://arxiv.org/abs/2605.26730) | |
| - **Hugging Face Paper**: [https://huggingface.co/papers/2605.26730](https://huggingface.co/papers/2605.26730) | |
| - **Full Code Repository**: [https://github.com/prism-benchmark/prism](https://github.com/prism-benchmark/prism) | |
| - **Website Repository**: [https://github.com/prism-benchmark/prism-benchmark.github.io](https://github.com/prism-benchmark/prism-benchmark.github.io) | |