cff-version: 1.2.0 message: "If you use this software, please cite it as below." title: "LMMs-Eval: Accelerating the Development of Large Multimodal Models" type: software authors: - name: "MC Evil Team" license: MIT version: "0.6.0" date-released: "2024-03-01" url: "https://github.com/EvolvingLMMs-Lab/lmms-eval" repository-code: "https://github.com/EvolvingLMMs-Lab/lmms-eval" keywords: - multimodal evaluation - large language models - vision language models - benchmark - evaluation framework preferred-citation: type: article title: "LMMs-Eval: Reality Check on the Evaluation of Large Multimodal Models" authors: - family-names: "Zhang" given-names: "Kaichen" - family-names: "Li" given-names: "Bo" - family-names: "Zhang" given-names: "Peiyuan" - family-names: "Pu" given-names: "Fanyi" - family-names: "Cahyono" given-names: "Joshua Adrian" - family-names: "Hu" given-names: "Kairui" - family-names: "Liu" given-names: "Shuai" - family-names: "Zhang" given-names: "Yuanhan" - family-names: "Yang" given-names: "Jingkang" - family-names: "Li" given-names: "Chunyuan" - family-names: "Liu" given-names: "Ziwei" year: 2024 url: "https://arxiv.org/abs/2407.12772" identifiers: - type: other value: "arXiv:2407.12772" description: "arXiv preprint"