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Datasets
pandas
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38
497
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38
60
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option2
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10 values
option3
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option4
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10 values
image_1
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208
1.5k
image_2
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answer
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1902
选择
website
https://wenku.baidu.com/view/7306ec8da617866fb84ae45c3b3567ec112ddc75.html?_wkts_=1701248952204
如<img="q_01902_001.jpg">所示,图中文字部分的文字透视效果是通过“变形文本”中的哪种样式产生的?
贝壳
旗帜
下弧
扇形
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D
null
本科
easy
设计
艺术与设计
['图像编辑', '文本处理']
['屏幕截图']
q_01902_001.jpg
null
null
null
null
10614
选择
website
https://wenku.baidu.com/view/3f5002e216791711cc7931b765ce050877327567.html?_wkts_=1702370847054
在湖南,以下哪个地域最不可能看到大量的封火墙建筑?<img="q_10614_001.jpg">()
湘西
湘南
湘东
长沙市区
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D
null
本科
easy
设计
艺术与设计
['艺术史', '封火墙建筑', '建筑设计']
['照片']
q_10614_001.jpg
null
null
null
null
1846
选择
website
https://wenku.baidu.com/view/5afc99f8a9956bec0975f46527d3240c8447a191.html?fr=income2-doc-search&_wkts_=1701223906735&wkQuery=2018%E5%B9%B4%E4%B8%8B%E5%8D%8A%E5%B9%B4%E4%B8%AD%E5%B0%8F%E5%AD%A6%E6%95%99%E5%B8%88%E8%B5%84%E6%A0%BC%E8%80%83%E8%AF%95%E7%9C%9F%E9%A2%98%E8%AF%95%E5%8D%B7+%E3%80%8A%E9%9F%B3%E4%B9%90%E5%AD%A6%E7%A7%91%E7%9F%A5%E8%AF%86%E4%B8%8E%E6%95%99%E5%AD%A6%E8%83%BD%E5%8A%9B%E8%AF%95%E9%A2%98%E3%80%8B%EF%BC%88%E9%AB%98%E7%BA%A7%E4%B8%AD%E5%AD%A6%EF%BC%89&needWelcomeRecommand=13
<img="q_01846_001.jpg">是民族管弦乐队的位置图,①所在的区域通常是哪种乐器?()
拉弦乐器
打击乐器
弹拨乐器
吹管乐器
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A
民族管弦乐队乐器一般分为吹管乐器组、拉弦乐器组、弹拨乐器组、打击乐器组。根据民族管弦乐队位置图可知,位于①位置,即指挥面向乐团左手边的是拉弦乐器组。故选A。
本科
easy
音乐
艺术与设计
['演奏区域']
['草图']
q_01846_001.jpg
null
null
null
null
9157
选择
website
ERROR: type should be string, got "https://wenku.baidu.com/view/0d85f9efd3d233d4b14e852458fb770bf78a3b29.html?fr=income2-doc-search&_wkts_=1701669078009&wkQuery=%E9%9F%B3%E4%B9%90%E9%A2%98%E5%BA%103"
关于下图<img="q_09157_001.png">古人所知的最早的一首"南音"是指()
《扶型之歌》
《关睢》
《网罟之歌》
《候人兮狩》
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D
null
本科
easy
音乐
艺术与设计
['音乐学理论', '古代音乐']
['照片']
q_09157_001.png
null
null
null
null
5286
判断
website
https://wenku.baidu.com/view/df5df76c132de2bd960590c69ec3d5bbfd0adab8.html?_wkts_=1701409750582&bdQuery=%E9%9F%B3%E4%B9%90%E4%B8%93%E4%B8%9A%E5%88%A4%E6%96%AD%E9%A2%98
<img="q_05286_001.png">《五月蝉歌》是一首原生态民歌。()
-
-
-
-
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null
本科
easy
音乐
艺术与设计
['少数民族', '民族文化']
['绘画作品']
q_05286_001.png
null
null
null
null
1848
选择
website
https://wenku.baidu.com/view/a7b7d607fac75fbfc77da26925c52cc58ad690c4.html?_wkts_=1701225745480
<img="q_01848_001.jpg">该作品的作者是( )。
罗丹
贝尼尼
吕德
多纳太罗
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C
本题考察外国美术史论——19世纪美术知识。图2是吕德的浮雕作品《马赛曲》。巴黎凯旋门上创作了四组高浮雕,是吕德创作的不朽杰作,它反映了法国志愿军在1792年法国人民反抗奥地利和普鲁士军队入侵而出征的真实历史事件,《马赛曲》就是其中的一组。整个浮雕分为上下两层。上方展开双翼、振臂高呼的女性形象正是象征着法兰西精神的自由女神,她指引着志愿军向前冲锋;她的下方是一群志愿军战士与她相呼应,中心人物是一个大胡子的高卢战士,他带领着自己的儿子一起参加战斗,队列前方的号手正在吹响号角,其余人物手持盾牌和宝剑,预示着战争即将开始。每个人体都迸发出势不可挡的钢铁意志,激昂的斗志和强烈的动感,显示出万众一心、奋起保卫祖国的主题思想。 A项,罗丹,19世纪末20世纪初最伟大的雕塑家,遵循古希腊雕塑的理想和法则,深受米开朗基罗作品的启发,从而确立了现实主义的创作手法。代表作品:《思想者》《加莱义民》《巴尔扎克》《青铜时代》《欧米艾尔》《吻》《行走的人》。 B项,贝尼尼,17世纪意大利巴洛克美术雕刻家、画家、建筑家,主张把米开朗基罗造型和提香的绘画风格结合起来,注重人物形象的情感因素表达,情调动感,是对意大利艺术风格传统继承性发展的第一人,代表作品:《阿波罗与达芙妮》《圣德列萨的迷狂》等,人们夸赞他“能让大理石说话”。 D项,多纳太罗,意大利文艺复兴早期第一代美术家,也是15世纪最杰出的雕塑家。多纳太罗在其一生中,创作了大量生气盎然、庄重从容的雕塑作品。代表作品《大卫》《圣乔治像》等。《大卫》第一件复兴了古代裸体雕像传统作品。故本题选C。
本科
easy
艺术
艺术与设计
['雕刻艺术']
['雕塑']
q_01848_001.jpg
null
null
null
null
5947
选择
website
https://wenku.baidu.com/view/f197625d75c66137ee06eff9aef8941ea76e4be7.html?_wkts_=1700793970970
如图<img="q_05947_001.jpg">,拉文特岩画是___的美术作品。
上石器时代
中石器时代
下石器时代
青铜器时代
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B
null
本科
middle
艺术
艺术与设计
['拉文特岩画']
['绘画作品']
q_05947_001.jpg
null
null
null
null
3632
选择
website
https://wenku.baidu.com/view/edd47fe85cbfc77da26925c52cc58bd63186933b.html?fr=income3-doc-search&_wkts_=1701674997243&wkQuery=%E8%89%BA%E6%9C%AF%E6%A6%82%E8%AE%BA%E9%80%89%E6%8B%A9%E9%A2%98%E5%A1%AB%E7%A9%BA%E9%A2%98
东晋顾恺之绘画思想是的核心是以形写神动态艺术、静态艺术的分类,依据的是<img="q_03632_001.jpg">--
艺术作品的物化形式
艺术作品的形化形式
艺术作品的表现形式
艺术作品的想象形式
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A
null
本科
middle
艺术理论
艺术与设计
['绘画艺术', '绘画思想']
['绘画作品']
q_03632_001.jpg
null
null
null
null
3664
判断
website
ERROR: type should be string, got "https://wenku.baidu.com/view/edd47fe85cbfc77da26925c52cc58bd63186933b.html?fr=income3-doc-search&_wkts_=1701674997243&wkQuery=%E8%89%BA%E6%9C%AF%E6%A6%82%E8%AE%BA%E9%80%89%E6%8B%A9%E9%A2%98%E5%A1%AB%E7%A9%BA%E9%A2%131"
越剧的特点之一是以女演员扮演各行当角色。<img="q_03664_001.jpg">
-
-
-
-
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null
本科
easy
艺术理论
艺术与设计
['艺术概论', '越剧']
['照片']
q_03664_001.jpg
null
null
null
null
2496
选择
website
https://www.docin.com/p-268108473.html
《红色娘子军》是_______导演的影片。<img="q_02496_001.jpg">--
李昭道
李思训
谢晋
李成
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C
null
本科
easy
艺术理论
艺术与设计
['影片鉴赏', '电影研究']
['海报']
q_02496_001.jpg
null
null
null
null
5594
选择
website
https://www.sodocs.net/doc/1d15820467.html
<img="q_05594_001.png">在黑格尔看来,人类最初的艺术类型是()
象征型艺术
古典型艺术
浪漫型艺术
具象型艺术
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A
null
本科
easy
艺术理论
艺术与设计
['美术理论', '德国哲学家']
['照片', '肖像']
q_05594_001.png
null
null
null
null

CMMMU

🌐 Homepage | 🤗 Paper | 📖 arXiv | 🤗 Dataset | GitHub

Introduction

CMMMU includes 12k manually collected multimodal questions from college exams, quizzes, and textbooks, covering six core disciplines: Art & Design, Business, Science, Health & Medicine, Humanities & Social Science, and Tech & Engineering, like its companion, MMMU. These questions span 30 subjects and comprise 39 highly heterogeneous image types, such as charts, diagrams, maps, tables, music sheets, and chemical structures.

Alt text

🏆 Mini-Leaderboard

Model Val (900) Test (11K)
GPT-4V(ision) (Playground) 42.5 43.7
Qwen-VL-PLUS* 39.5 36.8
Yi-VL-34B 36.2 36.5
Yi-VL-6B 35.8 35.0
InternVL-Chat-V1.1* 34.7 34.0
Qwen-VL-7B-Chat 30.7 31.3
SPHINX-MoE* 29.3 29.5
InternVL-Chat-ViT-6B-Vicuna-7B 26.4 26.7
InternVL-Chat-ViT-6B-Vicuna-13B 27.4 26.1
CogAgent-Chat 24.6 23.6
Emu2-Chat 23.8 24.5
Chinese-LLaVA 25.5 23.4
VisCPM 25.2 22.7
mPLUG-OWL2 20.8 22.2
Frequent Choice 24.1 26.0
Random Choice 21.6 21.6

*: results provided by the authors.

Disclaimers

The guidelines for the annotators emphasized strict compliance with copyright and licensing rules from the initial data source, specifically avoiding materials from websites that forbid copying and redistribution. Should you encounter any data samples potentially breaching the copyright or licensing regulations of any site, we encourage you to contact us. Upon verification, such samples will be promptly removed.

Contact

Citation

BibTeX:

@article{zhang2024cmmmu,
        title={CMMMU: A Chinese Massive Multi-discipline Multimodal Understanding Benchmark},
        author={Ge, Zhang and Xinrun, Du and Bei, Chen and Yiming, Liang and Tongxu, Luo and Tianyu, Zheng and Kang, Zhu and Yuyang, Cheng and Chunpu, Xu and Shuyue, Guo and Haoran, Zhang and Xingwei, Qu and Junjie, Wang and Ruibin, Yuan and Yizhi, Li and Zekun, Wang and Yudong, Liu and Yu-Hsuan, Tsai and Fengji, Zhang and Chenghua, Lin and Wenhao, Huang and Jie, Fu},
        journal={arXiv preprint arXiv:2401.20847},
        year={2024},
      }
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