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## 🌈
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* **[2023.08.01]** 🎉🎉🎉 CMB
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- 方法二:使用[Hugging Face datasets](https://huggingface.co/datasets/FreedomIntelligence/CMB)直接加载数据集 示例如下:
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```python
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from datasets import load_dataset
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# CMB-Exam datasets (multiple choice)
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exam_datasets = load_dataset('FreedomIntelligence/CMB','exam')
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# CMB-Clin datasets
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clin_datasets = load_dataset('FreedomIntelligence/CMB','clin')
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```
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请访问我们[官方排行榜](https://cmedbenchmark.llmzoo.com/static/leaderboard.html)了解详细结果。
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- CMB-
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- CMB-test: 11200道题目,每一小项400道题目;
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- CMB-val: 280道附带详细解析的题目; Few Shot数据集;
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- CMB-train: 269359道题目; 模型医疗知识注入;
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- CMB-Clin:
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- 数据: 74例复杂病例问诊; 详见上图示例;
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### CMB-Exam Item
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```
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- exam_type:
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- exam_class:
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- exam_subject:
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- question_type:
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### CMB-Clin Item
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```json
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{
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"id":
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"title": "案例分析-腹外疝",
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"description": "现病史\n(1)病史摘要\n 病人,男,49岁,3小时前解大便后出现右下腹疼痛,右下腹可触及一包块,既往体健。\n(2)主诉\n 右下腹痛并自扪及包块3小时。\n\n体格检查\n体温: T 37.8℃,P 101次/分,呼吸22次/分,BP 100/60mmHg,腹软,未见胃肠型蠕动波,肝脾肋下未及,于右侧腹股沟区可扪及一圆形肿块,约4cm×4cm大小,有压痛、界欠清,且肿块位于腹股沟韧带上内方。\n\n辅助检查\n(1)实验室检查\n 血常规:WBC 5.0×109/L,N 78%。\n 尿常规正常。\n(2)多普勒超声检查\n 沿腹股沟纵切可见一多层分布的混合回声区,宽窄不等,远端膨大,边界整齐,长约4~5cm。\n(3)腹部X线检查\n 可见阶梯状液气平。",
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"QA_pairs": [
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{
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"question": "简述该病人的诊断及诊断依据。",
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"
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"question": "简述该病人的鉴别诊断。",
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"
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"question": "简述该病人的治疗原则。",
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"
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}
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]
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}
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```
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- title:
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- description:
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- QA_pairs:
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## ℹ️ 如何���行评测和提交详见[Github官网](https://github.com/FreedomIntelligence/CMB)
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##
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1. 发布论文报告。
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## 😘
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```
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@misc{cmedbenchmark,
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title={CMB: Chinese Medical Benchmark},
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author={Xidong Wang*, Guiming Hardy Chen*, Dingjie Song*, Zhiyi Zhang*, Qingying Xiao
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note={
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year = {2023},
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publisher = {GitHub},
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journal = {GitHub repository},
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howpublished = {\url{https://github.com/FreedomIntelligence/CMB}},
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}
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```
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##
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## 🌈 Update
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* **[2023.08.01]** 🎉🎉🎉 CMB is published!🎉🎉🎉
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## 🌐 Download Data
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- (Recommended) Download the [zip file](https://github.com/FreedomIntelligence/CMB/tree/main/data) and unzip:
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```bash
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git clone "https://github.com/FreedomIntelligence/CMB.git" && cd CMB && unzip "./data/CMB.zip" -d "./data/" && rm "./data/CMB.zip"
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```
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- Or Check out [HuggingFace datasets](https://huggingface.co/datasets/FreedomIntelligence/CMB) to load our data as follows:
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```python
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from datasets import load_dataset
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# CMB-Exam datasets (multiple-choice and multiple-answer questions)
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exam_datasets = load_dataset('FreedomIntelligence/CMB','exam')
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# CMB-Clin datasets
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clin_datasets = load_dataset('FreedomIntelligence/CMB','clin')
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```
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## 🥇 Leaderboard
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Please Check [Leaderboard](https://cmedbenchmark.llmzoo.com/static/leaderboard.html).
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## 🥸 Dataset intro
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### Components
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- CMB-Exam: Comprehensive multi-level assessment for medical knowledge
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- Structure: 6 major categories and 28 subcategories, [View Catalog](catalog.md)
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- CMB-test: 400 questions per subcategories, 11200 questions in total
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- CMB-val: 280 questions with solutions and explanations; used as source for CoT and few-shot
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- CMB-train: 269359 questions for medical knowledge injection
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- CMB-Clin: 74 cases of complex medical inquires
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### CMB-Exam Item
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}
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},
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```
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- exam_type: major category
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- exam_class: sub-category
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- exam_subject: Specific departments or subdivisions of disciplines
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- question_type: *multiple-choice (单项选择题)* or *multiple-answer (多项选择题)*
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### CMB-Clin Item
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```json
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{
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"id": 0,
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"title": "案例分析-腹外疝",
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"description": "现病史\n(1)病史摘要\n 病人,男,49岁,3小时前解大便后出现右下腹疼痛,右下腹可触及一包块,既往体健。\n(2)主诉\n 右下腹痛并自扪及包块3小时。\n\n体格检查\n体温: T 37.8℃,P 101次/分,呼吸22次/分,BP 100/60mmHg,腹软,未见胃肠型蠕动波,肝脾肋下未及,于右侧腹股沟区可扪及一圆形肿块,约4cm×4cm大小,有压痛、界欠清,且肿块位于腹股沟韧带上内方。\n\n辅助检查\n(1)实验室检查\n 血常规:WBC 5.0×109/L,N 78%。\n 尿常规正常。\n(2)多普勒超声检查\n 沿腹股沟纵切可见一多层分布的混合回声区,宽窄不等,远端膨大,边界整齐,长约4~5cm。\n(3)腹部X线检查\n 可见阶梯状液气平。",
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"QA_pairs": [
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{
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"question": "简述该病人的诊断及诊断依据。",
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"solution": "诊断:嵌顿性腹股沟斜疝合并肠梗阻。\n诊断依据:\n①右下腹痛并自扪及包块3小时;\n②有腹胀、呕吐,类似肠梗阻表现;腹部平片可见阶梯状液平,考虑肠梗阻可能;腹部B超考虑,\n腹部包块内可能为肠管可能;\n③有轻度毒性反应或是中毒反应,如 T 37.8℃,P 101次/分,白细胞中性分类78%;\n④腹股沟区包块位于腹股沟韧带上内方。"
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},
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{
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"question": "简述该病人的鉴别诊断。",
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"solution": "(1)睾丸鞘膜积液:鞘膜积液所呈现的肿块完全局限在阴囊内,其上界可以清楚地摸到;用透光试验检查肿块,鞘膜积液多为透光(阳性),而疝块则不能透光。\n(2)交通性鞘膜积液:肿块的外形与睾丸鞘膜积液相似。于每日起床后或站立活动时肿块缓慢地出现并增大。平卧或睡觉后肿块逐渐缩小,挤压肿块,其体积也可逐渐缩小。透光试验为阳性。\n(3)精索鞘膜积液:肿块较小,在腹股沟管内,牵拉同侧睾丸可见肿块移动。\n(4)隐睾:腹股沟管内下降不全的睾丸可被误诊为斜疝或精索鞘膜积液。隐睾肿块较小,挤压时可出现特有的胀痛感觉。如患侧阴囊内睾丸缺如,则诊断更为明确。\n(5)急性肠梗阻:肠管被嵌顿的疝可伴发急性肠梗阻,但不应仅满足于肠梗阻的诊断而忽略疝的存在;尤其是病人比较肥胖或疝块较小时,更易发生这类问题而导致治疗上的错误。\n(6)此外,腹股沟区肿块还应与以下疾病鉴别:肿大的淋巴结、动(静)脉瘤、软组织肿瘤、脓肿、\n圆韧带囊肿、子宫内膜异位症等。"
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},
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{
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"question": "简述该病人的治疗原则。",
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"solution": "嵌顿性疝原则上需要紧急手术治疗,以防止疝内容物坏死并解除伴发的肠梗阻。术前应做好必要的准备,如有脱水和电解质紊乱,应迅速补液加以纠正。手术的关键在于正确判断疝内容物的活力,然后根据病情确定处理方法。在扩张或切开疝环、解除疝环压迫的前提下,凡肠管呈紫黑色,失去光泽和弹性,刺激后无蠕动和相应肠系膜内无动脉搏动者,即可判定为肠坏死。如肠管尚未坏死,则可将其送回腹腔,按一般易复性疝处理,即行疝囊高位结扎+疝修补术。如肠管确已坏死或一时不能肯定肠管是否已失去活力时,则应在病人全身情况允许的前提下,切除该段肠管并进行一期吻合。凡施行肠切除吻合术的病人,因手术区污染,在高位结扎疝囊后,一般不宜作疝修补术,以免因感染而致修补失败。"
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}
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]
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},
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```
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- title: name of disease
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- description: information of patient
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- QA_pairs: a series of questions and their solutions based on the description
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## ℹ️ How to evaluate and submit refer to [link](https://github.com/FreedomIntelligence/CMB)
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## 😘 Citation
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Please use the following citation if you intend to use our dataset for training or evaluation:
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```
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@misc{cmedbenchmark,
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title={CMB: Chinese Medical Benchmark},
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author={Xidong Wang*, Guiming Hardy Chen*, Dingjie Song*, Zhiyi Zhang*, Qingying Xiao, Xiangbo Wu, Feng Jiang, Jianquan Li, Benyou Wang},
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note={Xidong Wang, Guiming Hardy Chen, Dingjie Song, and Zhiyi Zhang contributed equally to this github repo.},
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year = {2023},
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publisher = {GitHub},
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journal = {GitHub repository},
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howpublished = {\url{https://github.com/FreedomIntelligence/CMB}},
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}
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```
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## Acknowledgement
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- We thank [Shenzhen Research Institute of Big Data](http://www.sribd.cn/) for their enormous support for this project.
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- We thank the following doctors for participating in the human evaluation of CMB-Clin:
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- 林士军 (香港中文大学(深圳)附属第二医院)
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- 常河
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- 许晓爽
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