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https://github.com/zhpmatrix/nlp-competitions-list-review

复盘所有NLP比赛的TOP方案，只关注NLP比赛，持续更新中！
https://github.com/zhpmatrix/nlp-competitions-list-review
nlp-competition review solution
Last synced: 24 days ago
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复盘所有NLP比赛的TOP方案，只关注NLP比赛，持续更新中！
Host: GitHub
URL: https://github.com/zhpmatrix/nlp-competitions-list-review
Owner: zhpmatrix
Created: 2019-03-15T14:16:37.000Z (over 5 years ago)
Default Branch: master
Last Pushed: 2024-09-08T03:28:34.000Z (2 months ago)
Last Synced: 2024-10-01T02:20:52.212Z (about 1 month ago)
Topics: nlp-competition, review, solution
Homepage:
Size: 2.45 MB
Stars: 2,651
Watchers: 116
Forks: 417
Open Issues: 0
Metadata Files:
- Readme: README.md
- Funding: .github/FUNDING.yml
Awesome Lists containing this project

awesome-ai-list-guide - nlp-competitions-list-review
README

        # nlp-competitions-list-review

### 目的

建立一个**只专注于NLP比赛**的方案分享讨论的项目，讨论时期不限，可包括赛前分析，赛中讨论，赛后复盘，其中以赛后复盘为主。

### 内容

讨论比赛平台，赛题背景，数据格式，主要思路，技术实现，模型设计，框架选择，评估指标等方面梳理NLP比赛。

### 医学相关汇总

|序号|赛题|备注|

|------|------|------|

|29|[2024数字中国创新大赛-大模型作为肝病场景下的医疗助手](https://www.dcic-china.com/competitions/10090)|面向病历文书的问答系统|

|28|[2023“域见杯”医检人工智能开发者大赛（赛题一：智能临床咨询模型）](https://competition.huaweicloud.com/information/1000041928/html11?utm_source=dd55ff57f7634a89a26bcac3c73382c8&share=c7f6851ae992497fa218db4722395be6)||

|27|[中文医疗教学视频问答](https://mp.weixin.qq.com/s/uPdqhDKclHaalztMFo2xwQ)||

|26|[2023-全球人工智能技术创新大赛](https://mp.weixin.qq.com/s/mUaZekvgk1m8kxgOuGpeOg)|医学影像诊断报告生成|

|25|[医疗语音，翻译和意图识别](https://www.kaggle.com/datasets/paultimothymooney/medical-speech-transcription-and-intent)||

|24|[智能分诊](http://challenge.xfyun.cn/topic/info?type=disease-claims-2022&ch=ds22-dw-sq03)|2022-科大讯飞的比赛，举办方：好大夫，共计19个科室，我们自己做了38个科室（通用版），骨科专科版做了10+的科室|

|23|[中文医疗信息处理挑战榜](https://tianchi.aliyun.com/dataset/dataDetail?spm=5176.22060218.J_2657303350.1.70e81343ffdz3p&dataId=95414)(收录了下述部分赛题，同时有更多的医疗NLP领域的经典任务)|更多数据可以参考[天池数据集](https://tianchi.aliyun.com/dataset)，漠沙老师为了天池的发展，真是操碎了心......|

|22|[CCKS2021:医疗科普知识答非所问识别](https://www.biendata.xyz/competition/ccks_2021_tencentmedical_2/)|NLI任务|

|21|[CCKS2021:蕴含实体的中文医疗对话生成](https://www.biendata.xyz/competition/ccks_2021_mdg/)|梁晓丹老师组的工作，该数据集也在其他比赛平台被用到|

|20|[医学数据挖掘算法评测大赛](https://www.heywhale.com/home/competition/5f2d0ea1b4ac2e002c164d82/content)|健康问句分类|

|19|[CCKS2021:医疗科普知识阅读理解](https://www.biendata.xyz/competition/ccks_2021_tencentmedical_1/)|MRC任务|

|18|[第一届智能对话诊疗比赛](http://www.fudan-disc.com/sharedtask/imcs21/index.html)|智能对话结构化+智能对话诊疗|

|17|[Kesci医学相关数据集](https://www.kesci.com/home/dataset)|非常丰富的医学场景数据|

|16|[北京数智医保创新大赛](https://www.kesci.com/home/competition/5eb3c4baa05545002d2163f8/content/2)|初赛没有数据，提交资质验证；复赛10G->1T的数据，非公网环境|

|15|[ICLR2021:医疗对话生成和自动医疗诊断](https://mp.weixin.qq.com/s?__biz=MzIwNzc2NTk0NQ==&mid=2247511995&idx=2&sn=a58fd6548df5448de63daa75eb8fdb9a&chksm=970f876da0780e7b950a39029bdd5de120e191e514c64c064c3c5099b59e1e1801c937ae3956&mpshare=1&scene=23&srcid=0309mKW8AwybsntYw9vfi7zq&sharer_sharetime=1615304183246&sharer_shareid=0e8353dcb5f53b85da8e0afe73a0021b%23rd)||

|14|[链想家计算科技大赛：COVID-19 知识图谱构建_赛道二](https://github.com/zhpmatrix/nlp-competitions-list-review/blob/master/%E9%93%BE%E6%83%B3%E5%AE%B6%E8%AE%A1%E7%AE%97%E7%A7%91%E6%8A%80%E5%A4%A7%E8%B5%9B%EF%BC%9ACOVID-19%20%E7%9F%A5%E8%AF%86%E5%9B%BE%E8%B0%B1%E6%9E%84%E5%BB%BA_%E8%B5%9B%E9%81%93%E4%BA%8C.md)|||

|13|[天池精准医疗大赛_人工智能辅助糖尿病遗传风险预测](https://github.com/zhpmatrix/nlp-competitions-list-review/blob/master/%E5%A4%A9%E6%B1%A0%E7%B2%BE%E5%87%86%E5%8C%BB%E7%96%97%E5%A4%A7%E8%B5%9B_%E4%BA%BA%E5%B7%A5%E6%99%BA%E8%83%BD%E8%BE%85%E5%8A%A9%E7%B3%96%E5%B0%BF%E7%97%85%E9%81%97%E4%BC%A0%E9%A3%8E%E9%99%A9%E9%A2%84%E6%B5%8B.md)|||

|12|[CHIP_2018_医疗健康领域的问答匹配](https://github.com/zhpmatrix/nlp-competitions-list-review/blob/master/CHIP_2018_%E5%8C%BB%E7%96%97%E5%81%A5%E5%BA%B7%E9%A2%86%E5%9F%9F%E7%9A%84%E9%97%AE%E7%AD%94%E5%8C%B9%E9%85%8D.md)||

|11|[CCKS_2020_面向中文电子病历的医疗实体及事件抽取_实体识别](https://github.com/zhpmatrix/nlp-competitions-list-review/blob/master/CCKS_2020_%E9%9D%A2%E5%90%91%E4%B8%AD%E6%96%87%E7%94%B5%E5%AD%90%E7%97%85%E5%8E%86%E7%9A%84%E5%8C%BB%E7%96%97%E5%AE%9E%E4%BD%93%E5%8F%8A%E4%BA%8B%E4%BB%B6%E6%8A%BD%E5%8F%96_%E5%AE%9E%E4%BD%93%E8%AF%86%E5%88%AB.md)||

|10|[CCKS_2020_面向中文电子病历的医疗实体及事件抽取_事件抽取](https://github.com/zhpmatrix/nlp-competitions-list-review/blob/master/CCKS_2020_%E9%9D%A2%E5%90%91%E4%B8%AD%E6%96%87%E7%94%B5%E5%AD%90%E7%97%85%E5%8E%86%E7%9A%84%E5%8C%BB%E7%96%97%E5%AE%9E%E4%BD%93%E5%8F%8A%E4%BA%8B%E4%BB%B6%E6%8A%BD%E5%8F%96_%E4%BA%8B%E4%BB%B6%E6%8A%BD%E5%8F%96.md)||

|9|[CCKS_2020_新冠知识图谱构建与问答评测](https://github.com/zhpmatrix/nlp-competitions-list-review/blob/master/CCKS_2020_%E6%96%B0%E5%86%A0%E7%9F%A5%E8%AF%86%E5%9B%BE%E8%B0%B1%E6%9E%84%E5%BB%BA%E4%B8%8E%E9%97%AE%E7%AD%94%E8%AF%84%E6%B5%8B.md)|全流程图谱构建，值得关注|

|8|[CCKS_2019_医疗实体及属性抽取_跨院迁移](https://github.com/zhpmatrix/nlp-competitions-list-review/blob/master/CCKS_2019_%E5%8C%BB%E7%96%97%E5%AE%9E%E4%BD%93%E5%8F%8A%E5%B1%9E%E6%80%A7%E6%8A%BD%E5%8F%96_%E8%B7%A8%E9%99%A2%E8%BF%81%E7%A7%BB.md)||

|7|[CCKS_2019_医疗命名实体识别](https://github.com/zhpmatrix/nlp-competitions-list-review/blob/master/CCKS_2019_%E5%8C%BB%E7%96%97%E5%91%BD%E5%90%8D%E5%AE%9E%E4%BD%93%E8%AF%86%E5%88%AB.md)||

|6|[CCKS_2018_面向中文电子病历的命名实体识别](https://github.com/zhpmatrix/nlp-competitions-list-review/blob/master/CCKS_2018_%E9%9D%A2%E5%90%91%E4%B8%AD%E6%96%87%E7%94%B5%E5%AD%90%E7%97%85%E5%8E%86%E7%9A%84%E5%91%BD%E5%90%8D%E5%AE%9E%E4%BD%93%E8%AF%86%E5%88%AB.md)||

|5|[CCIR_2019_基于电子病历的数据查询类问答](https://github.com/zhpmatrix/nlp-competitions-list-review/blob/master/CCIR_2019_%E5%9F%BA%E4%BA%8E%E7%94%B5%E5%AD%90%E7%97%85%E5%8E%86%E7%9A%84%E6%95%B0%E6%8D%AE%E6%9F%A5%E8%AF%A2%E7%B1%BB%E9%97%AE%E7%AD%94.md)||

|4|[天池平台_瑞金医院MMC人工智能辅助构建知识图谱大赛](https://github.com/zhpmatrix/nlp-competitions-list-review/blob/master/%E5%A4%A9%E6%B1%A0%E5%B9%B3%E5%8F%B0_%E7%91%9E%E9%87%91%E5%8C%BB%E9%99%A2MMC%E4%BA%BA%E5%B7%A5%E6%99%BA%E8%83%BD%E8%BE%85%E5%8A%A9%E6%9E%84%E5%BB%BA%E7%9F%A5%E8%AF%86%E5%9B%BE%E8%B0%B1%E5%A4%A7%E8%B5%9B.md)||

|3|[DataFountain_基于大数据的未知病原检测方法构建](https://github.com/zhpmatrix/nlp-competitions-list-review/blob/master/DataFountain_%E5%9F%BA%E4%BA%8E%E5%A4%A7%E6%95%B0%E6%8D%AE%E7%9A%84%E6%9C%AA%E7%9F%A5%E7%97%85%E5%8E%9F%E6%A3%80%E6%B5%8B%E6%96%B9%E6%B3%95%E6%9E%84%E5%BB%BA.md)|||

|2|[DataFountain_健康医疗问答系统构建与实现](https://github.com/zhpmatrix/nlp-competitions-list-review/blob/master/DataFountain_%E5%81%A5%E5%BA%B7%E5%8C%BB%E7%96%97%E9%97%AE%E7%AD%94%E7%B3%BB%E7%BB%9F%E6%9E%84%E5%BB%BA%E4%B8%8E%E5%AE%9E%E7%8E%B0.md)||

|1|[DataFoundatain_2021数字中国创新大赛_肝癌病理解析](https://github.com/zhpmatrix/nlp-competitions-list-review/blob/master/DataFoundatain_2021%E6%95%B0%E5%AD%97%E4%B8%AD%E5%9B%BD%E5%88%9B%E6%96%B0%E5%A4%A7%E8%B5%9B_%E8%82%9D%E7%99%8C%E7%97%85%E7%90%86%E8%A7%A3%E6%9E%90.md)|训练数据需要参赛者自己标注|

### 进度列表(####自己有时间就会更新，同时欢迎感兴趣同学的不定时更新####)

|序号|题目|进度(拟进行/进行中/完成)|

|------|------|------|

|13|ALT2023-第一届楔形文字机器翻译评测|将苏美尔语和古汉语两种古老的语言自动翻译为今天的语言|

|12|[第二届古汉语分析评测](https://mp.weixin.qq.com/s/bbJiv3r0RJSlpBfmIPG-9w)|古汉语翻译成现代文；古汉语翻译成英文等任务|

|11|[中文空间语义理解评测](https://170.106.8.194/repo/2030NLP/SpaCE2021)|识别语义中含有的空间信息，纯正NLP问题研究|

|10|[2019\_CCF大数据与计算智能大赛](https://github.com/zhpmatrix/nlp-competitions-list-review/blob/master/2019_CCF大数据与计算智能大赛.md)|完成|

|9|[2019之江杯的电商评论观点挖掘问题](https://zhpmatrix.github.io/2019/07/22/how-to-modeling/)|完成|

|8|[DataFountain_AIIA杯_国家电网_电力专业领域词汇挖掘](https://github.com/zhpmatrix/nlp-competitions-list-review/blob/master/DataFountain_AIIA%E6%9D%AF_%E5%9B%BD%E5%AE%B6%E7%94%B5%E7%BD%91_%E7%94%B5%E5%8A%9B%E4%B8%93%E4%B8%9A%E9%A2%86%E5%9F%9F%E8%AF%8D%E6%B1%87%E6%8C%96%E6%8E%98.md)|完成|

|7|[DataFountain_汽车行业_用 户观点及情感识别](https://github.com/zhpmatrix/nlp-competitions-list-review/blob/master/DataFountain_%E6%B1%BD%E8%BD%A6%E8%A1%8C%E4%B8%9A_%E7%94%A8%E6%88%B7%E8%A7%82%E7%82%B9%E5%8F%8A%E6%83%85%E6%84%9F%E8%AF%86%E5%88%AB.md)|完成|

|6|[2019_搜狐校园算法大赛_内容识别](https://github.com/zhpmatrix/nlp-competitions-list-review/blob/master/2019_%E6%90%9C%E7%8B%90%E6%A0%A1%E5%9B%AD%E7%AE%97%E6%B3%95%E5%A4%A7%E8%B5%9B_%E5%86%85%E5%AE%B9%E8%AF%86%E5%88%AB.md)|进行中|

|5|[天池平台_AI_WordCup_2018_世界杯新闻智能创作极限挑战赛](https://github.com/zhpmatrix/nlp-competitions-list-review/blob/master/%E5%A4%A9%E6%B1%A0%E5%B9%B3%E5%8F%B0_AI_WordCup_2018_%E4%B8%96%E7%95%8C%E6%9D%AF%E6%96%B0%E9%97%BB%E6%99%BA%E8%83%BD%E5%88%9B%E4%BD%9C%E6%9E%81%E9%99%90%E6%8C%91%E6%88%98%E8%B5%9B.md)|完成|

|4|[2019_语言与智能技术竞赛_信息抽取](https://github.com/zhpmatrix/nlp-competitions-list-review/blob/master/2019_%E8%AF%AD%E8%A8%80%E4%B8%8E%E6%99%BA%E8%83%BD%E6%8A%80%E6%9C%AF%E7%AB%9E%E8%B5%9B_%E4%BF%A1%E6%81%AF%E6%8A%BD%E5%8F%96.md)|进行中|

|3|[2019_语言与智能技术竞赛_知识驱动对话](https://github.com/zhpmatrix/nlp-competitions-list-review/blob/master/2019_%E8%AF%AD%E8%A8%80%E4%B8%8E%E6%99%BA%E8%83%BD%E6%8A%80%E6%9C%AF%E7%AB%9E%E8%B5%9B_%E7%9F%A5%E8%AF%86%E9%A9%B1%E5%8A%A8%E5%AF%B9%E8%AF%9D.md)|进行中|

|2|[第三届魔镜杯大赛_问题相似度匹配](https://github.com/zhpmatrix/nlp-competitions-list-review/blob/master/%E7%AC%AC%E4%B8%89%E5%B1%8A%E9%AD%94%E9%95%9C%E6%9D%AF%E5%A4%A7%E8%B5%9B_%E9%97%AE%E9%A2%98%E7%9B%B8%E4%BC%BC%E5%BA%A6%E5%8C%B9%E9%85%8D.md)|完成|

|1|[WSDM_Cup_2019_真假新闻甄别](https://github.com/zhpmatrix/nlp-competitions-list-review/blob/master/WSDM_Cup_2019_%E7%9C%9F%E5%81%87%E6%96%B0%E9%97%BB%E7%94%84%E5%88%AB.md)|完成|

补充：

[中文相似度匹配比赛汇总](https://github.com/ShuaichiLi/Chinese-sentence-similarity-task)

[55个大模型比赛汇总](https://mp.weixin.qq.com/s/306YeHrU1XjcWIwUz-vB_g)