任务一：面向中文电子病历的命名实体识别
- 基于BERT与模型融合的医疗命名实体识别
乔锐，杨笑然，黄文亢 - Team MSIIP at CCKS 2019 Task 1
Minglu Liu, Xuesi Zhou, Zheng Cao, and Ji Wu - A Multi Neural Networks based Approach to Complex Chinese Medical Named Entity Recognition
Bin Ji, Shasha Li, Jie Yu, Jun Ma, Jintao Tang, Dongyang Liang, Huijun Liu - Team MSIIP at CCKS 2019 Task 2
赵刚, 张腾, 王晨骁, 吕萍, 吴及 - NER-PS-MS: Medical Attribute Extraction based on Medical Named Entity Recognition
Yawen Song, Ling Luo, Nan Li, Zeyuan Ding, Zhihao Yang and Hongfei Lin
任务二：面向中文短文本的实体链指任务
- Enhanced Character Embedding for Chinese Short Text Entity Linking
Li Yang, Shijia E, and Yang Xiang - A Two-stage Algorithm For Chinese Short Text Entity Recognition and Linking
Jieting Li and Tao Jiang - A BERT-Based Neural System for Chinese Short Text Entity Linking
Chao Huo, Xuanwei Nian, Deyi Xiong, Hanchu Zhang, Chao Wang, Changjian Hu, and Feiyu Xu - 中文短文本的实体链指研究
徐国进 - 多因子融合的实体识别与链指消歧
祝凯华，戴安南，范雪丽 - Entity Linking for Chinese Short Texts Based on BERT and Entity Name Embeddings
Jingwei Cheng, Chunguang Pan, Jinming Dang, Zhi Yang, Xuyang Guo, Linlin Zhang, and Fu Zhang
任务三：人物关系抽取
- Bert-Based Denoising and Reconstructing Data of Distant Supervision for Relation Extraction
Tielin Shen, Daling Wang, Shi Feng, Yifei Zhang - Improving Distant Supervised Relation Extraction via Jointly Training on Instances
Binjun Zhu, Yijie Zhang, Chao Wang, Changjian Hu, and Feiyu Xu - A Bert Based Relation Classfication Network for Inter-Personal Relationship Extraction
Cheng Peng - FMPK Results for CCKS 2019 Task 3 : Inter-Personal Relationship Extraction
Huan Liu, Peng Wang, Zhe Pan, Ruilong Cui, Jiangheng Wu and Zhongkai Xu
任务四：面向金融领域的事件主体抽取
- An Event-oriented Model with Focal Loss for Financial Event Subject Extraction
Kunxun Qi, Jianfeng Du, Jinglan Zhong, ZhenJie Chen, Hanying Lai, and Langlun Chen - 基于Bert和阅读理解思路进行金融事件主体抽取
郑少棉, 郑少杰, 任君翔 - 一种适用于事件选择性命名实体识别问题的 T-bert 模型
向洋霄，刘屹，刘濂，邵佳琪，张蓓，徐君妍 - SEBERTNets: Sequence Enhanced BERT Networks for Event Entity Extraction Tasks Oriented to the Finance Field
Congqing He, Xiangyu Zhu, Yuquan Le, and Yuzhong Liu Jianhong Yin - 基于 BERT的多模型融合的事件主体抽取模型
李振, 刘恒, 赵兴莹, 李毓瑞, 秦培歌 - Multi-output Machine Reading Comprehension Models for Key Entities Extraction in Finance Domain
Kunrui Zhu, Liming Zhang and Zijie Chen - A Joint Financial Event Entity Extracting Method Based on Integrating of Sequence Labeling and Question Answering
Peiji Yang, Guanyu Fu, Xinyu Li, Dongfang Li, Jing Chen, Qingcai Chen, Yubin Qiu and Yiqing Feng
任务五：公众公司公告信息抽取
- An Information Extraction Approach Based on Domain Language Model
Jing Zhu, Yongcui Deng, Yiwen Zhou, Dewang Sun and Ruibin Mao - Method Description for CCKS 2019 Task 5: A 2-Phase Approach of Structural Information
Yanneng Zeng, Xiang Gao, Jiasheng Gu, Xin Li, Yaobang Zhu, Daqi Ji and Yunwen Chen - 一种面向多需求的PDF文档信息抽取方法
余厚金, 毛先领, 黄河燕 - 基于PDF文本元素的表格信息提取方法
鲁娇, 秦文 - CCKS测评任务5: 基于OpenCV和Faster R-CNN的金融财报抽取
朱耀邦, 高翔, 曾彦能, 顾嘉晟, 李欣, 纪达麒, 陈运文 - 基于上市公司公告的事件要素抽取研究
鲁娇, 秦文 - Variable-Size Relation Extraction and Table Information Extraction
Shaodong Hou, Yiqing Zhou, Xianming Tong
任务六：中文知识图谱问答
- Combining Neural Network Models with Rules for Chinese Knowledge Base Question Answering
Pengju Zhang, Kun Wu, Zongkui Zhu, Yonghui Jia, Xiabing Zhou, Wenliang Chen, Dongcai Lu - Multi-Module System for Open Domain Chinese Question Answering over Knowledge Base
Yiying YANG, Xiahui HE, Kaijie ZHOU, and Zhongyu WEI - DUTIR中文开放域知识库问答评测报告
曹明宇, 李帅驰, 王鑫雷, 杨志豪, 林鸿飞 - 混合语义相似度的中文知识图谱问答系统
骆金昌, 尹存祥, 吴晓晖, 周丽芳, 钟辉强