General

Yubo Chen Associate Professor

Research Group of Speech and Language Technology, National Laboratory of Pattern Recognition, Institute of Automation, Chinese Academy of Sciences

Office: Room 711, Intelligence Building, Institute of Automation, Chinese Academy of Sciences, Zhongguancun East Road 95#, Beijing, China, 100190

Email: yubo.chen@nlpr.ia.ac.cn

HomePage​:http://www.nlpr.ia.ac.cn/cip/yubochen/index.html

Research Areas

Natural language processing:

Computational Semantics, Deep Learning for NLP

Information Extraction and Knowledge Graph:

Entity Recognition, Entity Disambiguation, Relation Extraction, Event Extraction

Large Language Model :

Knowledge Analysis and Extraction in Large Language Models,Knowledge Enhanced Large Language Models,Data Engineering for Large Scale Language Models,Evaluation of large-scale language models

Education

​ 2012.09-2017.07 Institute of Automation, Chinese Academy of Sciences, Doctor

 2008.09-2012.07 Beijing University of Chemical Technology,Bachelor

Experience

   
Work Experience

2019.10-Now, National Laboratory of Pattern Recognition(NLPR),Institute of Automation,Chinese Academy of Sciences, Associate Professor

2017.07-2019.10 National Laboratory of Pattern Recognition(NLPR),Institute of Automation,Chinese Academy of Sciences, Assistant Professor

Teaching Experience

Knowledge Graph

Knowledge Graph and Semantic Computing

The Introduction of Knowledge Graph

Publications

   
Papers

(1) CogIE: An Information Extraction Toolkit for Bridging Texts and CogNet, ACL 2021 Demo, 2021
(2) Named Entity Recognition via Noise Aware Training Mechanism with Data Filter, ACL 2021 findings, 2021
(3) Knowledge-Enriched Event Causality Identification via Latent Structure Induction Networks, ACL 2021, 2021
(4) A Large-Scale Chinese NER Dataset with Speech Clues., ACL 2021, 2021
(5) LearnDA: Learnable Knowledge-Guided Data Augmentation for Event Causality Identification, ACL 2021, 2021
(6) Improving Event Causality Identification via Self-Supervised Representation Learning on External Causal Statement., ACL 2021 findings, 2021
(7) Automatic ICD Coding via Interactive Shared Representation Networks with Self-distillation Mechanism, ACL 2021, 2021
(8) Document-level Event Extraction via Parallel Prediction Networks, ACL 2021, 2021
(9) Knowledge Guided Metric Learning for Few-Shot Text Classification, NAACL 2021, 2021
(10) What the role is vs. What plays the role:Semi-supervised Event Argument Extraction via Dual Question Answering, AAAI 2021, 2021,
(11) CogNet: Bridging Linguistic Knowledge,World Knowledge and Commonsense Knowledge, AAAI 2021 Demo, 2021
(12) Towards Causal Explanation Detection with Pyramid Salient-Aware Network, COLING 2020, 2020
(13) Incremental Event Detection via Knowledge Consolidation Networks, EMNLP 2020, 2020
(14) Event Extraction as Machine Reading Comprehension, EMNLP 2020, 2020
(15) How Does Context Matter? On the Robustness of Event Detection with Context-Selective Mask Generalization, EMNLP 2020 findings, 2020
(16) FedED: Federated Learning via Ensemble Distillation for Medical Relation Extraction, EMNLP 2020, 2020
(17) Knowledge Enhanced Event Causality Identification with Mention Masking Generalizations, IJCAI 2020, 2020
(18) HyperCore: Hyperbolic and Co-graph Representation for Automatic ICD Coding, ACL 2020, 2020
(19) Towards Causal Explanation Detection with Pyramid Salient-Aware Network, CCL 2020 (Best Paper Award), 2020
(20) Multi-Specialty Domain Adaptation for Chinese Medical Named Entity Recognition, CCKS 2020(Best Paper Award), 2020
(21) Clinical-Coder: Assigning Interpretable ICD-10 Codes to Chinese Clinical Notes, ACL 2020 Demo, 2020
(22) Leverage Lexical Knowledge for Chinese Named Entity Recognition via Collaborative Graph Network, EMNLP 2019, 2019
(23) Neural Cross-Lingual Event Detection with Minimal Parallel Resources, EMNLP 2019, 2019
(24) Exploiting the Ground-Truth: An Adversarial Imitation Based Knowledge Distillation Approach for Event Detection, AAAI 2019, 2019
(25) Event Co-reference Resolution via a Multi-loss Neural Network without Using Argument Information, SCIENCE CHINA Information Sciences, 2019
(26) Collective Event Detection via a Hierarchical and Bias Tagging Networks with Gated Multi-level Attention Mechanisms, EMNLP 2018, 2018
(27) Adversarial Transfer Learning for Chinese Named Entity Recognition with Self-Attention Mechanism, EMNLP 2018, 2018
(28) DCFEE: A Document-level Chinese Financial Event Extraction System based on Automatically Labeled Training Data, ACL 2018 Demo, 2018
(29) Event Detection via Gated Multilingual Attention Mechanism, AAAI 2018, 2018
(30) Event Coreference Resolution via a Multi-loss Neural Network without Using Argument Information, CCKS 2018, 2018
(31) Adversarial Training for Relation Classification with Attention based Gate Mechanism, CCKS 2018, 2018
(32) Automatically Labeled Data Generation for Large Scale Event Extraction, ACL 2017, 2017
(33) Exploiting Argument Information to Improve Event Detection via Supervised Attention Mechanisms, ACL 2017, 2017
(34) Improving Event Detection via Information Sharing Among Related Event Types, CCL 2017, 2017
(35) Attention-based Event Relevance Model for Stock Price Movement Prediction, CCKS 2017(Best Paper Award), 2017
(36) Event Extraction via Bidirectional Long Short-Term Memory Tensor Neural Networks, NLP-NABD 2016(Best Paper Award), 2016
(37) Leveraging FrameNet to Improve Automatic Event Detection, ACL 2016, 2016
(38) Event Extraction via Dynamic Multi-Pooling Convolutional Neural Networks, ACL 2015, 2015
(39) Distant Supervision for Relation Extraction via Piecewise Convolutional Neural Networks, EMNLP 2015, 2015
(40) Group Non-negative Matrix Factorization with Natural Categories for Question Retrieval in Community Question Answer Archives, COLING 2014, 2014
(41) The CASIA Entity linking System at TAC 2013, TAC 2013, 2013
(42) Towards Faster and Better Retrieval Models for Question Search, CIKM 2013, 2013
(43) Mining Opinion Words and Opinion Targets in a Two-Stage Framework, ACL 2013, 2013
(44) Walk and Learn: A Two-Stage Approach for Opinion Words and Opinion Targets Co-Extraction, WWW 2013, 2013
(45) CASIA@QALD-3: A Question Answering System over Linked Data, CLEF 2013, 2013



Collaboration

Huawei

Alibaba

Ant Group

Baidu

Tencent


Honors & Distinctions

(1) Youth Talent Promotion Program by Chinese Association for Science and Technology, 2020

(2) Excellence Award of CCF Tencent rhinoceros bird Research Fund,2020

(3) Excellence patent Award of CCF Tencent rhinoceros bird Research Fund,2020

(4) The First prize of "science and Technology Progress Award" of Beijing,2019

(5) First prize of“Qian Weichang Chinese information processing science and technology award” of Chinese Information Processing Society of China,2018

(6) CCF Tencent rhinoceros bird Research Fund Award,2019

(7) "Top 10 employees" of Institute of automation, Chinese Academy of Sciences,2019

(8) "Excellent staff" of National Key Laboratory of pattern recognition, Institute of automation, Chinese Academy of Sciences,2019

(9) Outstanding doctor graduates of Beijing,2017

(10) Outstanding graduates of Chinese Academy of Sciences,2017

(11) Best paper award of CCKS 2017,2017

(12) Best paper award of CCL 2016 & NLP-NABD 2016,2016

(13) National scholarship for doctoral students,2016

(14) "Three good student pacesetters" of University of Chinese Academy of Sciences,2016

(15) "Excellent student cadres" of University of Chinese Academy of Sciences,2014

(16) "Three good students" of University of Chinese Academy of Sciences,2014