News


    [Call for Papers] 2021/5/4-8, ICLR 2021 (Vienna, Austria), Deadline: 2020/9/28 08:00 AM PDT
    2021/1, IJCAI 2020 (Yokohama, Japan), will still be held
    2020/12/8-13, Coling 2020 (Barcelona, Spain)
    2020/12/4-7, AACL-IJCNLP 2020 (Suzhou, China), will be virtual
    [Call for Papers] 2020/12/3-5, TAAI 2020 (Taipei, Taiwan), Deadline: 2020/8/31
    2020/11/16-20, EMNLP 2020 (Punta Cana, Dominican Republic)
    2020/9/24-26, Rocling 2020 (Taipei, Taiwan), Paper Submission Due: 2020/7/24
    2020/7/6-11, ACL 2020 (Seattle, USA)
    2020/2/7-12, AAAI-2020 (New York, USA)

Job openings

Join us and make something different !




Intern

Release Date: 2020/4/22
2020 program of application is closed

Research Assistant

No vacancies
Data analysis
DNN architecture design & implementation

Postdoc Fellow

No vacancies
Project progress supervision
System architecture & model design

Projects

Lab theme and featured tasks


Our Research Focus

What Is NLU?



Lab theme

NN x Domain Knowledge


What we are working on



Featured Project 1

QA System


Does the machine really understand it?

Math Word Problem


Application 1

Social Study & Nature


Application 2


Featured Project 2

Multi-Document Processing


From information to knowledge

Knowledge Discovery



Application 1

Profile Generation



Application 2

Publication


Journal Articles

  1. Qianlong Du, Chengqing Zong, and Keh-Yih Su, "Enhancing Alignment with Context Similarity for Natural Language Inference," Chinese Journal of Intelligent Science and Technology, volume 2, number 1, pages 26-35, March 2020, (in Chinese).
  2. Qianlong Du, Chengqing Zong, and Keh-Yih Su, "Conducting Natural Language Inference with Word-Pair-Dependency and Local Context," ACM Transactions on Asian and Low-Resource Language Information Processing, volume 19, number 3, pages 47:1-47:23, February 2020.ACM Transactions on Asian and Low-Resource Language Information Processing.
  3. Yang Liu, Kun Wang, Chengqing Zong, and Keh-Yih Su, "A Unified Framework and Models for Integrating Translation Memory into Phrase-based Statistical Machine Translation," Journal of Computer Speech and Language, volume 54, pages 176-206, March 2019.
  4. Meng-Tse Wu, Yi-Chung Lin, and Keh-Yih Su, "Supporting Evidence Retrieval for Answering Yes/No Questions," to appear in International Journal of Computational Linguistics and Chinese Language Processing, its brief version also won the best paper award in ROCLING-2018.
  5. Chien-Tsung Huang, Yi-Chung Lin, and Keh-Yih Su, "Explanation Generation for a Math Word Problem Solver," International Journal of Computational Linguistics and Chinese Language Processing, volume 20, number 2, pages 27-44, December 2015.
  6. Yi-Chung Lin, Chao-Chun Liang, Kuang-Yi Hsu, Chien-Tsung Huang, Shen-Yun Miao, Wei-Yun Ma, Lun-Wei Ku, Churn-Jung Liau, Keh-Yih Su, "Designing a Tag-Based Statistical Math Word Problem Solver with Reasoning and Explanation," International Journal of Computational Linguistics and Chinese Language Processing, volume 20, number 2, pages 1-26, December 2015.
  7. Xiaoqing Li, Chengqing Zong, and Keh-Yih Su, "A Unified Model for Solving the OOV Problems of Chinese Word Segmentation," ACM Transactions on Asian Language Information Processing, volume 14, number 3, pages 12:1-12:29, June 2015.
  8. Kun Wang, Chengqing Zong, and Keh-Yih Su, "On Dynamically Combining Statistical Machine Translation and Translation Memory," Journal of Chinese Information Processing, volume 29, number 2, pages 87-94, March 2015, (in Chinese).
  9. Yufeng Chen, Chengqing Zong, and Keh-Yih Su, "A Joint Model to Identify and Align Bilingual Named Entities," Journal of Computational Linguistics, volume 39, number 2, pages 229-266, June 2013.
  10. Kun Wang, Chengqing Zong, and Keh-Yih Su, "Integrating Generative and Discriminative Character-Based Models for Chinese Word Segmentation," ACM Transactions on Asian Language Information Processing, volume 11, number 2, pages 7:1 - 7:41, June 2012.
  11. Yufeng Chen, Chengqing Zong, and Keh-Yih Su, "An Interaction Approach to Recognizing and Aligning Chinese-English Bilingual Named Entities," Chinese Journal of Computers, volume 34, number 9, pages 1688-1696, September 2011, (in Chinese).
  12. Y.C. Lin and K.Y. Su, "A Level-Synchronous Approach to Ill-formed Sentence Parsing and Error Recovery," International Journal of Computational Linguistics and Chinese Language Processing, volume 4, number 1, pages 25-58, February 1999.
  13. J.S. Chang and K.Y. Su, "An Unsupervised Iterative Method for Chinese New Lexicon Extraction," International Journal of Computational Linguistics and Chinese Language Processing, volume 2, number 2, pages 97-148, August 1997.
  14. Y.L. Hsu, J.S. Chang, and K.Y. Su, "Computational Tools and Resources for Linguistics Studies," International Journal of Computational Linguistics and Chinese Language Processing, volume 2, number 1, pages 1-40, February 1997.
  15. K.Y. Su, T.H. Chiang, and J.S. Chang, "An Overview of Corpus-Based Statistics-Oriented (CBSO) Techniques for Natural Language Processing," International Journal of Computational Linguistics and Chinese Language Processing, volume 1, number 1, pages 101-157, August 1996.
  16. T.H. Chiang, Y.C. Lin, and K.Y. Su, "On Jointly Learning the Parameters in a Character-Synchronous Integrated Speech and Language Model," IEEE Trans. on Speech and Audio Processing, volume 4, number 3, pages 167-189, May 1996.
  17. T.H. Chiang, Y.C. Lin, and K.Y. Su, "Robust Learning, Smoothing, and Parameter Tying on Syntactic Ambiguity Resolution," Journal of Computational Linguistics, volume 21, number 3, pages 321-349, September 1995.
  18. J.J. Fan and K.Y. Su, "The Design of Efficient Algorithms for Two-Dimensional Pattern Matching," IEEE Trans. on knowledge and Data Engineering, volume 7, number 2, pages 318-327, April 1995.
  19. Y.C. Lin, T.H. Chiang, and K.Y. Su, "The Effect of Learning, Parameter Tying and Model Refinement for Improving Probabilistic Tagging," Journal of Computer Speech and Language, volume 9, number 1, pages 37-61, January 1995.
  20. K.Y. Su, C.H. Lee, "Speech Recognition Using Weighted HMM and Subspace Projection Approaches," IEEE Trans. on Speech and Audio Processing, volume 2, number 1, pages 69-79, January 1994.
  21. K.Y. Su and J.S. Chang, "Why MT Systems Are Still Not Widely Used?," International Journal of Machine Translation, (invited paper for World Round Table Discussion), volume 7, number 4, pages 285-291, July 1993.
  22. J.J. Fan and K.Y. Su, "An Efficient Algorithm for Matching Multiple Patterns," IEEE Trans. on knowledge and Data Engineering, volume 5, number 2, pages 339-351, April 1993.
  23. J.J. Fan and K.Y. Su, "The Design of a DFSA Based Pattern Matcher," Journal of the Chinese Institute of Engineers, volume 14, number 3, pages 325-331, May 1991.
  24. Y.D. Liu and K.Y. Su, "MRDBM—A Multi-User Relational Database Machine," Journal of the Chinese Institute of Engineers, volume 14, number 1, pages 79-95, January 1991.
  25. K.Y. Su and J.S. Chang, "Some Key Issues in Designing MT Systems," International Journal of Machine Translation, volume 5, number 4, pages 265-300, December 1990.
  26. S.C. Chen, M.H. Wang, and K.Y. Su, "A Unification-Based Approach to Lexicography for Machine Translation System," Journal of Information Science and Engineering, volume 5, number 4, pages 149-161, October 1989.



Recent Conference Papers [The Last 20]

  1. Shen-Yun Miao, Chao-Chun Liang, and Keh-Yih Su, "A Diverse Corpus for Evaluating and Developing English Math Word Problem Solvers," Proceedings of ACL 2020, Seattle, USA, July 2020.
  2. Chao-Chun Liang and Keh-Yih Su, "ASNLU at the NTCIR-14 FinNum Task: Incorporating Knowledge into DNN for Financial Numeral Classification," Proceedings of the 14th NTCIR Conference on Evaluation of Information Access Technologies, Tokyo, Japan, June 2019.
  3. Meng-Tse Wu, Yi-Chung Lin, and Keh-Yih Su, "Supporting Evidence Retrieval for Answering Yes/No Questions," Proceedings of ROCLING 2018, October 2018, Best Paper Award.
  4. Qianlong Du, Chengqing Zong, and Keh-Yih Su, "Adopting the Word-Pair-Dependency-Triplets with Individual Comparison for Natural Language Inference," Proceedings of COLING 2018, Santa Fe, New Mexico, USA, August 2018.
  5. Chao-Chun Liang, Yu-Shiang Wong, Yi-Chung Lin and Keh-Yih Su, "A Meaning-based Statistical English Math Word Problem Solver," Proceedings of NAACL HLT 2018, New Orleans, LA, U.S.A, June 2018.
  6. Hsin-Wei Yu, Chia-Hung Huang, and Keh-Yih Su, "Answering Yes/No Questions with a Decomposable Attention Model," Proceedings of TAAI 2017, December 2017.
  7. Chao-Chun Liang ,Yu-Shiang Wong ,Yi-Chung Lin and Keh-Yih Su, "A Goal-Oriented Meaning-based Statistical Multi-Step Math Word Problem Solver with Understanding, Reasoning and Explanation," Proceedings of IJCAI 2017, Melbourne, Australia, August 2017, System Demonstration.
  8. Chao-Chun Liang, Shih-Hong Tsai, Ting-Yun Chang, Yi-Chung Lin and Keh-Yih Su, "A Meaning-based English Math Word Problem Solver with Understanding, Reasoning and Explanation," Proceedings of COLING 2016, Osaka, Japan, December 2016, System Demonstration.
  9. Qianlong Du, Chengqing Zong and Keh-Yih Su, "Integrating Structural Context with Local Context for Disambiguating Word Senses," Proceedings of NLPCC-ICCPOL 2016, Kunming, China, December 2016.
  10. Shen-Yun Miao, Su-Chu Lin, Wei-Yun Ma, Keh-Yih Su, "Building a Corpus for Developing the Chinese Elementary School Math Word Problem Solver," Proceedings of ROCLING 2016, October 2016.
  11. Chao-Chun Liang, Kuang-Yi Hsu, Chien-Tsung Huang, Chung-Min Li, Shen-Yun Miao and Keh-Yih Su, "A Tag-based Statistic English Math Word Problem Solver with Understanding, Reasoning and Explanation," Proceedings of IJCAI 2016, New York City, New York, U.S.A., July 2016, System Demonstration.
  12. Chao-Chun Liang, Kuang-Yi Hsu, Chien-Tsung Huang, Chung-Min Li, Shen-Yun Miao and Keh-Yih Su, "A Tag-based English Math Word Problem Solver with Understanding, Reasoning and Explanation," Proceedings of NAACL HLT 2016, San Diego, CA, U.S.A., June 2016, System Demonstration.
  13. Huaxing Shi, Tiejun Zhao, and Keh-Yih Su, "Building a Case-based Semantic English-Chinese Parallel Treebank," Proceedings of LREC 2016, Portorož, Slovenia, May 2016.
  14. Chien-Tsung Huang, Yi-Chung Lin, and Keh-Yih Su, "Explanation Generation for a Math Word Problem Solver," Proceedings of ROCLING 2015, October 2015.
  15. Yi-Chung Lin, Chao-Chun Liang, Kuang-Yi Hsu, Chien-Tsung Huang, Shen-Yun Miao, Wei-Yun Ma, Lun-Wei Ku, Churn-Jung Liau, and Keh-Yih Su, "Designing a Tag-Based Statistical Math Word Problem Solver with Reasoning and Explanation," Proceedings of ROCLING 2015, October 2015, best paper award.
  16. Kun Wang, Chengqing Zong, and Keh-Yih Su, "Dynamically Integrating Cross-Domain Translation Memory into Phrase-Based Machine Translation during Decoding," Proceedings of COLING 2014, August 2014.
  17. Xiaoqing Li, Chengqing Zong, and Keh-Yih Su, "A Study of the Effectiveness of Suffixes for Chinese Word Segmentation," Proceedings of PACLIC 2013, November 2013.
  18. Kun Wang, Chengqing Zong, and Keh-Yih Su, "Integrating Translation Memory into Phrase-Based Machine Translation during Decoding," Proceedings of ACL 2013, August 2013.
  19. Xiaoqing Li, Kun Wang, Chengqing Zong, and Keh-Yih Su, "Integrating Surface and Abstract Features for Robust Cross-Domain Chinese Word Segmentation," Proceedings of COLING 2012, pages 1653-1669, Mumbai, India, December 2012.
  20. Kun Wang, Chengqing Zong, and Keh-Yih Su, "A Character-Based Joint Model for CIPS-SIGHAN Word Segmentation Bakeoff 2010," Proceedings of CIPS-SIGHAN Joint Conference on Chinese Language Processing 2010, pages 245-248, Beijing, China, August 2010.

Team members

Research Interest

  • Text understanding and inference
  • Machine reading (intelligent Q&A)
  • Automatic knowledge acquisition
  • Artificial intelligence
  • Deep learning for NLP
  • Natural language understanding
  • Statistical language modeling
  • Machine learning

Patent

  • 以多重評分函數為基礎的語言處理系統, 1993/10~2008/09, Taiwan, ROC.
  • Multiple Score Language Processing System, 1995/05~2015/05, USA.


Postdoc Fellow
范正忠  
Fan, Cheng-Chung

張光瑜  
Chang, Kuang-Yu





Research Assistant
梁朝鈞  
Liang, Chao-Chun

林一中  
Lin, Yi-Chung

吳孟哲  
Wu, Meng-Tse

許喬為  
Hsu, Chiao-Wei

蔡仕竑  
Tsai, Shih-Hong





Administrative Assistant
吳佩瑾  Wu, Pei-Jin



Summer Intern Student
王嵩允  Wang, Song-Yun  
潘奕亘  Pan, Yi-Hsuan  
劉昀昇  Liu, Yun-Sheng  
林哲偉  Lin, Che-Wei  
李鎮泰  Daniel Lee  
林彥彤  Lin, Yan-Tong  
Visiting Student
蘇翼霄  Aleksandra Smolka  
吳姿漫  Wu, Tzu-Man  


Alumni

Administrative Assistant
林柏芬  Lin, Po-Fen
楊蕙瑄  Yang, Hui-Hsuan
莊曉君  Chuang, Hsiao-Chun
丁至萱  Ding, Jhih-Syuan
  
Research Assistant
江侑倫  Chiang, Yu-Lun
陳昱全  Chen, Yu-Chuan
林京樺  Lin, Jing-Hua
戴晏寧  Tai, Yen-Ning
繆慎耘  Miao, Shen-Yun
翁郁翔  Wong, Yu-Shiang
張傳義  Chang, Chuan-Yi
顏毓均  Yen, Yu-Chun
蘇于瑄  Su, Yu-Hsuan
李崇閔  Li, Chung-Min
徐光毅  Hsu, Kuang-Yi
黃建璁  Huang, Chien-Tsung
李光軒  Li, Kuang-Hsuan
  
Student
周良冠  Chou, Liang-Kuan
林泓鈞  Lin, Hung-Jiun
毛弘仁  Mao, Hong-Ren
鄭景文  Cheng, Ching-Wen
林泓鈞  Lin, Hung-Jiun
林政豪  Lin, Cheng-Hao
游欣為  Yau, Hsin-Wei
蔡仕竑  Tsai, Shih-Hong
  
Summer Intern
2019

苗弘力  Miao, Hung-Li
Undergraduate, Computer Science, U. C. Berkeley
劉柏聲  Liu, Po-Sheng
Undergraduate, Computer Science, National Chiao Tung University
周芷妘  Chou, Chih-Yun
Undergraduate, Electrical Engineering, National Chiao Tung University
蘇翼霄  Smolka Aleksandra
Master Student, Institute of Linguistics, National Chung Cheng University
王翔昇  Jonathan Wang
Undergraduate, Computer Science, U. C. Berkeley
許湘鈴  Hsu, Shang-Ling
Undergraduate, Computer Science, The Hong Kong University of Science and Technology

2018

潘怡君  
Undergraduate, Computer Science, National Tsing-Hua University
林映廷  
Undergraduate, Computer Science, National Taiwan University
廖珮妤  Liao, Peiyu
Master Student, Computer Science, Stanford University
陳柏叡  Chen, Allen
Undergraduate, Computer Science, University of Illinois at Urbana Champaign
毛弘仁  Mao, Hong-Ren
Undergraduate, Electrical Engineering, National Taiwan University
鄭景文  Cheng, Ching-Wen
Undergraduate, Electrical Engineering, National Chiao Tung University
周良冠  Chou, Liang-Kuan
Undergraduate, Computer Science, National Taiwan University
林泓鈞  Lin, Hung-Jiun
Undergraduate, Electrical Engineering, National Cheng Kung University
林政豪  Lin, Cheng-Hao
Undergraduate, Computer Science, National Taiwan University

2017

謝濬丞  
Undergraduate, Electrical Engineering, National Taiwan University
顏睿楠  
Undergraduate, Computer Science, National Taiwan University
鄧逸軒  
Undergraduate, Computer Science, National Taiwan University
林子雋  
Undergraduate, Computer Science, National Taiwan University
江廷睿  
Undergraduate, Computer Science, National Taiwan University
黃培軒  
Undergraduate, Statistics, National Chengchi University
黃家鴻  
Undergraduate, Computer Science, Hong Kong University of Science and Technology
游欣為  Yau, Hsin-Wei
Undergraduate, Computer Science, National Tsing-Hua University
毛弘仁  Mao, Hong-Ren
Undergraduate, Electrical Engineering, National Taiwan University

2016

張婷雲  
Undergraduate, Computer Science, National Tsing-Hua University
蔡仕竑  Shih-Hong Tsai
Undergraduate, Electrical Engineering, National Taiwan University

2015

詹鈞翔  
Undergraduate, Electrical Engineering, National Taiwan University
林子驥  
Undergraduate, Interdisciplinary Program of Science, National Tsing-Hua University