XNLP: A Living Survey for XAI Research in Natural Language Processing

被引:18
作者
Qian, Kun [1 ]
Danilevsky, Marina [1 ]
Katsis, Yannis [1 ]
Kawas, Ban [2 ,4 ]
Oduor, Erick [3 ]
Popa, Lucian [1 ]
Li, Yunyao [1 ]
机构
[1] IBM Res Almaden, San Jose, CA 95120 USA
[2] Facebook Res AI, Menlo Pk, CA USA
[3] IBM Res Africa, Nairobi, Kenya
[4] IBM Res, San Jose, CA USA
来源
26TH INTERNATIONAL CONFERENCE ON INTELLIGENT USER INTERFACES (IUI '21 COMPANION) | 2021年
关键词
Explainable AI; natural language processing; interactive survey;
D O I
10.1145/3397482.3450728
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
We present XNLP: an interactive browser-based system embodying a living survey of recent state-of-the-art research in the field of Explainable AI (XAI) within the domain of Natural Language Processing (NLP). The system visually organizes and illustrates XAI-NLP publications and distills their content to allow users to gain insights, generate ideas, and explore the field. We hope that XNLP can become a leading demonstrative example of a living survey, balancing the depth and quality of a traditional well-constructed survey paper with the collaborative dynamism of a widely available interactive tool. XNLP can be accessed at: https://xainlp2020.github.io/xainlp.
引用
收藏
页码:78 / 80
页数:3
相关论文
共 9 条
[1]   Characterizing and Mining the Citation Graph of the Computer Science Literature [J].
An, Yuan ;
Janssen, Jeannette ;
Milios, Evangelos E. .
KNOWLEDGE AND INFORMATION SYSTEMS, 2004, 6 (06) :664-678
[2]   Creating visual explanations improves learning [J].
Bobek E. ;
Tversky B. .
Cognitive Research: Principles and Implications, 1 (1)
[3]  
Danilevsky M, 2020, 1ST CONFERENCE OF THE ASIA-PACIFIC CHAPTER OF THE ASSOCIATION FOR COMPUTATIONAL LINGUISTICS AND THE 10TH INTERNATIONAL JOINT CONFERENCE ON NATURAL LANGUAGE PROCESSING (AACL-IJCNLP 2020), P447
[4]  
Erera Shai, EMNLP 2019, P211
[5]   The evolution of citation graphs in artificial intelligence research [J].
Frank, Morgan R. ;
Wang, Dashun ;
Cebrian, Manuel ;
Rahwan, Iyad .
NATURE MACHINE INTELLIGENCE, 2019, 1 (02) :79-85
[6]   XAIT: An Interactive Website for Explainable Al for Text [J].
Oduor, Erick ;
Qian, Kun ;
Li, Yunyao ;
Popa, Lucian .
PROCEEDINGS OF THE 25TH INTERNATIONAL CONFERENCE ON INTELLIGENT USER INTERFACES COMPANION (IUI'20), 2020, :120-121
[7]   "Why Should I Trust You?" Explaining the Predictions of Any Classifier [J].
Ribeiro, Marco Tulio ;
Singh, Sameer ;
Guestrin, Carlos .
KDD'16: PROCEEDINGS OF THE 22ND ACM SIGKDD INTERNATIONAL CONFERENCE ON KNOWLEDGE DISCOVERY AND DATA MINING, 2016, :1135-1144
[8]   Implementing mixed methods research in supply chain management [J].
Golicic, Susan L. ;
Davis, Donna F. .
INTERNATIONAL JOURNAL OF PHYSICAL DISTRIBUTION & LOGISTICS MANAGEMENT, 2012, 42 (8-9) :726-741
[9]   Visual Genealogy of Deep Neural Networks [J].
Wang, Qianwen ;
Yuan, Jun ;
Chen, Shuxin ;
Su, Hang ;
Qu, Huamin ;
Liu, Shixia .
IEEE TRANSACTIONS ON VISUALIZATION AND COMPUTER GRAPHICS, 2020, 26 (11) :3340-3352