A Study on Social Context Summarization

• Project/Area Number: 15K16048
• Research Category: Grant-in-Aid for Young Scientists (B)
• Allocation Type: Multi-year Fund
• Research Field: Intelligent informatics
• Research Institution: Japan Advanced Institute of Science and Technology
• Principal Investigator: Nguyen Minh Le 北陸先端科学技術大学院大学, 先端科学技術研究科, 准教授 (30509401)
• Project Period (FY): 2015-04-01 – 2018-03-31
• Project Status: Completed (Fiscal Year 2017)
• Budget Amount: ¥3,640,000 (Direct Cost: ¥2,800,000、Indirect Cost: ¥840,000); Fiscal Year 2017: ¥650,000 (Direct Cost: ¥500,000、Indirect Cost: ¥150,000); Fiscal Year 2016: ¥1,040,000 (Direct Cost: ¥800,000、Indirect Cost: ¥240,000); Fiscal Year 2015: ¥1,950,000 (Direct Cost: ¥1,500,000、Indirect Cost: ¥450,000)
• Keywords: social context / extractive / abstractive / deep learning / seq2seq model / learning to rank / LSTM / LSTM-CRF / Sentence extraction / Social context / Deep Learning / Sentence compression / Co-factorization / comment extraction / sentence extraction / text summarization / contextual summarization / word representation

Outline of Final Research Achievements

In this project, we aim at studying social context summarization. We study the effect of user comments to summarization system and how we can summary comments using the content of the document. (1) We consider the problem of extractive summarization using social context. (2) The problem of sentence compression and abstractive text summarization are studied. The social context summarization is formulated as selecting importance information on the graph.
We created the data for our research on social context summarization. The experimental results of the proposed system showed that social context information is useful for text summarization.

Research Products

• [Journal Article] Automatically classifying source code using tree-based approaches (2018)
  • Author(s): Anh Viet Phan, Phuong Ngoc Chau, Minh Le Nguyen, Lam Thu Bui
  • Journal Title: Data & Knowledge Engineering Volume: 114 Pages: 12-25
  • DOI: 10.1016/j.datak.2017.07.003
  • Peer Reviewed / Int'l Joint Research
• [Journal Article] Social context summarization using user-generated content and third-party sources (2018)
  • Author(s): Minh-Tien Nguyen, Duc-Vu Tran , Le-Minh Nguyen
  • Journal Title: Knowledge-Base d Systems Volume: 144 Pages: 51-64
  • DOI: 10.1016/j.knosys.2017.12.023
  • Peer Reviewed / Int'l Joint Research
• [Journal Article] Multilingual opinion mining on YouTube ? A convolutional N-gram BiLSTM word embedding (2018)
  • Author(s): Nguyen Huy Tien、Le Nguyen Minh
  • Journal Title: Information Processing & Management Volume: 54 Issue: 3 Pages: 451-462
  • DOI: 10.1016/j.ipm.2018.02.001
  • Peer Reviewed / Int'l Joint Research
• [Journal Article] Deletion-Based Sentence Compression Using Bi-enc-dec LSTM (2017)
  • Author(s): Dac-Viet Lai, Nguyen Truong Son, and Nguyen Le Minh
  • Journal Title: PACLING 2017 Volume: CCIS 781 Pages: 249-260
  • DOI: 10.1007/978-981-10-8438-6_20
  • ISBN: 9789811084379, 9789811084386
• [Journal Article] Utilizing User Posts to Enrich Web Document Summarization with Matrix Co-factorization (2017)
  • Author(s): Minh Tien Nguyen, Tranh Viet Cuong, Nguyen Xuan Hoai, Le Minh Nguyen
  • Journal Title: SoICT 2017 Proceedings of the Eighth International Symposium on Information and Communication Technology Volume: 1 Pages: 70-77
  • DOI: 10.1145/3155133.3155196
  • Peer Reviewed
• [Journal Article] Feature weighting and SVM parameters optimization based on genetic algorithms for classification (2017)
  • Author(s): Anh Viet Phan,Minh Le Nguyen, Lam Thu Bui
  • Journal Title: Applied Intelligence Volume: 46(2) Issue: 2 Pages: 455-469
  • DOI: 10.1007/s10489-016-0843-6
  • Peer Reviewed / Open Access / Int'l Joint Research / Acknowledgement Compliant
• [Journal Article] Intra-relation or Inter-relation?: Exploiting Social Information for Web Document Summarization (2017)
  • Author(s): Minh-Tien Nguyen and Minh-Le Nguyen
  • Journal Title: Expert Systems with Applications Volume: 76 Pages: 71-84
  • DOI: 10.1016/j.eswa.2017.01.023
  • Peer Reviewed / Int'l Joint Research / Acknowledgement Compliant
• [Journal Article] Building Lexical Vector Representations from Concept Definitions (2017)
  • Author(s): Danilo S. Carvaho and Minh Le Nguyen
  • Journal Title: Proceedings of the 15th Conference of the European Chapter of the Association for Computational Linguistics Volume: 1 Pages: 905-8211
  • Peer Reviewed / Open Access / Int'l Joint Research / Acknowledgement Compliant
• [Journal Article] SoLSCSum: A Linked Sentence-Comment Dataset for Social Context Summarization (2016)
  • Author(s): Minh-Tien Nguyen, Chien-Xuan Tran, Duc-Vu Tran, and Minh-Le Nguyen
  • Journal Title: In Proceedings of the 25th ACM International Conference on Information and Knowledge Management Volume: 1 Pages: 2409-2412
  • DOI: 10.1145/2983323.2983376
  • Peer Reviewed / Open Access / Int'l Joint Research / Acknowledgement Compliant
• [Journal Article] Learning to Summarize Web Documents using Social Information (2016)
  • Author(s): Minh-Tien Nguyen, Duc-Vu Tran, Chien-Xuan Tran, and Minh-Le Nguyen
  • Journal Title: IEEE 28th International Conference on Tools with Artificial Intelligence Volume: 1 Pages: 619-626
• [Journal Article] SoRTESum: A Social Context Framework for Single-Document Summarization (2016)
  • Author(s): Minh Tien Nguyen and Minh Le Nguyen
  • Journal Title: Lecture Notes in Computer Science 9626, Springer 2016, ISBN 978-3-319-30670-4 Volume: 9626 Pages: 3-14
  • Peer Reviewed / Int'l Joint Research / Acknowledgement Compliant
• [Presentation] Graph-Based Deep Learning for NLP (2018)
  • Author(s): Nguyen Minh Le
  • Organizer: Seminar on University of Information Engineering and Technology
  • Invited
• [Presentation] Deletion-Based Sentence Compression Using Bi-enc-dec LSTM (2018)
  • Author(s): Lai Dac Viet
  • Organizer: PACLING 2017
  • Int'l Joint Research
• [Presentation] Building Lexical Vector Representations from Concept Definitions (2017)
  • Author(s): Danilo S. Carvaho
  • Organizer: the 15th Conference of the European Chapter of the Association for Computational Linguistics
  • Place of Presentation: Valencia, Spain
  • Year and Date: 2017-04-03
  • Int'l Joint Research
• [Presentation] VSoLSCSum: Building a Vietnamese Sentence-Comment Dataset for Social Context Summarization (2016)
  • Author(s): Nguyen Minh Tien
  • Organizer: The 12th Workshop on Asian Language Resources (held at COLING)
  • Place of Presentation: Osaka International Convention Center, Osaka, Japan
  • Year and Date: 2016-12-11
  • Int'l Joint Research
• [Presentation] Learning to Summarize Web Documents using Social Information (2016)
  • Author(s): Tran Duc Vu
  • Organizer: IEEE 28th International Conference on Tools with Artificial Intelligence
  • Place of Presentation: San Jose, USA
  • Year and Date: 2016-11-06
  • Int'l Joint Research
• [Presentation] SoLSCSum: A Linked Sentence-Comment Dataset for Social Context Summarization (2016)
  • Author(s): Minh Tien Nguyen
  • Organizer: The 25th ACM International Conference on Information and Knowledge Management
  • Place of Presentation: Indianapolis, USA
  • Year and Date: 2016-10-24
  • Int'l Joint Research
• [Presentation] SoRTE: A Social Context Framework for Single-Document Summarization (2016)
  • Author(s): Minh Tien Nguyen and Minh Le Nguyen
  • Organizer: Advances in Information Retrieval- 38th European Conference on IR Research, ECIR 2016, Padua, Italya
  • Place of Presentation: Padua, Italy
  • Year and Date: 2016-03-20
  • Int'l Joint Research
• [Remarks]
  • URL: https://s242-097.jaist.ac.jp/sum/en/
• [Remarks] Sentence summarization system
• [Remarks] Abstractive Summarization System
  • URL: http://150.65.242.101:9998
• [Remarks] SoRTESum: ECIR 2016 demo system
  • URL: http://150.65.242.101:9293/?paper=ecir
• [Remarks] SowsRank:
  • URL: http://150.65.242.101:9293/?paper=ecai