Repetition and Rhythmicity Based Assessment Model for Chat Conversations

This paper presents a model and an application that can be used to assess chat conversations according to their content, which is related to a number of imposed topics, and to the personal involvement of the participants. The main theoretical ideas that stand behind this application are Bakhtin's polyphony theory and Tannen's ideas related to the use of repetitions. The results of the application are validated against the gold standard provided by two teachers from the Human-Computer Interaction evaluating the same chats and after that the verification is done using another teacher from the same domain. During the verification we also show that the model used for chat evaluation is dependent on the number of participants to that chat.

[1]  April Kontostathis,et al.  Comparison of Rule-based to Human Analysis of Chat Logs , 2009 .

[2]  V. Voloshinov Marxism and the philosophy of language , 1973 .

[3]  Virginia Teller Review of Speech and language processing: an introduction to natural language processing, computational linguistics, and speech recognition by Daniel Jurafsky and James H. Martin. Prentice Hall 2000. , 2000 .

[4]  James H. Martin,et al.  Speech and language processing: an introduction to natural language processing, computational linguistics, and speech recognition, 2nd Edition , 2000, Prentice Hall series in artificial intelligence.

[5]  D. Tannen Talking Voices: Repetition, Dialogue, and Imagery in Conversational Discourse , 1989 .

[6]  Anna Sfard,et al.  On Reform Movement and the Limits of Mathematical Discourse , 2000 .

[7]  James H. Martin,et al.  Speech and Language Processing: An Introduction to Natural Language Processing, Computational Linguistics, and Speech Recognition , 2000 .

[8]  Torsten Holmer,et al.  Explicit Referencing in Learning Chats: Needs and Acceptance , 2006, EC-TEL.

[9]  Michael Halliday,et al.  Cohesion in English , 1976 .

[10]  Wolfgang Nejdl,et al.  Innovative Approaches for Learning and Knowledge Sharing, First European Conference on Technology Enhanced Learning, EC-TEL 2006, Crete, Greece, October 1-4, 2006, Proceedings , 2006, EC-TEL.

[11]  Craig H. Martell,et al.  Topic Detection and Extraction in Chat , 2008, 2008 IEEE International Conference on Semantic Computing.

[12]  M. Bakhtin,et al.  The Dialogic Imagination: Four Essays , 1981 .

[13]  Costin-Gabriel Chiru,et al.  Extraction of Socio-semantic Data from Chat Conversations in Collaborative Learning Communities , 2008, EC-TEL.

[14]  Mehmet Gonullu,et al.  Department of Computer Science and Engineering , 2011 .

[15]  Alan P. Schmidt Detection of Topic Change in IRC Chat Logs , 2003 .

[16]  M. Bakhtin,et al.  Problems of Dostoevsky's Poetics , 1985 .

[17]  Traian Rebedea,et al.  A Polyphonic Model and System for Inter-animation Analysis in Chat Conversations with Multiple Participants , 2010, CICLing.