TY - CONF
T1 - Semantic role labeling in conversational chat using deep bi-directional long short-term memory networks with attention mechanism
AU - Rachman, Valdi
AU - Mahendra, Rahmad
AU - Wicaksono, Alfan Farizki
AU - Meydiarso, Ahmad Rizqi
AU - Ikhwantri, Fariz
N1 - Funding Information:
The publication of this work is supported by the PITTA UI Grant Contract No. 1886/UN2.R3.1/HKP.05.00/2018. The authors thank to the members of Information Retrival Lab, Faculty of Computer Science, Universitas Indonesia, especially Dr. Mirna Adriani.
Publisher Copyright:
© 2018 by the authors.
PY - 2018
Y1 - 2018
N2 - Semantic Role Labeling (SRL) has been extensively studied, mostly for understandingEnglish formal language. However, only a fewreports exist for informal conversational text,especially for language being used in the chatbot system. The challenges of informal textinglanguage include a wide variety of slangs andabbreviations, short sentences, as well as disorganized grammars. In this work, we proposean attention mechanism on top of Long ShortTerm Memory Networks architecture for solving SRL task on informal conversations. Thetask is evaluated on informal language usedon an Indonesian chatting platform. Our proposed model achieves F1 score of 82.68%.
AB - Semantic Role Labeling (SRL) has been extensively studied, mostly for understandingEnglish formal language. However, only a fewreports exist for informal conversational text,especially for language being used in the chatbot system. The challenges of informal textinglanguage include a wide variety of slangs andabbreviations, short sentences, as well as disorganized grammars. In this work, we proposean attention mechanism on top of Long ShortTerm Memory Networks architecture for solving SRL task on informal conversations. Thetask is evaluated on informal language usedon an Indonesian chatting platform. Our proposed model achieves F1 score of 82.68%.
UR - http://www.scopus.com/inward/record.url?scp=85090200709&partnerID=8YFLogxK
M3 - Paper
AN - SCOPUS:85090200709
SP - 558
EP - 566
T2 - 32nd Pacific Asia Conference on Language, Information and Computation, PACLIC 2018
Y2 - 1 December 2018 through 3 December 2018
ER -