TY - GEN
T1 - ITNLP-ARC at SemEval-2018 Task 12
T2 - 12th International Workshop on Semantic Evaluation, SemEval 2018, co-located with the 16th Annual Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies, NAACL HLT 2018
AU - Liu, Wenjie
AU - Sun, Chengjie
AU - Lin, Lei
AU - Liu, Bingquan
N1 - Publisher Copyright:
© 2018 Association for Computational Linguistics
PY - 2018
Y1 - 2018
N2 - Reasoning is a very important topic and has many important applications in the field of natural language processing. Semantic Evaluation (SemEval) 2018 Task 12 “The Argument Reasoning Comprehension” committed to research natural language reasoning. In this task, we proposed a novel argument reasoning comprehension system, ITNLP-ARC, which use Neural Networks technology to solve this problem. In our system, the LSTM model is involved to encode both the premise sentences and the warrant sentences. The attention model is used to merge the two premise sentence vectors. Through comparing the similarity between the attention vector and each of the two warrant vectors, we choose the one with higher similarity as our system's final answer.
AB - Reasoning is a very important topic and has many important applications in the field of natural language processing. Semantic Evaluation (SemEval) 2018 Task 12 “The Argument Reasoning Comprehension” committed to research natural language reasoning. In this task, we proposed a novel argument reasoning comprehension system, ITNLP-ARC, which use Neural Networks technology to solve this problem. In our system, the LSTM model is involved to encode both the premise sentences and the warrant sentences. The attention model is used to merge the two premise sentence vectors. Through comparing the similarity between the attention vector and each of the two warrant vectors, we choose the one with higher similarity as our system's final answer.
UR - https://www.scopus.com/pages/publications/85096544352
U2 - 10.18653/v1/s18-1183
DO - 10.18653/v1/s18-1183
M3 - 会议稿件
AN - SCOPUS:85096544352
T3 - NAACL HLT 2018 - International Workshop on Semantic Evaluation, SemEval 2018 - Proceedings of the 12th Workshop
SP - 1089
EP - 1093
BT - NAACL HLT 2018 - International Workshop on Semantic Evaluation, SemEval 2018 - Proceedings of the 12th Workshop
A2 - Apidianaki, Marianna
A2 - Apidianaki, Marianna
A2 - Mohammad, Saif M.
A2 - May, Jonathan
A2 - Shutova, Ekaterina
A2 - Bethard, Steven
A2 - Carpuat, Marine
PB - Association for Computational Linguistics (ACL)
Y2 - 5 June 2018 through 6 June 2018
ER -