TY - GEN
T1 - Tohoku at SemEval-2016 task 6
T2 - 10th International Workshop on Semantic Evaluation, SemEval 2016
AU - Igarashi, Yuki
AU - Komatsu, Hiroya
AU - Kobayashi, Sosuke
AU - Okazaki, Naoaki
AU - Inui, Kentaro
N1 - Funding Information:
We acknowledge the support of the Step-QI School program, Department of Information and Intelligent Systems, Tohoku University.
Publisher Copyright:
© 2016 Association for Computational Linguistics.
PY - 2016
Y1 - 2016
N2 - In this paper, we compare feature-based and Neural Network-based approaches on the supervised stance classification task for tweets in SemEval-2016 Task 6 Subtask A (Mohammad et al., 2016). In the feature-based approach, we use external resources such as lexicons and crawled texts. The Neural Network based approach employs Convolutional Neural Network (CNN). Our results show that the feature-based model outperformed the CNN model on the test data although the CNN model was better than the feature-based model in the cross validation on the training data.
AB - In this paper, we compare feature-based and Neural Network-based approaches on the supervised stance classification task for tweets in SemEval-2016 Task 6 Subtask A (Mohammad et al., 2016). In the feature-based approach, we use external resources such as lexicons and crawled texts. The Neural Network based approach employs Convolutional Neural Network (CNN). Our results show that the feature-based model outperformed the CNN model on the test data although the CNN model was better than the feature-based model in the cross validation on the training data.
UR - http://www.scopus.com/inward/record.url?scp=85035794223&partnerID=8YFLogxK
UR - http://www.scopus.com/inward/citedby.url?scp=85035794223&partnerID=8YFLogxK
U2 - 10.18653/v1/s16-1065
DO - 10.18653/v1/s16-1065
M3 - Conference contribution
AN - SCOPUS:85035794223
T3 - SemEval 2016 - 10th International Workshop on Semantic Evaluation, Proceedings
SP - 401
EP - 407
BT - SemEval 2016 - 10th International Workshop on Semantic Evaluation, Proceedings
PB - Association for Computational Linguistics (ACL)
Y2 - 16 June 2016 through 17 June 2016
ER -