An End-to-end Approach to Learning Semantic Frames with Feedforward Neural Network

Yukun Feng, Yipei Xu, Dong Yu
2016 Proceedings of the NAACL Student Research Workshop  
We present an end-to-end method for learning verb-specific semantic frames with feedforward neural network (FNN). Previous works in this area mainly adopt a multi-step procedure including part-of-speech tagging, dependency parsing and so on. On the contrary, our method uses a FNN model that maps verbspecific sentences directly to semantic frames. The simple model gets good results on annotated data and has a good generalization ability. Finally we get 0.82 F-score on 63 verbs and 0.73 F-score
more » ... and 0.73 F-score on 407 verbs. 1
doi:10.18653/v1/n16-2001 dblp:conf/naacl/FengXY16 fatcat:mm7s3ouuhjazznm52ya3kl73h4