Improving sentence compression by learning to predict gaze

2016 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies, NAACL HLT 2016 - Proceedings of the Conference

Volumn , Issue , 2016, Pages 1528-1533

  Klerke, Sigrid ^a   Goldberg, Yoav ^b   Søgaard, Anders ^a  

^a UNIVERSITY OF COPENHAGEN   (Denmark)

^b BAR ILAN UNIVERSITY   (Israel)

Author keywords

[No Author keywords available]

Indexed keywords

COMPUTATIONAL LINGUISTICS; LEARNING ALGORITHMS; LEARNING SYSTEMS;

MULTITASK LEARNING; SENTENCE COMPRESSION; STATE-OF-THE-ART APPROACH;

EYE TRACKING;

EID: 84994182530     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.18653/v1/n16-1179     Document Type: Conference Paper

References (26)

1. Maria Barrett, Željko Agić, and Anders Søgaard. 2015. The dundee treebank. In The 14th International Workshop on Treebanks and Linguistic Theories (TLT 14).
2. Taylor Berg-Kirkpatrick, Dan Gillick, and Dan Klein. 2011. Jointly learning to extract and compress. In Proceedings of ACL.
3. Y. Canning, J. Tait, J. Archibald, and R. Crawley. 2000. Cohesive generation of syntactically simplified newspaper text. Springer.
4. Rich Caruana. 1993. Multitask learning: a knowledge-based source of inductive bias. In ICML.
5. James Clarke and Mirella Lapata. 2006. Constraint-based sentence compression an integer programming approach. In COLING.
6. James Clarke and Mirella Lapata. 2008. Global inference for sentence compression: An integer linear programming approach. Journal of Artificial Intelligence Research, pages 399-429.
7. Trevor Cohn and Mirella Lapata. 2008. Sentence compression beyond word deletion. In COLING.
8. Trevor Cohn and Mirella Lapata. 2009. Sentence compression as tree transduction. Journal of Artificial Intelligence Research, pages 637-674.
9. Ronan Collobert, Jason Weston, Léon Bottou, Michael Karlen, Koray Kavukcuoglu, and Pavel Kuksa. 2011. Natural language processing (almost) from scratch. The Journal of Machine Learning Research, 12:2493-2537.
10. Vera Demberg and Frank Keller. 2008. Data from eyetracking corpora as evidence for theories of syntactic processing complexity. Cognition, 109:193-210.
11. Jakob Elming, Anders Johannsen, Sigrid Klerke, Emanuele Lapponi, Héctor Martínez Alonso, and Anders Søgaard. 2013. Down-stream effects of tree-to-dependency conversions. In NAACL.
12. Katja Filippova and Michael Strube. 2008. Dependency tree based sentence compression. In Proceedings of the Fifth International Natural Language Generation Conference.
13. Katja Filippova, Enrique Alfonseca, Carlos A Colmenares, Lukasz Kaiser, and Oriol Vinyals. 2015. Sentence compression by deletion with LSTMs. In EMNLP.
14. Sepp Hochreiter and Jürgen Schmidhuber. 1997. Long short-term memory. Neural computation, 9(8):1735-1780.
15. Zhiheng Huang, Wei Xu, and Kai Yu. 2015. Bidirectional LSTM-CRF models for sequence tagging. arXiv preprint arXiv:1508.01991.
16. Jukka Hyönä and Alexander Pollatsek. 2000. Processing of finnish compound words in reading. Reading as a perceptual process, pages 65-87.
17. Alan Kennedy, Robin Hill, and Joël Pynte. 2003. The dundee corpus. In ECEM.
18. Sigrid Klerke, Sheila Castilho, Maria Barrett, and Anders Søgaard. 2015. Reading metrics for estimating task efficiency with mt output. In EMNLP Workshop on Cognitive Aspects of Computational Language Learning.
19. Kevin Knight and Daniel Marcu. 2002. Summarization beyond sentence extraction: a probabilistic approach to sentence compression. Artificial Intelligence, 139:91-107.
20. Pengfei Liu, Shafiq Joty, and Helen Meng. 2015. Fine-grained opinion mining with recurrent neural networks and word embeddings. In EMNLP.
21. Ryan T McDonald. 2006. Discriminative sentence compression with soft syntactic evidence. In EACL.
22. Tadashi Nomoto. 2007. Discriminative sentence compression with conditional random fields. Information Processing and Management: an International Journal, 43(6):1571-1587.
23. Keith Rayner, Alexander Pollatsek, Jane Ashby, and Charles Clifton Jr. 2012. Psychology of reading. Psychology Press.
24. Stefan Riezler, Tracy H King, Richard Crouch, and Annie Zaenen. 2003. Statistical sentence condensation using ambiguity packing and stochastic disambiguation methods for lexical-functional grammar. In NAACL.
25. Kristian Woodsend and Mirella Lapata. 2011. Learning to simplify sentences with quasi-synchronous grammar and integer programming. In EMNLP.
26. Jie Zhou and Wei Xu. 2015. End-to-end learning of semantic role labeling using recurrent neural networks. ACL.