1. Frame Shift Prediction
- Author
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Yong, Zheng-Xin, Watson, Patrick D., Torrent, Tiago Timponi, Czulo, Oliver, and Baker, Collin F.
- Subjects
FOS: Computer and information sciences ,Computer Science - Machine Learning ,Computer Science - Computation and Language ,Artificial Intelligence (cs.AI) ,Computer Science - Artificial Intelligence ,ComputingMethodologies_IMAGEPROCESSINGANDCOMPUTERVISION ,Computation and Language (cs.CL) ,Machine Learning (cs.LG) - Abstract
Frame shift is a cross-linguistic phenomenon in translation which results in corresponding pairs of linguistic material evoking different frames. The ability to predict frame shifts enables automatic creation of multilingual FrameNets through annotation projection. Here, we propose the Frame Shift Prediction task and demonstrate that graph attention networks, combined with auxiliary training, can learn cross-linguistic frame-to-frame correspondence and predict frame shifts.
- Published
- 2022
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