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Structured Prediction in NLP -- A survey by Dev, Chauhan; Biyani, Naman; Suthar, Nirmal P.; Kumar, Prashant; Agarwal, Priyanshu is a scholarly article available to read on EtoBox.

What is Structured Prediction in NLP -- A survey about?

Over the last several years, the field of Structured prediction in NLP has had seen huge advancements with sophisticated probabilistic graphical models, energy-based networks, and its combination with deep learning-based approaches. This survey provides a brief of major techniques in structured prediction and its applications in the NLP domains like parsing, sequence labeling, text generation, and sequence to sequence tasks. We also deep-dived into energy-based and attention-based techniques in structured prediction, identified some relevant open issues and gaps in the current state-of-the-art research, and have come up with some detailed ideas for future research in these fields.

Author

Dev, Chauhan; Biyani, Naman; Suthar, Nirmal P.; Kumar, Prashant; Agarwal, Priyanshu

Published

2021

Language

EN