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Domain identification of scientific articles using transfer learning and ensembles - 2021

Research Area:  Machine Learning

Abstract:

This paper describes our transfer learning-based approach for domain identification of scientific articles as a part of the SDPRA-2021 Shared Task. We experiment with transfer learning using pre-trained language models (BERT, RoBERTa, SciBERT), and these are then fine-tuned for this task. The result shows that the ensemble approach performs best as the weights are being taken into consideration. We propose improvements for future work.

Author(s) Name:  Adeep Hande,Karthik Puranik,Ruba Priyadharshini,Bharathi Raja Chakravarthi

Journal name:  

Conferrence name:   Pacific-Asia Conference on Knowledge Discovery and Data Mining

Publisher name:  Springer

DOI:  10.1007/978-3-030-75015-2_9

Volume Information:   pp 88-97,2021