2020
EMNLP
EMNLP 2020
CiteQA@CLSciSumm 2020
Abstract
AbstractIn academic publications, citations are used to build context for a concept by highlighting relevant aspects from reference papers. Automatically identifying referenced snippets can help researchers swiftly isolate principal contributions of scientific works. In this paper, we exploit the underlying structure of scientific articles to predict reference paper spans and facets corresponding to a citation. We propose two methods to detect citation spans - keyphrase overlap, BERT along with structural priors. We fine-tune FastText embeddings and leverage textual, positional features to predict citation facets.
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Interdisciplinary Bridge
- Artificial Intelligence and Natural Language Processing
Topics
Machine Learning > Core Methods > Classification
Deep Learning > Architectures > Transformers
Deep Learning > Techniques > Pretraining
Natural Language Processing > Generation > Summarization
Natural Language Processing > Applications > Information Extraction
Deep Learning > Learning Types > Transfer Learning