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Variable Typing: Assigning Meaning to Variables in Mathematical Text
AbstractInformation about the meaning of mathematical variables in text is useful in NLP/IR tasks such as symbol disambiguation, topic modeling and mathematical information retrieval (MIR). We introduce variable typing, the …...
Scientific Statement Classification over arXiv.org
AbstractWe introduce a new classification task for scientific statements and release a large-scale dataset for supervised learning. Our resource is derived from a machine-readable representation of the arXiv.org collection of …...
Long-Span Summarization via Local Attention and Content Selection
AbstractTransformer-based models have achieved state-of-the-art results in a wide range of natural language processing (NLP) tasks including document summarization. Typically these systems are trained by fine-tuning a large pre-trained model …...
SAPGraph: Structure-aware Extractive Summarization for Scientific Papers with Heterogeneous Graph
AbstractScientific paper summarization is always challenging in Natural Language Processing (NLP) since it is hard to collect summaries from such long and complicated text. We observe that previous works tend …...