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Related Papers

A general framework for information extraction using dynamic span graphs

Authors: nan

Publication: TIPSTER (2019)

DOI: nan

AbstractWe introduce a general framework for several information extraction tasks that share span representations using dynamically constructed span graphs. The graphs are dynamically constructed by selecting the most confident entity …...

21978

An Empirical Study of Span Representations in Argumentation Structure Parsing

Authors: nan

Publication: TIPSTER (2019)

DOI: nan

AbstractFor several natural language processing (NLP) tasks, span representation design is attracting considerable attention as a promising new technique; a common basis for an effective design has been established. With …...

39500

Entity, Relation, and Event Extraction with Contextualized Span Representations

Authors: nan

Publication: TIPSTER (2019)

DOI: nan

AbstractWe examine the capabilities of a unified, multi-task framework for three information extraction tasks: named entity recognition, relation extraction, and event extraction. Our framework (called DyGIE++) accomplishes all tasks by …...

8932

Scaling Within Document Coreference to Long Texts

Authors: nan

Publication: TIPSTER (2021)

DOI: nan

State of the art end-to-end coreference reso- lution models use expensive span representa- tions and antecedent prediction mechanisms. These approaches are expensive both in terms of their memory requirements as …...

33842

Improving Constituent Representation with Hypertree Neural Networks

Authors: nan

Publication: TIPSTER (2022)

DOI: nan

AbstractMany natural language processing tasks involve text spans and thus high-quality span representations are needed to enhance neural approaches to these tasks. Most existing methods of span representation are based …...

21306