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Denis Newman-Griffis

3 accepted papers

2021

Robust Knowledge Graph Completion with Stacked Convolutions and a Student Re-Ranking Network

ACL 2021long

Knowledge Graph (KG) completion research usually focuses on densely connected benchmark datasets that are not representative of real KGs. We curate two KG datasets that include biomedical and encyclopedic knowledge and use an existing commonsense KG dataset to explore KG completion in the more reali…

2021

TextEssence: A Tool for Interactive Analysis of Semantic Shifts Between Corpora

NAACL 2021system demonstrations

Embeddings of words and concepts capture syntactic and semantic regularities of language; however, they have seen limited use as tools to study characteristics of different corpora and how they relate to one another. We introduce TextEssence, an interactive system designed to enable comparative anal…

2021

Translational NLP: A New Paradigm and General Principles for Natural Language Processing Research

NAACL 2021long

Natural language processing (NLP) research combines the study of universal principles, through basic science, with applied science targeting specific use cases and settings. However, the process of exchange between basic NLP and applications is often assumed to emerge naturally, resulting in many in…

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