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Datasets/SciERC

SciERC

TextsUnknownIntroduced 2018-01-01

SciERC dataset is a collection of 500 scientific abstract annotated with scientific entities, their relations, and coreference clusters. The abstracts are taken from 12 AI conference/workshop proceedings in four AI communities, from the Semantic Scholar Corpus. SciERC extends previous datasets in scientific articles SemEval 2017 Task 10 and SemEval 2018 Task 7 by extending entity types, relation types, relation coverage, and adding cross-sentence relations using coreference links.

Source: http://nlp.cs.washington.edu/sciIE/ Image Source: http://nlp.cs.washington.edu/sciIE/

Benchmarks

Continual Pretraining/F1 (macro)Few-Shot Learning/F1 (1-Doc)Few-Shot Learning/F1 (3-Doc)Image Enhancement/F1 scoreInformation Extraction/Relation F1Information Extraction/Entity F1Information Extraction/RE+ Micro F1Information Extraction/Cross SentenceMeta-Learning/F1 (1-Doc)Meta-Learning/F1 (3-Doc)Named Entity Recognition (NER)/F1Relation Classification/F1 (1-Doc)Relation Classification/F1 (3-Doc)Relation Extraction/F1Relation Extraction/NER Micro F1Relation Extraction/RE+ Micro F1Relation Extraction/F1 (1-Doc)Relation Extraction/F1 (3-Doc)Relation Extraction/Relation F1Relation Extraction/Entity F1Relation Extraction/Cross Sentence

Related Benchmarks

sciERC-sent/Relation Extraction/F1

Statistics

Papers
134
Benchmarks
21

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Tasks

Continual PretrainingFew-Shot LearningFew-Shot Relation ClassificationImage EnhancementInformation ExtractionJoint Entity and Relation ExtractionMeta-LearningNamed Entity RecognitionNamed Entity Recognition (NER)Relation ClassificationRelation ExtractionUIE