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/
Variants: SciERC, sciERC-sent
This dataset is used in 3 benchmarks:
| Task | Model | Paper | Date |
|---|---|---|---|
| Continual Pretraining | DAS | Continual Pre-training of Language Models | 2023-02-07 |
| Relation Extraction | PFN | A Partition Filter Network for … | 2021-08-27 |
| Named Entity Recognition (NER) | RDANER | A Robust and Domain-Adaptive Approach … | 2021-01-02 |
| Named Entity Recognition (NER) | Ours: cross-sentence | A Frustratingly Easy Approach for … | 2020-10-24 |
| Named Entity Recognition (NER) | SpERT | Span-based Joint Entity and Relation … | 2019-09-17 |
| Relation Extraction | SciBERT (SciVocab) | SciBERT: A Pretrained Language Model … | 2019-03-26 |
| Named Entity Recognition (NER) | SciBERT (SciVocab) | SciBERT: A Pretrained Language Model … | 2019-03-26 |
| Named Entity Recognition (NER) | SciBERT (Base Vocab) | SciBERT: A Pretrained Language Model … | 2019-03-26 |
| Relation Extraction | SciBERT (Base Vocab) | SciBERT: A Pretrained Language Model … | 2019-03-26 |
| Named Entity Recognition (NER) | SCIIE | Multi-Task Identification of Entities, Relations, … | 2018-08-29 |
Recent papers with results on this dataset: