Few-shot Relation Extraction

Few-Shot Relation Extraction is a relation extraction paradigm that addresses the identification of semantic relations between entities in text using a minimal number of labeled instances per relation, typically leveraging meta-learning or transfer learning to generalize from limited supervision.

Publications

2.9K

Citations

226

Authors

Institutions

Publications per year

2017–2026

Parents

Relation Extraction

Publications

KnowPrompt: Knowledge-aware Prompt-tuning with Synergistic Optimization for Relation Extraction

Xiang Chen, Ningyu Zhang, Xin Xie et al. · Proceedings of the ACM Web Conference 2022 · 2022 · 357 citations · Full text

Computing, Computer Science, Knowledge Representation +15

Large language models are few-shot clinical information extractors

Monica Agrawal, Stefan Hegselmann, Hunter Lang et al. · 2022 · 297 citations · Full text

Computing, Clinical Sciences, Biomedical Text Mining +16

FewRel 2.0: Towards More Challenging Few-Shot Relation Classification

Tianyu Gao, Xu Han, Hao Zhu et al. · 2019 · 247 citations · Full text

Computing, Computer Science, Computational Linguistics +13

Few-Shot Named Entity Recognition via Meta-Learning

Jing Li, Billy Chiu, Shanshan Feng et al. · IEEE Transactions on Knowledge and Data Engineering · 2020 · 162 citations

Computing, Computer Science, Computational Linguistics +13

Label Verbalization and Entailment for Effective Zero and Few-Shot Relation Extraction

Oscar Sainz, Oier López de Lacalle, Gorka Labaka et al. · Proceedings of the 2021 Conference on Empirical Methods in Natural Language Processing · 2021 · 97 citations · Full text

Computing, Computer Science, Computational Linguistics +10

1–5 of 62

Authors

226

HC
Huajun Chen
Zhejiang University, China
3 publications · 454 citations
3
h-index
FH
Fei Huang
Alibaba Group (United States), United States
3 publications · 419 citations
3
h-index
NZ
Ningyu Zhang
Zhejiang University, China
3 publications · 447 citations
3
h-index
ZL
Zhiyuan Liu
Tsinghua University, China
3 publications · 358 citations
3
h-index
LS
Luo Si
Purdue University West Lafayette, United States
3 publications · 419 citations
3
h-index

1–5 of 226

Institutions

1–8 of 88

Venues

arXiv (Cornell University)
Repository · 7 publications · 239 citations
7
h-index
Proceedings of the 2021 Conference on Empirical Methods in Natural Language Processing
Conference · 4 publications · 244 citations
4
h-index
Artificial Intelligence Review
2 publications · 51 citations
3
h-index
IEEE Transactions on Neural Networks and Learning Systems
2 publications · 91 citations
2
h-index
Proceedings of the 45th International ACM SIGIR Conference on Research and Development in Information Retrieval
Conference · 2 publications · 43 citations
2
h-index

1–5