Better Few-Shot Relation Extraction with Label Prompt Dropout

25 October 2022

Wei Lu

Papers citing "Better Few-Shot Relation Extraction with Label Prompt Dropout"

22 / 22 papers shown

Title
Pre-training to Match for Unified Low-shot Relation Extraction Fangchao Liu Hongyu Lin Xianpei Han Boxi Cao Le Sun VLM 32 34 0 23 Mar 2022
Exploring Task Difficulty for Few-Shot Relation Extraction Jiale Han Bo Cheng Wei Lu 55 78 0 12 Sep 2021
MapRE: An Effective Semantic Mapping Approach for Low-resource Relation Extraction Manqing Dong Chunguang Pan Zhipeng Luo 248 42 0 09 Sep 2021
Pre-train, Prompt, and Predict: A Systematic Survey of Prompting Methods in Natural Language Processing Pengfei Liu Weizhe Yuan Jinlan Fu Zhengbao Jiang Hiroaki Hayashi Graham Neubig VLM SyDa 221 3,987 0 28 Jul 2021
PTR: Prompt Tuning with Rules for Text Classification Xu Han Weilin Zhao Ning Ding Zhiyuan Liu Maosong Sun VLM 102 527 0 24 May 2021
Learning from Context or Names? An Empirical Study on Neural Relation Extraction Hao Peng Tianyu Gao Xu Han Yankai Lin Peng Li Zhiyuan Liu Maosong Sun Jie Zhou 78 204 0 05 Oct 2020
LUKE: Deep Contextualized Entity Representations with Entity-aware Self-attention Ikuya Yamada Akari Asai Hiroyuki Shindo Hideaki Takeda Yuji Matsumoto 98 670 0 02 Oct 2020
Few-shot Relation Extraction via Bayesian Meta-learning on Relation Graphs Meng Qu Tianyu Gao Louis-Pascal Xhonneux Jian Tang BDL 93 110 0 05 Jul 2020
Language Models are Few-Shot Learners Tom B. Brown Benjamin Mann Nick Ryder Melanie Subbiah Jared Kaplan ... Christopher Berner Sam McCandlish Alec Radford Ilya Sutskever Dario Amodei BDL 859 42,379 0 28 May 2020
An Empirical Study of Multi-Task Learning on BERT for Biomedical Text Mining Yifan Peng Qingyu Chen Zhiyong Lu 70 115 0 06 May 2020
Exploiting Cloze Questions for Few Shot Text Classification and Natural Language Inference Timo Schick Hinrich Schütze 348 1,617 0 21 Jan 2020
FewRel 2.0: Towards More Challenging Few-Shot Relation Classification Tianyu Gao Xu Han Hao Zhu Zhiyuan Liu Peng Li Maosong Sun Jie Zhou 261 247 0 16 Oct 2019
An Evaluation Dataset for Intent Classification and Out-of-Scope Prediction Stefan Larson Anish Mahendran Joseph Peper Christopher Clarke Andrew Lee ... Jonathan K. Kummerfeld Kevin Leach M. Laurenzano Lingjia Tang Jason Mars 112 530 0 04 Sep 2019
Matching the Blanks: Distributional Similarity for Relation Learning Livio Baldini Soares Nicholas FitzGerald Jeffrey Ling Tom Kwiatkowski 64 773 0 07 Jun 2019
ERNIE: Enhanced Language Representation with Informative Entities Zhengyan Zhang Xu Han Zhiyuan Liu Xin Jiang Maosong Sun Qun Liu 109 1,400 0 17 May 2019
FewRel: A Large-Scale Supervised Few-Shot Relation Classification Dataset with State-of-the-Art Evaluation Xu Han Hao Zhu Pengfei Yu Ziyun Wang Yuan Yao Zhiyuan Liu Maosong Sun SLR 66 610 0 24 Oct 2018
BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding Jacob Devlin Ming-Wei Chang Kenton Lee Kristina Toutanova VLM SSL SSeg 1.8K 95,175 0 11 Oct 2018
Learning to Compare: Relation Network for Few-Shot Learning Flood Sung Yongxin Yang Li Zhang Tao Xiang Philip Torr Timothy M. Hospedales 304 4,049 0 16 Nov 2017
Few-Shot Learning with Graph Neural Networks Victor Garcia Satorras Joan Bruna GNN 172 1,240 0 10 Nov 2017
Attention Is All You Need Ashish Vaswani Noam M. Shazeer Niki Parmar Jakob Uszkoreit Llion Jones Aidan Gomez Lukasz Kaiser Illia Polosukhin 3DV 730 132,363 0 12 Jun 2017
Prototypical Networks for Few-shot Learning Jake C. Snell Kevin Swersky R. Zemel 303 8,150 0 15 Mar 2017
Matching Networks for One Shot Learning Oriol Vinyals Charles Blundell Timothy Lillicrap Koray Kavukcuoglu Daan Wierstra VLM 375 7,333 0 13 Jun 2016