ContrastNER: Contrastive-based Prompt Tuning for Few-shot NER

29 May 2023

Papers citing "ContrastNER: Contrastive-based Prompt Tuning for Few-shot NER"

32 / 32 papers shown

Title
Natural Language Processing for the Legal Domain: A Survey of Tasks, Datasets, Models, and Challenges Farid Ariai Gianluca Demartini ELM AILaw VLM 84 7 0 25 Oct 2024
QaNER: Prompting Question Answering Models for Few-shot Named Entity Recognition Andy T. Liu Wei Xiao Henghui Zhu Dejiao Zhang Shang-Wen Li Andrew O. Arnold 76 26 0 03 Mar 2022
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 228 3,989 0 28 Jul 2021
Few-NERD: A Few-Shot Named Entity Recognition Dataset Ning Ding Guangwei Xu Yulin Chen Xiaobin Wang Xu Han Pengjun Xie Haitao Zheng Zhiyuan Liu 91 234 0 16 May 2021
SimCSE: Simple Contrastive Learning of Sentence Embeddings Tianyu Gao Xingcheng Yao Danqi Chen AILaw SSL 278 3,411 0 18 Apr 2021
The Power of Scale for Parameter-Efficient Prompt Tuning Brian Lester Rami Al-Rfou Noah Constant VPVLM 587 4,084 0 18 Apr 2021
Prototypical Representation Learning for Relation Extraction Ning Ding Xiaobin Wang Yao Fu Guangwei Xu Rui Wang Pengjun Xie Ying Shen Fei Huang Haitao Zheng Rui Zhang 45 60 0 22 Mar 2021
GPT Understands, Too Xiao Liu Yanan Zheng Zhengxiao Du Ming Ding Yujie Qian Zhilin Yang Jie Tang VLM 168 1,179 0 18 Mar 2021
How Many Data Points is a Prompt Worth? Teven Le Scao Alexander M. Rush VLM 162 302 0 15 Mar 2021
Prefix-Tuning: Optimizing Continuous Prompts for Generation Xiang Lisa Li Percy Liang 252 4,299 0 01 Jan 2021
Supervised Contrastive Learning for Pre-trained Language Model Fine-tuning Beliz Gunel Jingfei Du Alexis Conneau Ves Stoyanov 60 507 0 03 Nov 2020
Contrastive Representation Learning: A Framework and Review Phúc H. Lê Khắc Graham Healy Alan F. Smeaton SSL AI4TS 313 712 0 10 Oct 2020
LUKE: Deep Contextualized Entity Representations with Entity-aware Self-attention Ikuya Yamada Akari Asai Hiroyuki Shindo Hideaki Takeda Yuji Matsumoto 107 671 0 02 Oct 2020
It's Not Just Size That Matters: Small Language Models Are Also Few-Shot Learners Timo Schick Hinrich Schütze 132 974 0 15 Sep 2020
Pretraining with Contrastive Sentence Objectives Improves Discourse Performance of Language Models Dan Iter Kelvin Guu L. Lansing Dan Jurafsky 49 78 0 20 May 2020
Supervised Contrastive Learning Prannay Khosla Piotr Teterwak Chen Wang Aaron Sarna Yonglong Tian Phillip Isola Aaron Maschinot Ce Liu Dilip Krishnan SSL 165 4,572 0 23 Apr 2020
A Simple Framework for Contrastive Learning of Visual Representations Ting-Li Chen Simon Kornblith Mohammad Norouzi Geoffrey E. Hinton SSL 387 18,866 0 13 Feb 2020
Exploiting Cloze Questions for Few Shot Text Classification and Natural Language Inference Timo Schick Hinrich Schütze 348 1,617 0 21 Jan 2020
How Can We Know What Language Models Know? Zhengbao Jiang Frank F. Xu Jun Araki Graham Neubig KELM 144 1,409 0 28 Nov 2019
Hierarchical Contextualized Representation for Named Entity Recognition Ying Luo Fengshun Xiao Zhao Hai 101 129 0 06 Nov 2019
Exploring the Limits of Transfer Learning with a Unified Text-to-Text Transformer Colin Raffel Noam M. Shazeer Adam Roberts Katherine Lee Sharan Narang Michael Matena Yanqi Zhou Wei Li Peter J. Liu AIMat 485 20,317 0 23 Oct 2019
Language Models as Knowledge Bases? Fabio Petroni Tim Rocktaschel Patrick Lewis A. Bakhtin Yuxiang Wu Alexander H. Miller Sebastian Riedel KELM AI4MH 576 2,674 0 03 Sep 2019
RoBERTa: A Robustly Optimized BERT Pretraining Approach Yinhan Liu Myle Ott Naman Goyal Jingfei Du Mandar Joshi Danqi Chen Omer Levy M. Lewis Luke Zettlemoyer Veselin Stoyanov AIMat 677 24,541 0 26 Jul 2019
GRN: Gated Relation Network to Enhance Convolutional Neural Network for Named Entity Recognition Hui Chen Zijia Lin Guiguang Ding Jian-Guang Lou Yusen Zhang Börje F. Karlsson 55 95 0 12 Jul 2019
Few-shot classification in Named Entity Recognition Task Alexander Fritzler V. Logacheva M. Kretov 65 199 0 14 Dec 2018
Deep contextualized word representations for detecting sarcasm and irony Suzana Ilić Edison Marrese-Taylor Jorge A. Balazs Y. Matsuo 52 108 0 26 Sep 2018
Adversarial Contrastive Estimation A. Bose Huan Ling Yanshuai Cao 47 56 0 09 May 2018
Context-aware Captions from Context-agnostic Supervision Ramakrishna Vedantam Samy Bengio Kevin Patrick Murphy Devi Parikh Gal Chechik 96 152 0 11 Jan 2017
Large-Margin Softmax Loss for Convolutional Neural Networks Weiyang Liu Yandong Wen Zhiding Yu Meng Yang CVBM 84 1,456 0 07 Dec 2016
End-to-end Sequence Labeling via Bi-directional LSTM-CNNs-CRF Xuezhe Ma Eduard H. Hovy 111 2,655 0 04 Mar 2016
An Introduction to Convolutional Neural Networks K. O’Shea Ryan Nash FaML HAI 82 3,159 0 26 Nov 2015
FaceNet: A Unified Embedding for Face Recognition and Clustering Florian Schroff Dmitry Kalenichenko James Philbin 3DH 389 13,145 0 12 Mar 2015