Prototypical Verbalizer for Prompt-based Few-shot Tuning

18 March 2022

Zhiyuan Liu

ArXiv (abs)PDF HTML Github (4605★)

Papers citing "Prototypical Verbalizer for Prompt-based Few-shot Tuning"

32 / 32 papers shown

Title
OpenPrompt: An Open-source Framework for Prompt-learning Ning Ding Shengding Hu Weilin Zhao Yulin Chen Zhiyuan Liu Haitao Zheng Maosong Sun VLM LLMAG 90 294 0 03 Nov 2021
Differentiable Prompt Makes Pre-trained Language Models Better Few-shot Learners Ningyu Zhang Luoqiu Li Xiang Chen Shumin Deng Zhen Bi Chuanqi Tan Fei Huang Huajun Chen VLM 129 180 0 30 Aug 2021
Prompt-Learning for Fine-Grained Entity Typing Ning Ding Yulin Chen Xu Han Guangwei Xu Pengjun Xie Haitao Zheng Zhiyuan Liu Juan-Zi Li Hong-Gee Kim 79 159 0 24 Aug 2021
Knowledgeable Prompt-tuning: Incorporating Knowledge into Prompt Verbalizer for Text Classification Shengding Hu Ning Ding Huadong Wang Zhiyuan Liu Jingang Wang Juan-Zi Li Wei Wu Maosong Sun VLM 89 370 0 04 Aug 2021
FLEX: Unifying Evaluation for Few-Shot NLP Jonathan Bragg Arman Cohan Kyle Lo Iz Beltagy 270 108 0 15 Jul 2021
Pre-Trained Models: Past, Present and Future Xu Han Zhengyan Zhang Ning Ding Yuxian Gu Xiao Liu ... Jie Tang Ji-Rong Wen Jinhui Yuan Wayne Xin Zhao Jun Zhu AIFin MQ AI4MH 149 858 0 14 Jun 2021
PTR: Prompt Tuning with Rules for Text Classification Xu Han Weilin Zhao Ning Ding Zhiyuan Liu Maosong Sun VLM 104 528 0 24 May 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 93 234 0 16 May 2021
The Power of Scale for Parameter-Efficient Prompt Tuning Brian Lester Rami Al-Rfou Noah Constant VPVLM 589 4,093 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 49 60 0 22 Mar 2021
GPT Understands, Too Xiao Liu Yanan Zheng Zhengxiao Du Ming Ding Yujie Qian Zhilin Yang Jie Tang VLM 168 1,182 0 18 Mar 2021
Prefix-Tuning: Optimizing Continuous Prompts for Generation Xiang Lisa Li Percy Liang 252 4,305 0 01 Jan 2021
WARP: Word-level Adversarial ReProgramming Karen Hambardzumyan Hrant Khachatrian Jonathan May AAML 334 353 0 01 Jan 2021
Making Pre-trained Language Models Better Few-shot Learners Tianyu Gao Adam Fisch Danqi Chen 404 1,975 0 31 Dec 2020
AutoPrompt: Eliciting Knowledge from Language Models with Automatically Generated Prompts Taylor Shin Yasaman Razeghi Robert L Logan IV Eric Wallace Sameer Singh KELM 89 402 0 29 Oct 2020
Automatically Identifying Words That Can Serve as Labels for Few-Shot Text Classification Timo Schick Helmut Schmid Hinrich Schütze VLM 82 208 0 26 Oct 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 889 42,463 0 28 May 2020
Prototypical Contrastive Learning of Unsupervised Representations Junnan Li Pan Zhou Caiming Xiong Guosheng Lin SSL DRL 139 976 0 11 May 2020
Exploiting Cloze Questions for Few Shot Text Classification and Natural Language Inference Timo Schick Hinrich Schütze 351 1,620 0 21 Jan 2020
PyTorch: An Imperative Style, High-Performance Deep Learning Library Adam Paszke Sam Gross Francisco Massa Adam Lerer James Bradbury ... Sasank Chilamkurthy Benoit Steiner Lu Fang Junjie Bai Soumith Chintala ODL 553 42,639 0 03 Dec 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 488 20,342 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 579 2,677 0 03 Sep 2019
Commonsense Knowledge Mining from Pretrained Models Joshua Feldman Joe Davison Alexander M. Rush SSL 96 331 0 02 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 689 24,557 0 26 Jul 2019
Text Classification Algorithms: A Survey Kamran Kowsari K. Meimandi Mojtaba Heidarysafa Sanjana Mendu Laura E. Barnes Donald E. Brown 90 1,302 0 17 Apr 2019
BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding Jacob Devlin Ming-Wei Chang Kenton Lee Kristina Toutanova VLM SSL SSeg 1.8K 95,229 0 11 Oct 2018
Representation Learning with Contrastive Predictive Coding Aaron van den Oord Yazhe Li Oriol Vinyals DRL SSL 351 10,364 0 10 Jul 2018
A Simple Method for Commonsense Reasoning Trieu H. Trinh Quoc V. Le LRM ReLM 102 434 0 07 Jun 2018
Prototypical Networks for Few-shot Learning Jake C. Snell Kevin Swersky R. Zemel 305 8,154 0 15 Mar 2017
SQuAD: 100,000+ Questions for Machine Comprehension of Text Pranav Rajpurkar Jian Zhang Konstantin Lopyrev Percy Liang RALM 316 8,174 0 16 Jun 2016
Character-level Convolutional Networks for Text Classification Xiang Zhang Jiaqi Zhao Yann LeCun 270 6,135 0 04 Sep 2015
Adam: A Method for Stochastic Optimization Diederik P. Kingma Jimmy Ba ODL 2.1K 150,364 0 22 Dec 2014