Automatically Identifying Words That Can Serve as Labels for Few-Shot Text Classification

26 October 2020

Papers citing "Automatically Identifying Words That Can Serve as Labels for Few-Shot Text Classification"

50 / 53 papers shown

Title
SecPE: Secure Prompt Ensembling for Private and Robust Large Language Models Jiawen Zhang Kejia Chen Zunlei Feng Jian Lou Mingli Song Jiaheng Liu Xiaoyu Yang AAML SILM FedML 50 1 0 02 Feb 2025
A Survey of Large Language Models for Healthcare: from Data, Technology, and Applications to Accountability and Ethics Kai He Rui Mao Qika Lin Yucheng Ruan Xiang Lan Mengling Feng Min Zhang LM&MA AILaw 107 160 0 28 Jan 2025
ReLiK: Retrieve and LinK, Fast and Accurate Entity Linking and Relation Extraction on an Academic Budget Adam Gould Pere-Lluis Huguet-Cabot S. Dadhania Francesca Toni 87 9 0 31 Jul 2024
Chain-of-Thought Tuning: Masked Language Models can also Think Step By Step in Natural Language Understanding Caoyun Fan Jidong Tian Yitian Li Wenqing Chen Hao He Yaohui Jin LRM 37 3 0 18 Oct 2023
Is Prompt-Based Finetuning Always Better than Vanilla Finetuning? Insights from Cross-Lingual Language Understanding Bolei Ma Ercong Nie Helmut Schmid Hinrich Schütze AAML VLM LRM 48 8 0 15 Jul 2023
Evolutionary Verbalizer Search for Prompt-based Few Shot Text Classification Tongtao Ling Lei Chen Yutao Lai Haiyan Liu VLM 28 4 0 18 Jun 2023
Hierarchical Verbalizer for Few-Shot Hierarchical Text Classification Kexi Ji Yixin Lian Jingsheng Gao Baoyuan Wang VLM 37 21 0 26 May 2023
Rethinking Visual Prompt Learning as Masked Visual Token Modeling Ning Liao Bowen Shi Xiaopeng Zhang Min Cao Junchi Yan Qi Tian VLM 39 7 0 09 Mar 2023
Scalable Prompt Generation for Semi-supervised Learning with Language Models Yuhang Zhou Suraj Maharjan Bei Liu VLM 34 14 0 18 Feb 2023
Decoder Tuning: Efficient Language Understanding as Decoding Ganqu Cui Wentao Li Ning Ding Longtao Huang Zhiyuan Liu Maosong Sun 31 6 0 16 Dec 2022
On Second Thought, Let's Not Think Step by Step! Bias and Toxicity in Zero-Shot Reasoning Omar Shaikh Hongxin Zhang William B. Held Michael S. Bernstein Diyi Yang ReLM LRM 40 186 0 15 Dec 2022
Technical Report -- Competition Solution for Prompt Tuning using Pretrained Language Model Jiang-Long Song Wuhe Zou Feng Li Xiaolei Qin Weidong Zhang 39 0 0 13 Dec 2022
Frustratingly Easy Label Projection for Cross-lingual Transfer Yang Chen Chao Jiang Alan Ritter Wei Xu 32 31 0 28 Nov 2022
TEMPERA: Test-Time Prompting via Reinforcement Learning Tianjun Zhang Xuezhi Wang Denny Zhou Dale Schuurmans Joseph E. Gonzalez VLM 28 36 0 21 Nov 2022
CCPrefix: Counterfactual Contrastive Prefix-Tuning for Many-Class Classification Heng Chang Canran Xu Guodong Long Tao Shen Chongyang Tao Jing Jiang 51 1 0 11 Nov 2022
ConsPrompt: Exploiting Contrastive Samples for Fewshot Prompt Learning Jinta Weng Yifan Deng D. D. Li Hao You Yue Hu Heyan Huang 30 1 0 08 Nov 2022
BERT-Flow-VAE: A Weakly-supervised Model for Multi-Label Text Classification Ziwen Liu J. Grau-Bové Scott Orr 45 1 0 27 Oct 2022
Discriminative Language Model as Semantic Consistency Scorer for Prompt-based Few-Shot Text Classification Zhipeng Xie Yahe Li 32 0 0 23 Oct 2022
Rethinking the Event Coding Pipeline with Prompt Entailment C. Lefebvre Niklas Stoehr 32 6 0 11 Oct 2022
Zero-shot Domain Adaptation for Neural Machine Translation with Retrieved Phrase-level Prompts Zewei Sun Qingnan Jiang Shujian Huang Jun Cao Shanbo Cheng Mingxuan Wang VLM 56 8 0 23 Sep 2022
A Few-shot Approach to Resume Information Extraction via Prompts Chengguang Gan Tatsunori Mori 30 9 0 20 Sep 2022
Automatic Label Sequence Generation for Prompting Sequence-to-sequence Models Zichun Yu Tianyu Gao Zhengyan Zhang Yankai Lin Zhiyuan Liu Maosong Sun Jie Zhou VLM LRM 38 1 0 20 Sep 2022
PromptAttack: Prompt-based Attack for Language Models via Gradient Search Yundi Shi Piji Li Changchun Yin Zhaoyang Han Zhe Liu Zhe Liu AAML SILM 32 19 0 05 Sep 2022
Decoupling Knowledge from Memorization: Retrieval-augmented Prompt Learning Xiang Chen Lei Li Ningyu Zhang Xiaozhuan Liang Shumin Deng Chuanqi Tan Fei Huang Luo Si Huajun Chen VLM 35 52 0 29 May 2022
RLPrompt: Optimizing Discrete Text Prompts with Reinforcement Learning Mingkai Deng Jianyu Wang Cheng-Ping Hsieh Yihan Wang Han Guo Tianmin Shu Meng Song Eric Xing Zhiting Hu 37 324 0 25 May 2022
BBTv2: Towards a Gradient-Free Future with Large Language Models Tianxiang Sun Zhengfu He Hong Qian Yunhua Zhou Xuanjing Huang Xipeng Qiu 108 53 0 23 May 2022
Dynamic Prefix-Tuning for Generative Template-based Event Extraction Xiao Liu Heyan Huang Ge Shi Bo Wang 31 100 0 12 May 2022
Relation Extraction as Open-book Examination: Retrieval-enhanced Prompt Tuning Xiang Chen Lei Li Ningyu Zhang Chuanqi Tan Fei Huang Luo Si Huajun Chen RALM VLM 26 36 0 04 May 2022
Decorate the Examples: A Simple Method of Prompt Design for Biomedical Relation Extraction Hui-Syuan Yeh Thomas Lavergne Pierre Zweigenbaum 26 10 0 21 Apr 2022
Zero-shot Entity and Tweet Characterization with Designed Conditional Prompts and Contexts S. Srivatsa Tushar Mohan Kumari Neha Nishchay Malakar Ponnurangam Kumaraguru Srinath Srinivasa 38 0 0 18 Apr 2022
Automatic Multi-Label Prompting: Simple and Interpretable Few-Shot Classification Han Wang Canwen Xu Julian McAuley VLM 26 12 0 13 Apr 2022
PERFECT: Prompt-free and Efficient Few-shot Learning with Language Models Rabeeh Karimi Mahabadi Luke Zettlemoyer James Henderson Marzieh Saeidi Lambert Mathias Ves Stoyanov Majid Yazdani VLM 34 70 0 03 Apr 2022
Prototypical Verbalizer for Prompt-based Few-shot Tuning Ganqu Cui Shengding Hu Ning Ding Longtao Huang Zhiyuan Liu VLM 22 96 0 18 Mar 2022
Prompt-Learning for Short Text Classification Yi Zhu Xinke Zhou Jipeng Qiang Yun Li Yunhao Yuan Xindong Wu VLM 20 34 0 23 Feb 2022
Eliciting Knowledge from Pretrained Language Models for Prototypical Prompt Verbalizer Yinyi Wei Tong Mo Yong-jia Jiang Weiping Li Wen Zhao VLM 37 15 0 14 Jan 2022
Black-Box Tuning for Language-Model-as-a-Service Tianxiang Sun Yunfan Shao Hong Qian Xuanjing Huang Xipeng Qiu VLM 57 257 0 10 Jan 2022
True Few-Shot Learning with Prompts -- A Real-World Perspective Timo Schick Hinrich Schütze VLM 27 64 0 26 Nov 2021
Recent Advances in Natural Language Processing via Large Pre-Trained Language Models: A Survey Bonan Min Hayley L Ross Elior Sulem Amir Pouran Ben Veyseh Thien Huu Nguyen Oscar Sainz Eneko Agirre Ilana Heinz Dan Roth LM&MA VLM AI4CE 88 1,039 0 01 Nov 2021
Solving Aspect Category Sentiment Analysis as a Text Generation Task Jian Liu Zhiyang Teng Leyang Cui Hanmeng Liu Yue Zhang 60 68 0 14 Oct 2021
Few-Shot Cross-Lingual Stance Detection with Sentiment-Based Pre-Training Momchil Hardalov Arnav Arora Preslav Nakov Isabelle Augenstein 35 58 0 13 Sep 2021
Avoiding Inference Heuristics in Few-shot Prompt-based Finetuning Prasetya Ajie Utama N. Moosavi Victor Sanh Iryna Gurevych AAML 68 35 0 09 Sep 2021
LightNER: A Lightweight Tuning Paradigm for Low-resource NER via Pluggable Prompting Xiang Chen Lei Li Shumin Deng Chuanqi Tan Changliang Xu Fei Huang Luo Si Huajun Chen Ningyu Zhang VLM 42 66 0 31 Aug 2021
Semi-Supervised Exaggeration Detection of Health Science Press Releases Dustin Wright Isabelle Augenstein 43 12 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 33 156 0 24 Aug 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 123 3,858 0 28 Jul 2021
Template-Based Named Entity Recognition Using BART Leyang Cui Yu Wu Jian Liu Sen Yang Yue Zhang 34 345 0 03 Jun 2021
PTR: Prompt Tuning with Rules for Text Classification Xu Han Weilin Zhao Ning Ding Zhiyuan Liu Maosong Sun VLM 43 516 0 24 May 2021
KnowPrompt: Knowledge-aware Prompt-tuning with Synergistic Optimization for Relation Extraction Xiang Chen Ningyu Zhang Xin Xie Shumin Deng Yunzhi Yao Chuanqi Tan Fei Huang Luo Si Huajun Chen 43 402 0 15 Apr 2021
How Many Data Points is a Prompt Worth? Teven Le Scao Alexander M. Rush VLM 66 299 0 15 Mar 2021
Making Pre-trained Language Models Better Few-shot Learners Tianyu Gao Adam Fisch Danqi Chen 243 1,935 0 31 Dec 2020