Improving and Simplifying Pattern Exploiting Training

22 March 2021

Papers citing "Improving and Simplifying Pattern Exploiting Training"

41 / 41 papers shown

Title
Graphical Reasoning: LLM-based Semi-Open Relation Extraction Yicheng Tao Yiqun Wang Longju Bai LRM ReLM 40 1 0 30 Apr 2024
AdaSent: Efficient Domain-Adapted Sentence Embeddings for Few-Shot Classification Yongxin Huang Kexin Wang Sourav Dutta Raj Nath Patel Goran Glavas Iryna Gurevych VLM 20 4 0 01 Nov 2023
Prompt-and-Align: Prompt-Based Social Alignment for Few-Shot Fake News Detection Jiaying Wu Xinyu Chen Haobin Yang Qi Zhao Yuhui Shi AAML 27 11 0 28 Sep 2023
A Simple and Effective Framework for Strict Zero-Shot Hierarchical Classification R. Bhambhoria L. Chen Xiao-Dan Zhu 21 3 0 24 May 2023
Similarity-Aware Multimodal Prompt Learning for Fake News Detection Ye Jiang Xiaomin Yu Yimin Wang Xiaoman Xu Xingyi Song Diana Maynard 27 20 0 09 Apr 2023
Prompt-Based Learning for Thread Structure Prediction in Cybersecurity Forums Kazuaki Kashihara Kuntal Kumar Pal Chitta Baral Robert P. Trevino 21 1 0 05 Mar 2023
CySecBERT: A Domain-Adapted Language Model for the Cybersecurity Domain Markus Bayer Philip D. . Kuehn Ramin Shanehsaz Christian A. Reuter 15 43 0 06 Dec 2022
TCBERT: A Technical Report for Chinese Topic Classification BERT Ting Han Kunhao Pan Xinyu Chen Dingjie Song Yuchen Fan Xinyu Gao Ruyi Gan Jiaxing Zhang VLM 19 1 0 21 Nov 2022
MEAL: Stable and Active Learning for Few-Shot Prompting Abdullatif Köksal Timo Schick Hinrich Schütze 24 25 0 15 Nov 2022
Tuning Language Models as Training Data Generators for Augmentation-Enhanced Few-Shot Learning Yu Meng Martin Michalski Jiaxin Huang Yu Zhang Tarek F. Abdelzaher Jiawei Han VLM 56 46 0 06 Nov 2022
Enhancing Tabular Reasoning with Pattern Exploiting Training Abhilash Shankarampeta Vivek Gupta Shuo Zhang LMTD RALM ReLM 65 6 0 21 Oct 2022
Guess the Instruction! Flipped Learning Makes Language Models Stronger Zero-Shot Learners Seonghyeon Ye Doyoung Kim Joel Jang Joongbo Shin Minjoon Seo FedML VLM UQCV LRM 19 25 0 06 Oct 2022
Efficient Few-Shot Learning Without Prompts Lewis Tunstall Nils Reimers Unso Eun Seo Jo Luke Bates Daniel Korat Moshe Wasserblat Oren Pereg VLM 34 182 0 22 Sep 2022
A Few-shot Approach to Resume Information Extraction via Prompts Chengguang Gan Tatsunori Mori 25 9 0 20 Sep 2022
Active PETs: Active Data Annotation Prioritisation for Few-Shot Claim Verification with Pattern Exploiting Training Xia Zeng A. Zubiaga 27 8 0 18 Aug 2022
Multi-Level Fine-Tuning, Data Augmentation, and Few-Shot Learning for Specialized Cyber Threat Intelligence Markus Bayer Tobias Frey Christian A. Reuter AAML 24 15 0 22 Jul 2022
Zero-Shot Video Question Answering via Frozen Bidirectional Language Models Antoine Yang Antoine Miech Josef Sivic Ivan Laptev Cordelia Schmid 36 228 0 16 Jun 2022
Leveraging QA Datasets to Improve Generative Data Augmentation Dheeraj Mekala Tu Vu Timo Schick Jingbo Shang 21 18 0 25 May 2022
Few-shot Mining of Naturally Occurring Inputs and Outputs Mandar Joshi Terra Blevins M. Lewis Daniel S. Weld Luke Zettlemoyer 33 1 0 09 May 2022
Improving In-Context Few-Shot Learning via Self-Supervised Training Mingda Chen Jingfei Du Ramakanth Pasunuru Todor Mihaylov Srini Iyer Ves Stoyanov Zornitsa Kozareva SSL AI4MH 38 64 0 03 May 2022
Contrastive Learning for Prompt-Based Few-Shot Language Learners Yiren Jian Chongyang Gao Soroush Vosoughi VLM 18 32 0 03 May 2022
Embedding Hallucination for Few-Shot Language Fine-tuning Yiren Jian Chongyang Gao Soroush Vosoughi 23 4 0 03 May 2022
CLUES: A Benchmark for Learning Classifiers using Natural Language Explanations Rakesh R Menon Sayan Ghosh Shashank Srivastava LRM ELM 29 9 0 14 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 69 0 03 Apr 2022
Dependency Learning for Legal Judgment Prediction with a Unified Text-to-Text Transformer Yunyun Huang Xiaoyu Shen Chuanyi Li Jidong Ge B. Luo AILaw 25 19 0 13 Dec 2021
LFPT5: A Unified Framework for Lifelong Few-shot Language Learning Based on Prompt Tuning of T5 Chengwei Qin Chenyu You CLL 178 98 0 14 Oct 2021
Towards Zero-Label Language Learning Zirui Wang Adams Wei Yu Orhan Firat Yuan Cao SyDa 188 102 0 19 Sep 2021
Few-Shot Cross-Lingual Stance Detection with Sentiment-Based Pre-Training Momchil Hardalov Arnav Arora Preslav Nakov Isabelle Augenstein 30 58 0 13 Sep 2021
Discrete and Soft Prompting for Multilingual Models Mengjie Zhao Hinrich Schütze LRM 18 71 0 08 Sep 2021
NSP-BERT: A Prompt-based Few-Shot Learner Through an Original Pre-training Task--Next Sentence Prediction Yi Sun Yu Zheng Chao Hao Hangping Qiu VLM 41 37 0 08 Sep 2021
Finetuned Language Models Are Zero-Shot Learners Jason W. Wei Maarten Bosma Vincent Zhao Kelvin Guu Adams Wei Yu Brian Lester Nan Du Andrew M. Dai Quoc V. Le ALM UQCV 35 3,576 0 03 Sep 2021
Do Prompt-Based Models Really Understand the Meaning of their Prompts? Albert Webson Ellie Pavlick LRM 53 355 0 02 Sep 2021
Noisy Channel Language Model Prompting for Few-Shot Text Classification Sewon Min Michael Lewis Hannaneh Hajishirzi Luke Zettlemoyer VLM 37 218 0 09 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 40 3,838 0 28 Jul 2021
FewCLUE: A Chinese Few-shot Learning Evaluation Benchmark Liang Xu Xiaojing Lu Chenyang Yuan Xuanwei Zhang Huilin Xu ... Guoao Wei X. Pan Xin Tian Libo Qin Hai Hu ELM 24 56 0 15 Jul 2021
FLEX: Unifying Evaluation for Few-Shot NLP Jonathan Bragg Arman Cohan Kyle Lo Iz Beltagy 205 104 0 15 Jul 2021
CrossFit: A Few-shot Learning Challenge for Cross-task Generalization in NLP Qinyuan Ye Bill Yuchen Lin Xiang Ren 220 180 0 18 Apr 2021
Cross-Task Generalization via Natural Language Crowdsourcing Instructions Swaroop Mishra Daniel Khashabi Chitta Baral Hannaneh Hajishirzi LRM 28 718 0 18 Apr 2021
Generating Datasets with Pretrained Language Models Timo Schick Hinrich Schütze 13 234 0 15 Apr 2021
Making Pre-trained Language Models Better Few-shot Learners Tianyu Gao Adam Fisch Danqi Chen 243 1,924 0 31 Dec 2020
Exploiting Cloze Questions for Few Shot Text Classification and Natural Language Inference Timo Schick Hinrich Schütze 258 1,589 0 21 Jan 2020