Improving and Simplifying Pattern Exploiting Training

22 March 2021

Papers citing "Improving and Simplifying Pattern Exploiting Training"

28 / 28 papers shown

Title
Graphical Reasoning: LLM-based Semi-Open Relation Extraction Yicheng Tao Yiqun Wang Longju Bai LRM ReLM 40 0 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 13 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 19 11 0 28 Sep 2023
Prompt-Based Learning for Thread Structure Prediction in Cybersecurity Forums Kazuaki Kashihara Kuntal Kumar Pal Chitta Baral Robert P. Trevino 11 1 0 05 Mar 2023
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 39 46 0 06 Nov 2022
Enhancing Tabular Reasoning with Pattern Exploiting Training Abhilash Shankarampeta Vivek Gupta Shuo Zhang LMTD RALM ReLM 58 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 11 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 28 181 0 22 Sep 2022
A Few-shot Approach to Resume Information Extraction via Prompts Chengguang Gan Tatsunori Mori 25 9 0 20 Sep 2022
Multi-Level Fine-Tuning, Data Augmentation, and Few-Shot Learning for Specialized Cyber Threat Intelligence Markus Bayer Tobias Frey Christian A. Reuter AAML 16 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 34 226 0 16 Jun 2022
Few-shot Mining of Naturally Occurring Inputs and Outputs Mandar Joshi Terra Blevins M. Lewis Daniel S. Weld Luke Zettlemoyer 25 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 27 63 0 03 May 2022
Contrastive Learning for Prompt-Based Few-Shot Language Learners Yiren Jian Chongyang Gao Soroush Vosoughi VLM 11 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 18 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 21 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 22 19 0 13 Dec 2021
Towards Zero-Label Language Learning Zirui Wang Adams Wei Yu Orhan Firat Yuan Cao SyDa 180 102 0 19 Sep 2021
Few-Shot Cross-Lingual Stance Detection with Sentiment-Based Pre-Training Momchil Hardalov Arnav Arora Preslav Nakov Isabelle Augenstein 14 58 0 13 Sep 2021
Discrete and Soft Prompting for Multilingual Models Mengjie Zhao Hinrich Schütze LRM 10 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 25 36 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 31 3,560 0 03 Sep 2021
Do Prompt-Based Models Really Understand the Meaning of their Prompts? Albert Webson Ellie Pavlick LRM 30 351 0 02 Sep 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
CrossFit: A Few-shot Learning Challenge for Cross-task Generalization in NLP Qinyuan Ye Bill Yuchen Lin Xiang Ren 209 179 0 18 Apr 2021
Making Pre-trained Language Models Better Few-shot Learners Tianyu Gao Adam Fisch Danqi Chen 241 1,916 0 31 Dec 2020
Exploiting Cloze Questions for Few Shot Text Classification and Natural Language Inference Timo Schick Hinrich Schütze 258 1,586 0 21 Jan 2020