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Adapting Language Models for Zero-shot Learning by Meta-tuning on Dataset and Prompt Collections

10 April 2021

Ruiqi Zhong

Papers citing "Adapting Language Models for Zero-shot Learning by Meta-tuning on Dataset and Prompt Collections"

22 / 122 papers shown

Title
Evaluating Prompts Across Multiple Choice Tasks In a Zero-Shot Setting Gabriel Orlanski LRM 67 2 0 29 Mar 2022
ZS4IE: A toolkit for Zero-Shot Information Extraction with simple Verbalizations Oscar Sainz Haoling Qiu Oier López de Lacalle Eneko Agirre Bonan Min SyDa 73 12 0 25 Mar 2022
How Many Data Samples is an Additional Instruction Worth? Ravsehaj Singh Puri Swaroop Mishra Mihir Parmar Chitta Baral 77 17 0 17 Mar 2022
Speaker Information Can Guide Models to Better Inductive Biases: A Case Study On Predicting Code-Switching Alissa Ostapenko S. Wintner Melinda Fricke Yulia Tsvetkov 86 5 0 16 Mar 2022
UnifiedQA-v2: Stronger Generalization via Broader Cross-Format Training Daniel Khashabi Yeganeh Kordi Hannaneh Hajishirzi 102 67 0 23 Feb 2022
ZeroGen: Efficient Zero-shot Learning via Dataset Generation Jiacheng Ye Jiahui Gao Qintong Li Hang Xu Jiangtao Feng Zhiyong Wu Tao Yu Lingpeng Kong SyDa 134 221 0 16 Feb 2022
Generating Training Data with Language Models: Towards Zero-Shot Language Understanding Yu Meng Jiaxin Huang Yu Zhang Jiawei Han SyDa 79 235 0 09 Feb 2022
Describing Differences between Text Distributions with Natural Language Ruiqi Zhong Charles Burton Snell Dan Klein Jacob Steinhardt VLM 196 44 0 28 Jan 2022
ZeroPrompt: Scaling Prompt-Based Pretraining to 1,000 Tasks Improves Zero-Shot Generalization Hanwei Xu Yujun Chen Yulun Du Nan Shao Yanggang Wang Haiyu Li Zhilin Yang VLM LRM AI4CE 77 69 0 18 Jan 2022
UnifiedSKG: Unifying and Multi-Tasking Structured Knowledge Grounding with Text-to-Text Language Models Tianbao Xie Chen Henry Wu Peng Shi Ruiqi Zhong Torsten Scholak ... Lingpeng Kong Rui Zhang Noah A. Smith Luke Zettlemoyer Tao Yu LMTD 113 304 0 16 Jan 2022
Massive-scale Decoding for Text Generation using Lattices Jiacheng Xu Siddhartha Reddy Jonnalagadda Greg Durrett AI4CE 89 8 0 14 Dec 2021
NLP From Scratch Without Large-Scale Pretraining: A Simple and Efficient Framework Xingcheng Yao Yanan Zheng Xiaocong Yang Zhilin Yang 86 45 0 07 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 189 1,094 0 01 Nov 2021
MetaICL: Learning to Learn In Context Sewon Min M. Lewis Luke Zettlemoyer Hannaneh Hajishirzi LRM 248 492 0 29 Oct 2021
MEmoBERT: Pre-training Model with Prompt-based Learning for Multimodal Emotion Recognition Jinming Zhao Ruichen Li Qin Jin Xinchao Wang Haizhou Li 49 25 0 27 Oct 2021
Meta-learning via Language Model In-context Tuning Yanda Chen Ruiqi Zhong Sheng Zha George Karypis He He 313 162 0 15 Oct 2021
Context-NER : Contextual Phrase Generation at Scale Himanshu Gupta Shreyas Verma Santosh Mashetty Swaroop Mishra 67 10 0 16 Sep 2021
PPT: Pre-trained Prompt Tuning for Few-shot Learning Yuxian Gu Xu Han Zhiyuan Liu Minlie Huang VLM 146 419 0 09 Sep 2021
FLEX: Unifying Evaluation for Few-Shot NLP Jonathan Bragg Arman Cohan Kyle Lo Iz Beltagy 270 108 0 15 Jul 2021
CrossFit: A Few-shot Learning Challenge for Cross-task Generalization in NLP Qinyuan Ye Bill Yuchen Lin Xiang Ren 299 185 0 18 Apr 2021
Cross-Task Generalization via Natural Language Crowdsourcing Instructions Swaroop Mishra Daniel Khashabi Chitta Baral Hannaneh Hajishirzi LRM 184 756 0 18 Apr 2021
Surface Form Competition: Why the Highest Probability Answer Isn't Always Right Ari Holtzman Peter West Vered Schwartz Yejin Choi Luke Zettlemoyer LRM 195 239 0 16 Apr 2021