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Learning to Initialize: Can Meta Learning Improve Cross-task Generalization in Prompt Tuning?

16 February 2023

Papers citing "Learning to Initialize: Can Meta Learning Improve Cross-task Generalization in Prompt Tuning?"

50 / 72 papers shown

Title
From Superficial to Deep: Integrating External Knowledge for Follow-up Question Generation Using Knowledge Graph and LLM Jianyu Liu Yi Huang Sheng Bi Junlan Feng Guilin Qi 114 2 0 08 Apr 2025
Verify-and-Edit: A Knowledge-Enhanced Chain-of-Thought Framework Ruochen Zhao Xingxuan Li Shafiq Joty Chengwei Qin Lidong Bing LRM KELM 68 168 0 05 May 2023
Efficiently Tuned Parameters are Task Embeddings Wangchunshu Zhou Canwen Xu Julian McAuley 37 8 0 21 Oct 2022
Learning a Better Initialization for Soft Prompts via Meta-Learning Yukun Huang Kun Qian Zhou Yu VLM 126 9 0 25 May 2022
MetaICL: Learning to Learn In Context Sewon Min M. Lewis Luke Zettlemoyer Hannaneh Hajishirzi LRM 219 490 0 29 Oct 2021
SPoT: Better Frozen Model Adaptation through Soft Prompt Transfer Tu Vu Brian Lester Noah Constant Rami Al-Rfou Daniel Cer VLM LRM 198 286 0 15 Oct 2021
Meta-learning via Language Model In-context Tuning Yanda Chen Ruiqi Zhong Sheng Zha George Karypis He He 291 161 0 15 Oct 2021
PPT: Pre-trained Prompt Tuning for Few-shot Learning Yuxian Gu Xu Han Zhiyuan Liu Minlie Huang VLM 96 416 0 09 Sep 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 218 3,977 0 28 Jul 2021
CrossFit: A Few-shot Learning Challenge for Cross-task Generalization in NLP Qinyuan Ye Bill Yuchen Lin Xiang Ren 286 185 0 18 Apr 2021
The Power of Scale for Parameter-Efficient Prompt Tuning Brian Lester Rami Al-Rfou Noah Constant VPVLM 579 4,077 0 18 Apr 2021
Adapting Language Models for Zero-shot Learning by Meta-tuning on Dataset and Prompt Collections Ruiqi Zhong Kristy Lee Zheng Zhang Dan Klein 97 173 0 10 Apr 2021
GPT Understands, Too Xiao Liu Yanan Zheng Zhengxiao Du Ming Ding Yujie Qian Zhilin Yang Jie Tang VLM 168 1,179 0 18 Mar 2021
Gradient Projection Memory for Continual Learning Gobinda Saha Isha Garg Kaushik Roy VLM CLL 78 289 0 17 Mar 2021
How Many Data Points is a Prompt Worth? Teven Le Scao Alexander M. Rush VLM 155 302 0 15 Mar 2021
Prefix-Tuning: Optimizing Continuous Prompts for Generation Xiang Lisa Li Percy Liang 248 4,261 0 01 Jan 2021
HateXplain: A Benchmark Dataset for Explainable Hate Speech Detection Binny Mathew Punyajoy Saha Seid Muhie Yimam Chris Biemann Pawan Goyal Animesh Mukherjee 116 578 0 18 Dec 2020
CLIMATE-FEVER: A Dataset for Verification of Real-World Climate Claims Thomas Diggelmann Jordan L. Boyd-Graber Jannis Bulian Massimiliano Ciaramita Markus Leippold 79 205 0 01 Dec 2020
Semi-supervised URL Segmentation with Recurrent Neural Networks Pre-trained on Knowledge Graph Entities Hao Zhang Jae Hun Ro R. Sproat 38 13 0 05 Nov 2020
Investigating Societal Biases in a Poetry Composition System Emily Sheng David C. Uthus 67 53 0 05 Nov 2020
TweetEval: Unified Benchmark and Comparative Evaluation for Tweet Classification Francesco Barbieri Jose Camacho-Collados Leonardo Neves Luis Espinosa-Anke VLM 84 723 0 23 Oct 2020
Explainable Automated Fact-Checking for Public Health Claims Neema Kotonya Francesca Toni 254 261 0 19 Oct 2020
Low-Resource Domain Adaptation for Compositional Task-Oriented Semantic Parsing Xilun Chen Asish Ghoshal Yashar Mehdad Luke Zettlemoyer S. Gupta 78 90 0 07 Oct 2020
"I'd rather just go to bed": Understanding Indirect Answers Annie Louis Dan Roth Filip Radlinski 53 48 0 07 Oct 2020
Effective Transfer Learning for Identifying Similar Questions: Matching User Questions to COVID-19 FAQs Clara H. McCreery Namit Katariya A. Kannan Manish Chablani X. Amatriain MedIm OOD 37 74 0 04 Aug 2020
BIOMRC: A Dataset for Biomedical Machine Reading Comprehension Petros Stavropoulos Dimitris Pappas Ion Androutsopoulos Ryan T. McDonald 51 51 0 13 May 2020
How Can We Accelerate Progress Towards Human-like Linguistic Generalization? Tal Linzen 272 194 0 03 May 2020
ProtoQA: A Question Answering Dataset for Prototypical Common-Sense Reasoning Michael Boratko Xiang Lorraine Li Rajarshi Das Timothy J. O'Gorman Daniel Le Andrew McCallum 88 58 0 02 May 2020
Birds have four legs?! NumerSense: Probing Numerical Commonsense Knowledge of Pre-trained Language Models Bill Yuchen Lin Seyeon Lee Rahul Khanna Xiang Ren AIMat 65 158 0 02 May 2020
Exploiting Cloze Questions for Few Shot Text Classification and Natural Language Inference Timo Schick Hinrich Schütze 348 1,617 0 21 Jan 2020
BLiMP: The Benchmark of Linguistic Minimal Pairs for English Alex Warstadt Alicia Parrish Haokun Liu Anhad Mohananey Wei Peng Sheng-Fu Wang Samuel R. Bowman 77 492 0 02 Dec 2019
SAMSum Corpus: A Human-annotated Dialogue Dataset for Abstractive Summarization Bogdan Gliwa Iwona Mochol M. Biesek A. Wawer 124 631 0 27 Nov 2019
Semantic Noise Matters for Neural Natural Language Generation Ondrej Dusek David M. Howcroft Verena Rieser 79 118 0 10 Nov 2019
Adversarial NLI: A New Benchmark for Natural Language Understanding Yixin Nie Adina Williams Emily Dinan Joey Tianyi Zhou Jason Weston Douwe Kiela 125 1,010 0 31 Oct 2019
WIQA: A dataset for "What if..." reasoning over procedural text Niket Tandon Bhavana Dalvi Keisuke Sakaguchi Antoine Bosselut Peter Clark 63 101 0 10 Sep 2019
"Going on a vacation" takes longer than "Going for a walk": A Study of Temporal Commonsense Understanding Ben Zhou Daniel Khashabi Qiang Ning Dan Roth AIMat 98 200 0 06 Sep 2019
TabFact: A Large-scale Dataset for Table-based Fact Verification Wenhu Chen Hongmin Wang Jianshu Chen Yunkai Zhang Hong Wang Shiyang Li Xiyou Zhou William Yang Wang LMTD 106 514 0 05 Sep 2019
Language Models as Knowledge Bases? Fabio Petroni Tim Rocktaschel Patrick Lewis A. Bakhtin Yuxiang Wu Alexander H. Miller Sebastian Riedel KELM AI4MH 576 2,673 0 03 Sep 2019
Cosmos QA: Machine Reading Comprehension with Contextual Commonsense Reasoning Lifu Huang Ronan Le Bras Chandra Bhagavatula Yejin Choi AIMat RALM LRM 115 455 0 31 Aug 2019
Investigating Meta-Learning Algorithms for Low-Resource Natural Language Understanding Tasks Zi-Yi Dou Keyi Yu Antonios Anastasopoulos 62 127 0 27 Aug 2019
Quoref: A Reading Comprehension Dataset with Questions Requiring Coreferential Reasoning Pradeep Dasigi Nelson F. Liu Ana Marasović Noah A. Smith Matt Gardner RALM 73 173 0 16 Aug 2019
Abductive Commonsense Reasoning Chandra Bhagavatula Ronan Le Bras Chaitanya Malaviya Keisuke Sakaguchi Ari Holtzman Hannah Rashkin Doug Downey Scott Yih Yejin Choi ReLM LRM 78 463 0 15 Aug 2019
ELI5: Long Form Question Answering Angela Fan Yacine Jernite Ethan Perez David Grangier Jason Weston Michael Auli AI4MH ELM 97 619 0 22 Jul 2019
This Email Could Save Your Life: Introducing the Task of Email Subject Line Generation Rui Zhang Joel R. Tetreault 78 78 0 08 Jun 2019
Explain Yourself! Leveraging Language Models for Commonsense Reasoning Nazneen Rajani Bryan McCann Caiming Xiong R. Socher ReLM LRM 82 566 0 06 Jun 2019
BoolQ: Exploring the Surprising Difficulty of Natural Yes/No Questions Christopher Clark Kenton Lee Ming-Wei Chang Tom Kwiatkowski Michael Collins Kristina Toutanova 227 1,549 0 24 May 2019
Guiding Extractive Summarization with Question-Answering Rewards Kristjan Arumae Fei Liu 69 34 0 04 Apr 2019
Structural Scaffolds for Citation Intent Classification in Scientific Publications Arman Cohan Bridger Waleed Ammar Madeleine van Zuylen Field Cady 59 253 0 02 Apr 2019
PAWS: Paraphrase Adversaries from Word Scrambling Yuan Zhang Jason Baldridge Luheng He 73 544 0 01 Apr 2019
DREAM: A Challenge Dataset and Models for Dialogue-Based Reading Comprehension Kai Sun Dian Yu Jianshu Chen Dong Yu Yejin Choi Claire Cardie RALM AIMat 57 296 0 01 Feb 2019