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RIFF: Learning to Rephrase Inputs for Few-shot Fine-tuning of Language Models

4 March 2024

Papers citing "RIFF: Learning to Rephrase Inputs for Few-shot Fine-tuning of Language Models"

25 / 25 papers shown

Title
LM-CPPF: Paraphrasing-Guided Data Augmentation for Contrastive Prompt-Based Few-Shot Fine-Tuning Amirhossein Abaskohi S. Rothe Yadollah Yaghoobzadeh VLM 83 18 0 29 May 2023
Toward Human Readable Prompt Tuning: Kubrick's The Shining is a good movie, and a good prompt too? Weijia Shi Xiaochuang Han Hila Gonen Ari Holtzman Yulia Tsvetkov Luke Zettlemoyer 95 43 0 20 Dec 2022
DyLoRA: Parameter Efficient Tuning of Pre-trained Models using Dynamic Search-Free Low-Rank Adaptation Mojtaba Valipour Mehdi Rezagholizadeh I. Kobyzev A. Ghodsi 117 184 0 14 Oct 2022
Training language models to follow instructions with human feedback Long Ouyang Jeff Wu Xu Jiang Diogo Almeida Carroll L. Wainwright ... Amanda Askell Peter Welinder Paul Christiano Jan Leike Ryan J. Lowe OSLM ALM 897 13,228 0 04 Mar 2022
Chain-of-Thought Prompting Elicits Reasoning in Large Language Models Jason W. Wei Xuezhi Wang Dale Schuurmans Maarten Bosma Brian Ichter F. Xia Ed H. Chi Quoc Le Denny Zhou LM&Ro LRM AI4CE ReLM 856 9,714 0 28 Jan 2022
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 239 4,004 0 28 Jul 2021
Towards Understanding and Mitigating Social Biases in Language Models Paul Pu Liang Chiyu Wu Louis-Philippe Morency Ruslan Salakhutdinov 100 397 0 24 Jun 2021
LoRA: Low-Rank Adaptation of Large Language Models J. E. Hu Yelong Shen Phillip Wallis Zeyuan Allen-Zhu Yuanzhi Li Shean Wang Lu Wang Weizhu Chen OffRL AI4TS AI4CE ALM AIMat 504 10,526 0 17 Jun 2021
A Survey of Data Augmentation Approaches for NLP Steven Y. Feng Varun Gangal Jason W. Wei Sarath Chandar Soroush Vosoughi Teruko Mitamura Eduard H. Hovy AIMat 108 828 0 07 May 2021
The Power of Scale for Parameter-Efficient Prompt Tuning Brian Lester Rami Al-Rfou Noah Constant VPVLM 605 4,099 0 18 Apr 2021
Unsupervised Contextual Paraphrase Generation using Lexical Control and Reinforcement Learning Sonal Garg Sumanth Prabhu Hemant Misra G. Srinivasaraghavan 54 14 0 23 Mar 2021
Prefix-Tuning: Optimizing Continuous Prompts for Generation Xiang Lisa Li Percy Liang 252 4,305 0 01 Jan 2021
Exploring Versatile Generative Language Model Via Parameter-Efficient Transfer Learning Zhaojiang Lin Andrea Madotto Pascale Fung 103 162 0 08 Apr 2020
Exploring the Limits of Transfer Learning with a Unified Text-to-Text Transformer Colin Raffel Noam M. Shazeer Adam Roberts Katherine Lee Sharan Narang Michael Matena Yanqi Zhou Wei Li Peter J. Liu AIMat 506 20,376 0 23 Oct 2019
Language Models as Knowledge Bases? Fabio Petroni Tim Rocktaschel Patrick Lewis A. Bakhtin Yuxiang Wu Alexander H. Miller Sebastian Riedel KELM AI4MH 587 2,680 0 03 Sep 2019
An Empirical Comparison on Imitation Learning and Reinforcement Learning for Paraphrase Generation Wanyu Du Yangfeng Ji OffRL 59 23 0 28 Aug 2019
RoBERTa: A Robustly Optimized BERT Pretraining Approach Yinhan Liu Myle Ott Naman Goyal Jingfei Du Mandar Joshi Danqi Chen Omer Levy M. Lewis Luke Zettlemoyer Veselin Stoyanov AIMat 700 24,572 0 26 Jul 2019
BERTScore: Evaluating Text Generation with BERT Tianyi Zhang Varsha Kishore Felix Wu Kilian Q. Weinberger Yoav Artzi 378 5,872 0 21 Apr 2019
EDA: Easy Data Augmentation Techniques for Boosting Performance on Text Classification Tasks Jason W. Wei Kai Zou 119 1,964 0 31 Jan 2019
Averaging Weights Leads to Wider Optima and Better Generalization Pavel Izmailov Dmitrii Podoprikhin T. Garipov Dmitry Vetrov A. Wilson FedML MoMe 147 1,673 0 14 Mar 2018
Decoupled Weight Decay Regularization I. Loshchilov Frank Hutter OffRL 154 2,158 0 14 Nov 2017
Paraphrase Generation with Deep Reinforcement Learning Zichao Li Xin Jiang Lifeng Shang Hang Li OffRL 110 214 0 01 Nov 2017
Proximal Policy Optimization Algorithms John Schulman Filip Wolski Prafulla Dhariwal Alec Radford Oleg Klimov OffRL 583 19,315 0 20 Jul 2017
Self-critical Sequence Training for Image Captioning Steven J. Rennie E. Marcheret Youssef Mroueh Jerret Ross Vaibhava Goel 109 1,892 0 02 Dec 2016
Asynchronous Methods for Deep Reinforcement Learning Volodymyr Mnih Adria Puigdomenech Badia M. Berk Mirza Alex Graves Timothy Lillicrap Tim Harley David Silver Koray Kavukcuoglu 210 8,882 0 04 Feb 2016