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Meta-Tuning LLMs to Leverage Lexical Knowledge for Generalizable Language Style Understanding

24 May 2023

Ruohao Guo

Wei Xu

Alan Ritter

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Papers citing "Meta-Tuning LLMs to Leverage Lexical Knowledge for Generalizable Language Style Understanding"

31 / 31 papers shown

Title
How to Protect Yourself from 5G Radiation? Investigating LLM Responses to Implicit Misinformation Ruohao Guo Wei Xu Alan Ritter 76 3 0 12 Mar 2025
Llama 2: Open Foundation and Fine-Tuned Chat Models Hugo Touvron Louis Martin Kevin R. Stone Peter Albert Amjad Almahairi ... Sharan Narang Aurelien Rodriguez Robert Stojnic Sergey Edunov Thomas Scialom AI4MH ALM 305 11,894 0 18 Jul 2023
The Benefits of Label-Description Training for Zero-Shot Text Classification Lingyu Gao Debanjan Ghosh Kevin Gimpel VLM 173 11 0 03 May 2023
Controlled Text Generation with Natural Language Instructions Wangchunshu Zhou Yuchen Eleanor Jiang Ethan Gotlieb Wilcox Ryan Cotterell Mrinmaya Sachan 186 89 0 27 Apr 2023
Larger language models do in-context learning differently Jerry W. Wei Jason W. Wei Yi Tay Dustin Tran Albert Webson ... Xinyun Chen Hanxiao Liu Da Huang Denny Zhou Tengyu Ma ReLM LRM 97 372 0 07 Mar 2023
Self-Instruct: Aligning Language Models with Self-Generated Instructions Yizhong Wang Yeganeh Kordi Swaroop Mishra Alisa Liu Noah A. Smith Daniel Khashabi Hannaneh Hajishirzi ALM SyDa LRM 122 2,224 0 20 Dec 2022
The case for 4-bit precision: k-bit Inference Scaling Laws Tim Dettmers Luke Zettlemoyer MQ 91 230 0 19 Dec 2022
CEFR-Based Sentence Difficulty Annotation and Assessment Yuki Arase Satoru Uchida Tomoyuki Kajiwara 57 25 0 21 Oct 2022
Rethinking the Role of Demonstrations: What Makes In-Context Learning Work? Sewon Min Xinxi Lyu Ari Holtzman Mikel Artetxe M. Lewis Hannaneh Hajishirzi Luke Zettlemoyer LLMAG LRM 163 1,485 0 25 Feb 2022
Description-Driven Task-Oriented Dialog Modeling Jeffrey Zhao Raghav Gupta Yuan Cao Dian Yu Mingqiu Wang Harrison Lee Abhinav Rastogi Izhak Shafran Yonghui Wu 82 64 0 21 Jan 2022
MetaICL: Learning to Learn In Context Sewon Min M. Lewis Luke Zettlemoyer Hannaneh Hajishirzi LRM 215 489 0 29 Oct 2021
Multitask Prompted Training Enables Zero-Shot Task Generalization Victor Sanh Albert Webson Colin Raffel Stephen H. Bach Lintang Sutawika ... T. Bers Stella Biderman Leo Gao Thomas Wolf Alexander M. Rush LRM 344 1,702 0 15 Oct 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 477 10,367 0 17 Jun 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
What Makes Good In-Context Examples for GPT- $3$ ? Jiachang Liu Dinghan Shen Yizhe Zhang Bill Dolan Lawrence Carin Weizhu Chen AAML RALM 385 1,379 0 17 Jan 2021
Model Selection for Cross-Lingual Transfer Yang Chen Alan Ritter 76 12 0 13 Oct 2020
Language Models are Few-Shot Learners Tom B. Brown Benjamin Mann Nick Ryder Melanie Subbiah Jared Kaplan ... Christopher Berner Sam McCandlish Alec Radford Ilya Sutskever Dario Amodei BDL 811 42,055 0 28 May 2020
Detecting Domain Polarity-Changes of Words in a Sentiment Lexicon Shuai Wang Guangyi Lv Sahisnu Mazumder Bing-Quan Liu 9 7 0 29 Apr 2020
Zero-shot Text Classification With Generative Language Models Raul Puri Bryan Catanzaro VLM 79 105 0 10 Dec 2019
PyTorch: An Imperative Style, High-Performance Deep Learning Library Adam Paszke Sam Gross Francisco Massa Adam Lerer James Bradbury ... Sasank Chilamkurthy Benoit Steiner Lu Fang Junjie Bai Soumith Chintala ODL 520 42,449 0 03 Dec 2019
Style is NOT a single variable: Case Studies for Cross-Style Language Understanding Dongyeop Kang Eduard Hovy 18 4 0 09 Nov 2019
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 442 20,181 0 23 Oct 2019
A Lexical, Syntactic, and Semantic Perspective for Understanding Style in Text Gaurav Verma Balaji Vasan Srinivasan 50 19 0 18 Sep 2019
A Word-Complexity Lexicon and A Neural Readability Ranking Model for Lexical Simplification Mounica Maddela Wenyuan Xu 69 78 0 12 Oct 2018
Dear Sir or Madam, May I introduce the GYAFC Dataset: Corpus, Benchmarks and Metrics for Formality Style Transfer Sudha Rao Joel R. Tetreault 65 399 0 17 Mar 2018
A Large Self-Annotated Corpus for Sarcasm M. Khodak Nikunj Saunshi Kiran Vodrahalli 45 244 0 19 Apr 2017
Automated Hate Speech Detection and the Problem of Offensive Language Thomas Davidson Dana Warmsley M. Macy Ingmar Weber 76 2,688 0 11 Mar 2017
Unsupervised Learning for Lexicon-Based Classification Jacob Eisenstein SSL 51 33 0 21 Nov 2016
Human language reveals a universal positivity bias P. Dodds E. Clark Suma Desu M. Frank A. J. Reagan ... James P. Bagrow Karine Megerdoomian M. McMahon B. Tivnan C. Danforth 74 366 0 15 Jun 2014
NRC-Canada: Building the State-of-the-Art in Sentiment Analysis of Tweets Saif M. Mohammad S. Kiritchenko Xiao-Dan Zhu 81 1,075 0 28 Aug 2013
A Computational Approach to Politeness with Application to Social Factors Cristian Danescu-Niculescu-Mizil Moritz Sudhof Dan Jurafsky J. Leskovec Christopher Potts 60 439 0 25 Jun 2013