Cross-Task Generalization via Natural Language Crowdsourcing Instructions

18 April 2021

Daniel Khashabi

Papers citing "Cross-Task Generalization via Natural Language Crowdsourcing Instructions"

50 / 562 papers shown

Title
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 19 25 0 06 Oct 2022
Learning by Distilling Context Charles Burton Snell Dan Klein Ruiqi Zhong ReLM LRM 168 44 0 30 Sep 2022
News Summarization and Evaluation in the Era of GPT-3 Tanya Goyal Junyi Jessy Li Greg Durrett ELM 31 387 0 26 Sep 2022
Best Prompts for Text-to-Image Models and How to Find Them Nikita Pavlichenko Dmitry Ustalov DiffM 22 58 0 23 Sep 2022
Learn to Explain: Multimodal Reasoning via Thought Chains for Science Question Answering Pan Lu Swaroop Mishra Tony Xia Liang Qiu Kai-Wei Chang Song-Chun Zhu Oyvind Tafjord Peter Clark Ashwin Kalyan ELM ReLM LRM 211 1,124 0 20 Sep 2022
Selective Annotation Makes Language Models Better Few-Shot Learners Hongjin Su Jungo Kasai Chen Henry Wu Weijia Shi Tianlu Wang ... Rui Zhang Mari Ostendorf Luke Zettlemoyer Noah A. Smith Tao Yu 31 244 0 05 Sep 2022
HELP ME THINK: A Simple Prompting Strategy for Non-experts to Create Customized Content with Models Swaroop Mishra E. Nouri LRM 41 25 0 17 Aug 2022
Few-shot Adaptation Works with UnpredicTable Data Jun Shern Chan Michael Pieler Jonathan Jao Jérémy Scheurer Ethan Perez 31 5 0 01 Aug 2022
Language models show human-like content effects on reasoning tasks Ishita Dasgupta Andrew Kyle Lampinen Stephanie C. Y. Chan Hannah R. Sheahan Antonia Creswell D. Kumaran James L. McClelland Felix Hill ReLM LRM 30 181 0 14 Jul 2022
BioTABQA: Instruction Learning for Biomedical Table Question Answering Man Luo S. Saxena Swaroop Mishra Mihir Parmar Chitta Baral LMTD 157 15 0 06 Jul 2022
MVP: Multi-task Supervised Pre-training for Natural Language Generation Tianyi Tang Junyi Li Wayne Xin Zhao Ji-Rong Wen 46 24 0 24 Jun 2022
Neural Retriever and Go Beyond: A Thesis Proposal Man Luo 35 1 0 31 May 2022
Eliciting and Understanding Cross-Task Skills with Task-Level Mixture-of-Experts Qinyuan Ye Juan Zha Xiang Ren MoE 18 12 0 25 May 2022
RLPrompt: Optimizing Discrete Text Prompts with Reinforcement Learning Mingkai Deng Jianyu Wang Cheng-Ping Hsieh Yihan Wang Han Guo Tianmin Shu Meng Song Eric Xing Zhiting Hu 27 322 0 25 May 2022
Is a Question Decomposition Unit All We Need? Pruthvi H. Patel Swaroop Mishra Mihir Parmar Chitta Baral ReLM 158 51 0 25 May 2022
FLUTE: Figurative Language Understanding through Textual Explanations Tuhin Chakrabarty Arkadiy Saakyan Debanjan Ghosh Smaranda Muresan 54 67 0 24 May 2022
Fine-tuned Language Models are Continual Learners Thomas Scialom Tuhin Chakrabarty Smaranda Muresan CLL LRM 145 117 0 24 May 2022
ATTEMPT: Parameter-Efficient Multi-task Tuning via Attentional Mixtures of Soft Prompts Akari Asai Mohammadreza Salehi Matthew E. Peters Hannaneh Hajishirzi 130 100 0 24 May 2022
Instruction Induction: From Few Examples to Natural Language Task Descriptions Or Honovich Uri Shaham Samuel R. Bowman Omer Levy ELM LRM 120 137 0 22 May 2022
Language Models in the Loop: Incorporating Prompting into Weak Supervision Ryan Smith Jason Alan Fries Braden Hancock Stephen H. Bach 53 53 0 04 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 38 64 0 03 May 2022
Textual Entailment for Event Argument Extraction: Zero- and Few-Shot with Multi-Source Learning Oscar Sainz Itziar Gonzalez-Dios Oier López de Lacalle Bonan Min Eneko Agirre 31 49 0 03 May 2022
Don't Blame the Annotator: Bias Already Starts in the Annotation Instructions Mihir Parmar Swaroop Mishra Mor Geva Chitta Baral 36 55 0 01 May 2022
What Makes Instruction Learning Hard? An Investigation and a New Challenge in a Synthetic Environment Matthew Finlayson Kyle Richardson Ashish Sabharwal Peter Clark 30 12 0 19 Apr 2022
Unsupervised Cross-Task Generalization via Retrieval Augmentation Bill Yuchen Lin Kangmin Tan Chris Miller Beiwen Tian Xiang Ren LRM RALM 27 48 0 17 Apr 2022
Super-NaturalInstructions: Generalization via Declarative Instructions on 1600+ NLP Tasks Yizhong Wang Swaroop Mishra Pegah Alipoormolabashi Yeganeh Kordi Amirreza Mirzaei ... Chitta Baral Yejin Choi Noah A. Smith Hannaneh Hajishirzi Daniel Khashabi ELM 59 790 0 16 Apr 2022
In-BoXBART: Get Instructions into Biomedical Multi-Task Learning Mihir Parmar Swaroop Mishra Mirali Purohit Man Luo M. H. Murad Chitta Baral 28 22 0 15 Apr 2022
CLUES: A Benchmark for Learning Classifiers using Natural Language Explanations Rakesh R Menon Sayan Ghosh Shashank Srivastava LRM ELM 29 9 0 14 Apr 2022
Can language models learn from explanations in context? Andrew Kyle Lampinen Ishita Dasgupta Stephanie C. Y. Chan Kory Matthewson Michael Henry Tessler Antonia Creswell James L. McClelland Jane X. Wang Felix Hill LRM ReLM 56 285 0 05 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 34 70 0 03 Apr 2022
Evaluating Prompts Across Multiple Choice Tasks In a Zero-Shot Setting Gabriel Orlanski LRM 27 2 0 29 Mar 2022
How Many Data Samples is an Additional Instruction Worth? Ravsehaj Singh Puri Swaroop Mishra Mihir Parmar Chitta Baral 25 17 0 17 Mar 2022
Less is More: Summary of Long Instructions is Better for Program Synthesis Kirby Kuznia Swaroop Mishra Mihir Parmar Chitta Baral AIMat 28 22 0 16 Mar 2022
ConTinTin: Continual Learning from Task Instructions Wenpeng Yin Jia Li Caiming Xiong CLL 29 29 0 16 Mar 2022
Choose Your QA Model Wisely: A Systematic Study of Generative and Extractive Readers for Question Answering Man Luo Kazuma Hashimoto Semih Yavuz Zhiwei Liu Chitta Baral Yingbo Zhou 29 21 0 14 Mar 2022
GrIPS: Gradient-free, Edit-based Instruction Search for Prompting Large Language Models Archiki Prasad Peter Hase Xiang Zhou Joey Tianyi Zhou 23 117 0 14 Mar 2022
PromptChainer: Chaining Large Language Model Prompts through Visual Programming Tongshuang Wu Ellen Jiang Aaron Donsbach J. Gray A. Molina Michael Terry Carrie J. Cai LLMAG LRM 19 207 0 13 Mar 2022
One-Shot Learning from a Demonstration with Hierarchical Latent Language Nathaniel Weir Xingdi Yuan Marc-Alexandre Côté Matthew J. Hausknecht Romain Laroche Ida Momennejad H. V. Seijen Benjamin Van Durme BDL 27 6 0 09 Mar 2022
InstructionNER: A Multi-Task Instruction-Based Generative Framework for Few-shot NER Liwen Wang Rumei Li Yang Yan Yuanmeng Yan Sirui Wang Wei Wu Weiran Xu 24 51 0 08 Mar 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 369 12,081 0 04 Mar 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 76 1,403 0 25 Feb 2022
UnifiedQA-v2: Stronger Generalization via Broader Cross-Format Training Daniel Khashabi Yeganeh Kordi Hannaneh Hajishirzi 25 66 0 23 Feb 2022
Generating Training Data with Language Models: Towards Zero-Shot Language Understanding Yu Meng Jiaxin Huang Yu Zhang Jiawei Han SyDa 32 229 0 09 Feb 2022
PromptSource: An Integrated Development Environment and Repository for Natural Language Prompts Stephen H. Bach Victor Sanh Zheng-Xin Yong Albert Webson Colin Raffel ... Khalid Almubarak Xiangru Tang Dragomir R. Radev Mike Tian-Jian Jiang Alexander M. Rush VLM 225 340 0 02 Feb 2022
Describing Differences between Text Distributions with Natural Language Ruiqi Zhong Charles Burton Snell Dan Klein Jacob Steinhardt VLM 132 42 0 28 Jan 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 48 64 0 21 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 36 69 0 18 Jan 2022
Few-shot Learning with Multilingual Language Models Xi Lin Todor Mihaylov Mikel Artetxe Tianlu Wang Shuohui Chen ... Luke Zettlemoyer Zornitsa Kozareva Mona T. Diab Ves Stoyanov Xian Li BDL ELM LRM 64 286 0 20 Dec 2021
Prompt Waywardness: The Curious Case of Discretized Interpretation of Continuous Prompts Daniel Khashabi Xinxi Lyu Sewon Min Lianhui Qin Kyle Richardson ... Hannaneh Hajishirzi Tushar Khot Ashish Sabharwal Sameer Singh Yejin Choi 26 75 0 15 Dec 2021
True Few-Shot Learning with Prompts -- A Real-World Perspective Timo Schick Hinrich Schütze VLM 27 64 0 26 Nov 2021