The Natural Language Decathlon: Multitask Learning as Question Answering

20 June 2018

Papers citing "The Natural Language Decathlon: Multitask Learning as Question Answering"

50 / 132 papers shown

Title
PolyViT: Co-training Vision Transformers on Images, Videos and Audio Valerii Likhosherstov Anurag Arnab K. Choromanski Mario Lucic Yi Tay Adrian Weller Mostafa Dehghani ViT 35 73 0 25 Nov 2021
CLUES: Few-Shot Learning Evaluation in Natural Language Understanding Subhabrata Mukherjee Xiaodong Liu Guoqing Zheng Saghar Hosseini Hao Cheng Greg Yang Christopher Meek Ahmed Hassan Awadallah Jianfeng Gao ELM 25 11 0 04 Nov 2021
Adapting to the Long Tail: A Meta-Analysis of Transfer Learning Research for Language Understanding Tasks Aakanksha Naik J. Lehman Carolyn Rose 35 7 0 02 Nov 2021
Speech Representation Learning Through Self-supervised Pretraining And Multi-task Finetuning Yi-Chen Chen Shu-Wen Yang Cheng-Kuang Lee Simon See Hung-yi Lee SSL 16 12 0 18 Oct 2021
Towards Efficient NLP: A Standard Evaluation and A Strong Baseline Xiangyang Liu Tianxiang Sun Junliang He Jiawen Wu Lingling Wu Xinyu Zhang Hao Jiang Zhao Cao Xuanjing Huang Xipeng Qiu ELM 25 46 0 13 Oct 2021
Beam Search with Bidirectional Strategies for Neural Response Generation Pierre Colombo Chouchang Yang Giovanna Varni Chloé Clavel 41 13 0 07 Oct 2021
CLEVA-Compass: A Continual Learning EValuation Assessment Compass to Promote Research Transparency and Comparability Martin Mundt Steven Braun Quentin Delfosse Kristian Kersting 21 35 0 07 Oct 2021
An MRC Framework for Semantic Role Labeling Nan Wang Jiwei Li Yuxian Meng Xiaofei Sun Han Qiu Ziyao Wang Guoyin Wang Jun He 34 7 0 14 Sep 2021
Discrete and Soft Prompting for Multilingual Models Mengjie Zhao Hinrich Schütze LRM 13 71 0 08 Sep 2021
Datasets: A Community Library for Natural Language Processing Quentin Lhoest Albert Villanova del Moral Yacine Jernite A. Thakur Patrick von Platen ... Thibault Goehringer Victor Mustar François Lagunas Alexander M. Rush Thomas Wolf 27 580 0 07 Sep 2021
FewshotQA: A simple framework for few-shot learning of question answering tasks using pre-trained text-to-text models Rakesh Chada P. Natarajan 23 45 0 04 Sep 2021
Finetuned Language Models Are Zero-Shot Learners Jason W. Wei Maarten Bosma Vincent Zhao Kelvin Guu Adams Wei Yu Brian Lester Nan Du Andrew M. Dai Quoc V. Le ALM UQCV 33 3,561 0 03 Sep 2021
PAIR: Leveraging Passage-Centric Similarity Relation for Improving Dense Passage Retrieval Ruiyang Ren Shangwen Lv Yingqi Qu Jing Liu Wayne Xin Zhao Qiaoqiao She Hua-Hong Wu Haifeng Wang Ji-Rong Wen 128 90 0 13 Aug 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 31 3,828 0 28 Jul 2021
Automatic Construction of Evaluation Suites for Natural Language Generation Datasets Simon Mille Kaustubh D. Dhole Saad Mahamood Laura Perez-Beltrachini Varun Gangal Mihir Kale Emiel van Miltenburg Sebastian Gehrmann ELM 34 22 0 16 Jun 2021
Question Answering Infused Pre-training of General-Purpose Contextualized Representations Robin Jia M. Lewis Luke Zettlemoyer 18 28 0 15 Jun 2021
CBLUE: A Chinese Biomedical Language Understanding Evaluation Benchmark Ningyu Zhang Mosha Chen Zhen Bi Xiaozhuan Liang Lei Li ... Jun Yan Hongying Zan Kunli Zhang Buzhou Tang Qingcai Chen LM&MA ELM 29 179 0 15 Jun 2021
SeaD: End-to-end Text-to-SQL Generation with Schema-aware Denoising K. Xuan Yongbo Wang Yongliang Wang Zujie Wen Yang Dong VLM 25 52 0 17 May 2021
Dependency Parsing as MRC-based Span-Span Prediction Leilei Gan Yuxian Meng Kun Kuang Xiaofei Sun Chun Fan Fei Wu Jiwei Li 32 21 0 17 May 2021
Doc2Dict: Information Extraction as Text Generation Benjamin Townsend Eamon Ito-Fisher Lily Zhang Madison May 28 7 0 16 May 2021
Rethinking Search: Making Domain Experts out of Dilettantes Donald Metzler Yi Tay Dara Bahri Marc Najork LRM 30 46 0 05 May 2021
Weakly-supervised Multi-task Learning for Multimodal Affect Recognition Wenliang Dai Samuel Cahyawijaya Yejin Bang Pascale Fung CVBM 28 11 0 23 Apr 2021
Latent-Optimized Adversarial Neural Transfer for Sarcasm Detection Xu Guo Boyang Albert Li Han Yu C. Miao AAML 19 17 0 19 Apr 2021
CrossFit: A Few-shot Learning Challenge for Cross-task Generalization in NLP Qinyuan Ye Bill Yuchen Lin Xiang Ren 211 179 0 18 Apr 2021
MT-Opt: Continuous Multi-Task Robotic Reinforcement Learning at Scale Dmitry Kalashnikov Jacob Varley Yevgen Chebotar Benjamin Swanson Rico Jonschkowski Chelsea Finn Sergey Levine Karol Hausman OffRL 37 270 0 16 Apr 2021
Towards General Purpose Vision Systems Tanmay Gupta Amita Kamath Aniruddha Kembhavi Derek Hoiem 11 49 0 01 Apr 2021
The NLP Cookbook: Modern Recipes for Transformer based Deep Learning Architectures Sushant Singh A. Mahmood AI4TS 60 92 0 23 Mar 2021
How Many Data Points is a Prompt Worth? Teven Le Scao Alexander M. Rush VLM 54 296 0 15 Mar 2021
Bidirectional Machine Reading Comprehension for Aspect Sentiment Triplet Extraction Shaowei Chen Yu Wang Jie Liu Yuelin Wang 19 176 0 13 Mar 2021
Learning Transferable Visual Models From Natural Language Supervision Alec Radford Jong Wook Kim Chris Hallacy Aditya A. Ramesh Gabriel Goh ... Amanda Askell Pamela Mishkin Jack Clark Gretchen Krueger Ilya Sutskever CLIP VLM 103 27,682 0 26 Feb 2021
Going Full-TILT Boogie on Document Understanding with Text-Image-Layout Transformer Rafal Powalski Łukasz Borchmann Dawid Jurkiewicz Tomasz Dwojak Michal Pietruszka Gabriela Pałka ViT 30 157 0 18 Feb 2021
Unifying Vision-and-Language Tasks via Text Generation Jaemin Cho Jie Lei Hao Tan Mohit Bansal MLLM 256 525 0 04 Feb 2021
The GEM Benchmark: Natural Language Generation, its Evaluation and Metrics Sebastian Gehrmann Tosin P. Adewumi Karmanya Aggarwal Pawan Sasanka Ammanamanchi Aremu Anuoluwapo ... Nishant Subramani Wei-ping Xu Diyi Yang Akhila Yerukola Jiawei Zhou VLM 248 285 0 02 Feb 2021
Meta-Learning for Effective Multi-task and Multilingual Modelling Ishan Tarunesh Sushil Khyalia Vishwajeet Kumar Ganesh Ramakrishnan P. Jyothi 31 16 0 25 Jan 2021
CTRLsum: Towards Generic Controllable Text Summarization Junxian He Wojciech Kry'sciñski Bryan McCann Nazneen Rajani Caiming Xiong 216 138 0 08 Dec 2020
mForms : Multimodal Form-Filling with Question Answering Larry Heck S. Heck Anirudh S. Sundar 51 6 0 24 Nov 2020
GLGE: A New General Language Generation Evaluation Benchmark Dayiheng Liu Yu Yan Yeyun Gong Weizhen Qi Hang Zhang ... Jiancheng Lv Ruofei Zhang Winnie Wu Ming Zhou Nan Duan ELM 37 66 0 24 Nov 2020
Language Model is All You Need: Natural Language Understanding as Question Answering Mahdi Namazifar Alexandros Papangelis Gökhan Tür Dilek Z. Hakkani-Tür 19 47 0 05 Nov 2020
Lifelong Language Knowledge Distillation Yung-Sung Chuang Shang-Yu Su Yun-Nung Chen KELM CLL 19 49 0 05 Oct 2020
Utility is in the Eye of the User: A Critique of NLP Leaderboards Kawin Ethayarajh Dan Jurafsky ELM 21 51 0 29 Sep 2020
DialoGLUE: A Natural Language Understanding Benchmark for Task-Oriented Dialogue Shikib Mehri Mihail Eric Dilek Z. Hakkani-Tür ELM 16 136 0 28 Sep 2020
Conditionally Adaptive Multi-Task Learning: Improving Transfer Learning in NLP Using Fewer Parameters & Less Data Jonathan Pilault Amine Elhattami C. Pal CLL MoE 21 89 0 19 Sep 2020
Multi-Task Learning with Deep Neural Networks: A Survey M. Crawshaw CVBM 27 608 0 10 Sep 2020
Biomedical named entity recognition using BERT in the machine reading comprehension framework Cong Sun Zhihao Yang Lei Wang Yin Zhang Hongfei Lin Jian Wang 15 93 0 03 Sep 2020
Learning to summarize from human feedback Nisan Stiennon Long Ouyang Jeff Wu Daniel M. Ziegler Ryan J. Lowe Chelsea Voss Alec Radford Dario Amodei Paul Christiano ALM 14 1,978 0 02 Sep 2020
Graph Meta Learning via Local Subgraphs Kexin Huang Marinka Zitnik 34 161 0 14 Jun 2020
Learning Functions to Study the Benefit of Multitask Learning Gabriele Bettgenhauser Michael A. Hedderich Dietrich Klakow 6 4 0 09 Jun 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 15 39,979 0 28 May 2020
Entity-Enriched Neural Models for Clinical Question Answering Bhanu Pratap Singh Rawat W. Weng So Yeon Min Preethi Raghavan Peter Szolovits 18 18 0 13 May 2020
Understanding and Improving Information Transfer in Multi-Task Learning Sen Wu Hongyang R. Zhang Christopher Ré 18 154 0 02 May 2020