Language Model is All You Need: Natural Language Understanding as Question Answering

5 November 2020

Mahdi Namazifar

Alexandros Papangelis

Gokhan Tur

Dilek Z. Hakkani-Tür

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Papers citing "Language Model is All You Need: Natural Language Understanding as Question Answering"

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Title
Language Models as Few-Shot Learner for Task-Oriented Dialogue Systems Andrea Madotto Zihan Liu Zhaojiang Lin Pascale Fung 78 58 0 14 Aug 2020
A Survey on Transfer Learning in Natural Language Processing Zaid Alyafeai Maged S. Alshaibani Irfan Ahmad 51 73 0 31 May 2020
Span-ConveRT: Few-shot Span Extraction for Dialog with Pretrained Conversational Representations Sam Coope Tyler Farghly D. Gerz Ivan Vulić Matthew Henderson 53 63 0 18 May 2020
Learning to Classify Intents and Slot Labels Given a Handful of Examples Jason Krone Yi Zhang Mona T. Diab VLM 46 46 0 22 Apr 2020
From Machine Reading Comprehension to Dialogue State Tracking: Bridging the Gap Shuyang Gao Sanchit Agarwal Tagyoung Chung Di Jin Dilek Z. Hakkani-Tür 85 71 0 13 Apr 2020
Multi-domain Dialogue State Tracking as Dynamic Knowledge Graph Enhanced Question Answering Li Zhou Kevin Small 37 85 0 07 Nov 2019
A Comprehensive Survey on Transfer Learning Fuzhen Zhuang Zhiyuan Qi Keyu Duan Dongbo Xi Yongchun Zhu Hengshu Zhu Hui Xiong Qing He 157 4,395 0 07 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 270 19,824 0 23 Oct 2019
DistilBERT, a distilled version of BERT: smaller, faster, cheaper and lighter Victor Sanh Lysandre Debut Julien Chaumond Thomas Wolf 126 7,437 0 02 Oct 2019
ALBERT: A Lite BERT for Self-supervised Learning of Language Representations Zhenzhong Lan Mingda Chen Sebastian Goodman Kevin Gimpel Piyush Sharma Radu Soricut SSL AIMat 268 6,420 0 26 Sep 2019
Dialog State Tracking: A Neural Reading Comprehension Approach Shuyang Gao Abhishek Sethi Sanchit Agarwal Tagyoung Chung Dilek Z. Hakkani-Tür 45 161 0 06 Aug 2019
Robust Zero-Shot Cross-Domain Slot Filling with Example Values Darsh J. Shah Raghav Gupta Amir Fayazi Dilek Z. Hakkani-Tür VLM 32 85 0 17 Jun 2019
BERT for Joint Intent Classification and Slot Filling Qian Chen Zhu Zhuo Wen Wang VLM 49 551 0 28 Feb 2019
Joint Slot Filling and Intent Detection via Capsule Neural Networks Chenwei Zhang Yaliang Li Nan Du Wei Fan Philip S. Yu 34 234 0 22 Dec 2018
BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding Jacob Devlin Ming-Wei Chang Kenton Lee Kristina Toutanova VLM SSL SSeg 961 93,936 0 11 Oct 2018
A Survey on Deep Transfer Learning Chuanqi Tan F. Sun Tao Kong Wenchang Zhang Chao Yang Chunfang Liu 57 2,575 0 06 Aug 2018
The Natural Language Decathlon: Multitask Learning as Question Answering Bryan McCann N. Keskar Caiming Xiong R. Socher AIMat MLLM BDL 85 642 0 20 Jun 2018
Know What You Don't Know: Unanswerable Questions for SQuAD Pranav Rajpurkar Robin Jia Percy Liang RALM ELM 192 2,830 0 11 Jun 2018
Towards Zero-Shot Frame Semantic Parsing for Domain Scaling Ankur Bapna Gokhan Tur Dilek Z. Hakkani-Tür Larry Heck 41 128 0 07 Jul 2017
Attention Is All You Need Ashish Vaswani Noam M. Shazeer Niki Parmar Jakob Uszkoreit Llion Jones Aidan Gomez Lukasz Kaiser Illia Polosukhin 3DV 453 129,831 0 12 Jun 2017
Distributed Representations of Words and Phrases and their Compositionality Tomas Mikolov Ilya Sutskever Kai Chen G. Corrado J. Dean NAI OCL 300 33,445 0 16 Oct 2013