Multi-Task Deep Neural Networks for Natural Language Understanding

31 January 2019

Xiaodong Liu

Papers citing "Multi-Task Deep Neural Networks for Natural Language Understanding"

50 / 541 papers shown

Title
A Review and Roadmap of Deep Learning Causal Discovery in Different Variable Paradigms Hang Chen Keqing Du Xinyu Yang Chenguang Li CML 41 11 0 14 Sep 2022
From Easy to Hard: A Dual Curriculum Learning Framework for Context-Aware Document Ranking Yutao Zhu J. Nie Yixuan Su Haonan Chen Xinyu Zhang Zhicheng Dou 35 11 0 22 Aug 2022
PANDA: Prompt Transfer Meets Knowledge Distillation for Efficient Model Adaptation Qihuang Zhong Liang Ding Juhua Liu Bo Du Dacheng Tao VLM CLL 34 41 0 22 Aug 2022
Coarse-to-Fine: Hierarchical Multi-task Learning for Natural Language Understanding Zhaoye Fei Yu Tian Yongkang Wu Xinyu Zhang Yutao Zhu ... Dejiang Kong Ruofei Lai Bo Zhao Zhicheng Dou Xipeng Qiu 146 1 0 19 Aug 2022
Multi-task Active Learning for Pre-trained Transformer-based Models Guy Rotman Roi Reichart 25 22 0 10 Aug 2022
Joint Learning-based Causal Relation Extraction from Biomedical Literature Dongling Li Pengchao Wu Yuehu Dong Jinghang Gu Longhua Qian Guodong Zhou 26 5 0 02 Aug 2022
The Neural Race Reduction: Dynamics of Abstraction in Gated Networks Andrew M. Saxe Shagun Sodhani Sam Lewallen AI4CE 32 34 0 21 Jul 2022
UFO: Unified Feature Optimization Teng Xi Yifan Sun Deli Yu Bi Li Nan Peng ... Haocheng Feng Junyu Han Jingtuo Liu Errui Ding Jingdong Wang 34 10 0 21 Jul 2022
FIB: A Method for Evaluation of Feature Impact Balance in Multi-Dimensional Data Xavier F. Cadet S. Ahmadi-Abhari Hamed Haddadi 19 0 0 10 Jul 2022
PLATON: Pruning Large Transformer Models with Upper Confidence Bound of Weight Importance Qingru Zhang Simiao Zuo Chen Liang Alexander Bukharin Pengcheng He Weizhu Chen T. Zhao 27 78 0 25 Jun 2022
MVP: Multi-task Supervised Pre-training for Natural Language Generation Tianyi Tang Junyi Li Wayne Xin Zhao Ji-Rong Wen 49 24 0 24 Jun 2022
Unified-IO: A Unified Model for Vision, Language, and Multi-Modal Tasks Jiasen Lu Christopher Clark Rowan Zellers Roozbeh Mottaghi Aniruddha Kembhavi ObjD VLM MLLM 77 393 0 17 Jun 2022
Language Models are General-Purpose Interfaces Y. Hao Haoyu Song Li Dong Shaohan Huang Zewen Chi Wenhui Wang Shuming Ma Furu Wei MLLM 35 96 0 13 Jun 2022
Modularized Transfer Learning with Multiple Knowledge Graphs for Zero-shot Commonsense Reasoning Yu Jin Kim Beong-woo Kwak Youngwook Kim Reinald Kim Amplayo Seung-won Hwang Jinyoung Yeo LRM 27 12 0 08 Jun 2022
OCHADAI at SemEval-2022 Task 2: Adversarial Training for Multilingual Idiomaticity Detection L. Pereira Ichiro Kobayashi 4 1 0 07 Jun 2022
Robust Fine-Tuning of Deep Neural Networks with Hessian-based Generalization Guarantees Haotian Ju Dongyue Li Hongyang R. Zhang 45 28 0 06 Jun 2022
A Multi-level Supervised Contrastive Learning Framework for Low-Resource Natural Language Inference Shuang Li Xuming Hu Li Lin Aiwei Liu Lijie Wen Philip S. Yu 37 18 0 31 May 2022
E2S2: Encoding-Enhanced Sequence-to-Sequence Pretraining for Language Understanding and Generation Qihuang Zhong Liang Ding Juhua Liu Bo Du Dacheng Tao 54 27 0 30 May 2022
Tackling Multiple Tasks with One Single Learning Framework Michael Yang BDL 18 0 0 29 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
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
Building a Dialogue Corpus Annotated with Expressed and Experienced Emotions Tatsuya Ide Daisuke Kawahara 19 5 0 24 May 2022
Representation Projection Invariance Mitigates Representation Collapse Anastasia Razdaibiedina A. Khetan Zohar Karnin Daniel Khashabi Vishaal Kapoor V. Madan 47 5 0 23 May 2022
Diversity Over Size: On the Effect of Sample and Topic Sizes for Argument Mining Datasets Benjamin Schiller Johannes Daxenberger Iryna Gurevych 34 1 0 23 May 2022
UnifieR: A Unified Retriever for Large-Scale Retrieval Tao Shen Xiubo Geng Chongyang Tao Can Xu Guodong Long Kai Zhang Daxin Jiang RALM 29 28 0 23 May 2022
All Birds with One Stone: Multi-task Text Classification for Efficient Inference with One Forward Pass Jiaxin Huang Tianqi Liu Jialu Liu Á. Lelkes Cong Yu Jiawei Han 37 1 0 22 May 2022
When to Use Multi-Task Learning vs Intermediate Fine-Tuning for Pre-Trained Encoder Transfer Learning Orion Weller Kevin Seppi Matt Gardner 22 21 0 17 May 2022
One Model, Multiple Modalities: A Sparsely Activated Approach for Text, Sound, Image, Video and Code Yong Dai Duyu Tang Liangxin Liu Minghuan Tan Cong Zhou Jingquan Wang Zhangyin Feng Fan Zhang Xueyu Hu Shuming Shi VLM MoE 28 26 0 12 May 2022
Sentence-level Privacy for Document Embeddings Casey Meehan Khalil Mrini Kamalika Chaudhuri 24 19 0 10 May 2022
XLTime: A Cross-Lingual Knowledge Transfer Framework for Temporal Expression Extraction Dongyuan Li William Groves T. K. Saha Joel R. Tetreault Alex Jaimes Hao Peng Philip S. Yu 21 16 0 03 May 2022
Answer-Me: Multi-Task Open-Vocabulary Visual Question Answering A. Piergiovanni Wei Li Weicheng Kuo M. Saffar Fred Bertsch A. Angelova 17 16 0 02 May 2022
AdapterBias: Parameter-efficient Token-dependent Representation Shift for Adapters in NLP Tasks Chin-Lun Fu Zih-Ching Chen Yun-Ru Lee Hung-yi Lee 33 44 0 30 Apr 2022
NLU++: A Multi-Label, Slot-Rich, Generalisable Dataset for Natural Language Understanding in Task-Oriented Dialogue I. Casanueva Ivan Vulić Georgios P. Spithourakis Paweł Budzianowski 29 10 0 27 Apr 2022
SkillNet-NLG: General-Purpose Natural Language Generation with a Sparsely Activated Approach Junwei Liao Duyu Tang Fan Zhang Shuming Shi MoE 22 5 0 26 Apr 2022
Exploring the Role of Task Transferability in Large-Scale Multi-Task Learning Vishakh Padmakumar Leonard Lausen Miguel Ballesteros Sheng Zha He He George Karypis 31 18 0 23 Apr 2022
Bridging Cross-Lingual Gaps During Leveraging the Multilingual Sequence-to-Sequence Pretraining for Text Generation and Understanding Changtong Zan Liang Ding Li Shen Yu Cao Weifeng Liu Dacheng Tao LRM 54 8 0 16 Apr 2022
Sparsely Activated Mixture-of-Experts are Robust Multi-Task Learners Shashank Gupta Subhabrata Mukherjee K. Subudhi Eduardo Gonzalez Damien Jose Ahmed Hassan Awadallah Jianfeng Gao MoE 27 49 0 16 Apr 2022
METRO: Efficient Denoising Pretraining of Large Scale Autoencoding Language Models with Model Generated Signals Payal Bajaj Chenyan Xiong Guolin Ke Xiaodong Liu Di He Saurabh Tiwary Tie-Yan Liu Paul N. Bennett Xia Song Jianfeng Gao 52 32 0 13 Apr 2022
Deep Relation Learning for Regression and Its Application to Brain Age Estimation Sheng He Yanfang Feng P. E. Grant Yangming Ou 3DH 38 30 0 13 Apr 2022
Detection, Disambiguation, Re-ranking: Autoregressive Entity Linking as a Multi-Task Problem Khalil Mrini Shaoliang Nie Jiatao Gu Sinong Wang Maziar Sanjabi Hamed Firooz 26 17 0 12 Apr 2022
UniDU: Towards A Unified Generative Dialogue Understanding Framework Zhi Chen Lu Chen B. Chen Libo Qin Yuncong Liu Su Zhu Jian-Guang Lou Kai Yu 42 13 0 10 Apr 2022
Parameter-Efficient Tuning by Manipulating Hidden States of Pretrained Language Models For Classification Tasks Haoran Yang Piji Li Wai Lam 31 3 0 10 Apr 2022
KOBEST: Korean Balanced Evaluation of Significant Tasks Dohyeong Kim Myeongjun Jang D. Kwon Eric Davis ALM 16 23 0 09 Apr 2022
Multi-Task Distributed Learning using Vision Transformer with Random Patch Permutation Sangjoon Park Jong Chul Ye FedML MedIm 47 19 0 07 Apr 2022
Match-Prompt: Improving Multi-task Generalization Ability for Neural Text Matching via Prompt Learning Shicheng Xu Liang Pang Huawei Shen Xueqi Cheng VLM 37 17 0 06 Apr 2022
Zero-shot meta-learning for small-scale data from human subjects Julie Jiang Kristina Lerman Emilio Ferrara 30 1 0 29 Mar 2022
Cluster & Tune: Boost Cold Start Performance in Text Classification Eyal Shnarch Ariel Gera Alon Halfon Lena Dankin Leshem Choshen R. Aharonov Noam Slonim 9 20 0 20 Mar 2022
Geographic Adaptation of Pretrained Language Models Valentin Hofmann Goran Glavaš Nikola Ljubevsić J. Pierrehumbert Hinrich Schütze VLM 23 16 0 16 Mar 2022
Hyperdecoders: Instance-specific decoders for multi-task NLP Hamish Ivison Matthew E. Peters AI4CE 36 20 0 15 Mar 2022
SciNLI: A Corpus for Natural Language Inference on Scientific Text Mobashir Sadat Cornelia Caragea AILaw 32 35 0 13 Mar 2022