A Joint Many-Task Model: Growing a Neural Network for Multiple NLP Tasks

5 November 2016

Papers citing "A Joint Many-Task Model: Growing a Neural Network for Multiple NLP Tasks"

50 / 86 papers shown

Title
Decoupling Knowledge and Reasoning in Transformers: A Modular Architecture with Generalized Cross-Attention Zhenyu Guo Wenguang Chen 46 0 0 01 Jan 2025
Cross-domain Named Entity Recognition via Graph Matching Junhao Zheng Haibin Chen Qianli Ma 46 24 0 02 Aug 2024
Adaptive multi-gradient methods for quasiconvex vector optimization and applications to multi-task learning Nguyen Anh Minh L. Muu Tran Ngoc Thang 27 0 0 09 Feb 2024
Direction-oriented Multi-objective Learning: Simple and Provable Stochastic Algorithms Peiyao Xiao Hao Ban Kaiyi Ji 44 19 0 28 May 2023
Same Same, But Different: Conditional Multi-Task Learning for Demographic-Specific Toxicity Detection Soumyajit Gupta Sooyong Lee Maria De-Arteaga Matthew Lease 27 13 0 14 Feb 2023
Medical Knowledge Graph QA for Drug-Drug Interaction Prediction based on Multi-hop Machine Reading Comprehension Peng Gao Feng Gao Jiancheng Ni Yu Wang Fei Wang 22 2 0 19 Dec 2022
Paraphrase Identification with Deep Learning: A Review of Datasets and Methods Chao Zhou Cheng Qiu Daniel Ernesto Acuna 32 25 0 13 Dec 2022
Effective Cross-Task Transfer Learning for Explainable Natural Language Inference with T5 Irina Bigoulaeva Rachneet Sachdeva Harish Tayyar Madabushi Aline Villavicencio Iryna Gurevych LRM 53 5 0 31 Oct 2022
M $^3$ ViT: Mixture-of-Experts Vision Transformer for Efficient Multi-task Learning with Model-Accelerator Co-design Hanxue Liang Zhiwen Fan Rishov Sarkar Ziyu Jiang Tianlong Chen Kai Zou Yu Cheng Cong Hao Zhangyang Wang MoE 42 81 0 26 Oct 2022
Design Perspectives of Multitask Deep Learning Models and Applications Yeshwant Singh Anupam Biswas Angshuman Bora Debashish Malakar Subham Chakraborty S. Bera 33 0 0 27 Sep 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
Few-shot Instruction Prompts for Pretrained Language Models to Detect Social Biases Shrimai Prabhumoye Rafal Kocielnik M. Shoeybi Anima Anandkumar Bryan Catanzaro 35 20 0 15 Dec 2021
Learning to Generalize Compositionally by Transferring Across Semantic Parsing Tasks Wang Zhu Peter Shaw Tal Linzen Fei Sha 35 7 0 09 Nov 2021
Conflict-Averse Gradient Descent for Multi-task Learning Bo Liu Xingchao Liu Xiaojie Jin Peter Stone Qiang Liu 47 298 0 26 Oct 2021
Instance-Based Neural Dependency Parsing Hiroki Ouchi Jun Suzuki Sosuke Kobayashi Sho Yokoi Tatsuki Kuribayashi Masashi Yoshikawa Kentaro Inui 37 3 0 28 Sep 2021
Traffic Event Detection as a Slot Filling Problem Xiangyu Yang Giannis Bekoulis Nikos Deligiannis 22 5 0 13 Sep 2021
Learn to Focus: Hierarchical Dynamic Copy Network for Dialogue State Tracking Linhao Zhang Houfeng Wang 30 0 0 25 Jul 2021
Specializing Multilingual Language Models: An Empirical Study Ethan C. Chau Noah A. Smith 27 27 0 16 Jun 2021
What's in your Head? Emergent Behaviour in Multi-Task Transformer Models Mor Geva Uri Katz Aviv Ben-Arie Jonathan Berant LRM 43 11 0 13 Apr 2021
UniT: Multimodal Multitask Learning with a Unified Transformer Ronghang Hu Amanpreet Singh ViT 25 295 0 22 Feb 2021
Meta-Learning for Effective Multi-task and Multilingual Modelling Ishan Tarunesh Sushil Khyalia Vishwajeet Kumar Ganesh Ramakrishnan P. Jyothi 39 16 0 25 Jan 2021
Deep Multi-Task Learning for Joint Localization, Perception, and Prediction John Phillips Julieta Martinez Ioan Andrei Bârsan Sergio Casas Abbas Sadat R. Urtasun 35 36 0 17 Jan 2021
Encoding Syntactic Knowledge in Transformer Encoder for Intent Detection and Slot Filling Jixuan Wang Kai Wei Martin H. Radfar Weiwei Zhang Clement Chung 23 35 0 21 Dec 2020
Orthogonal Language and Task Adapters in Zero-Shot Cross-Lingual Transfer M. Vidoni Ivan Vulić Goran Glavas 33 27 0 11 Dec 2020
CrossNER: Evaluating Cross-Domain Named Entity Recognition Zihan Liu Yan Xu Tiezheng Yu Wenliang Dai Ziwei Ji Samuel Cahyawijaya Andrea Madotto Pascale Fung 76 145 0 08 Dec 2020
An Improved Event-Independent Network for Polyphonic Sound Event Localization and Detection Yin Cao Turab Iqbal Qiuqiang Kong Y. Zhong Wenwu Wang Mark D. Plumbley 16 75 0 25 Oct 2020
Discriminative Nearest Neighbor Few-Shot Intent Detection by Transferring Natural Language Inference Jianguo Zhang Kazuma Hashimoto Wenhao Liu Chien-Sheng Wu Yao Wan Philip S. Yu R. Socher Caiming Xiong 14 92 0 25 Oct 2020
The Traveling Observer Model: Multi-task Learning Through Spatial Variable Embeddings Elliot Meyerson Risto Miikkulainen 21 12 0 05 Oct 2020
Dual Learning for Dialogue State Tracking Zhi Chen Lu Chen Yanbin Zhao Su Zhu Kai Yu 17 3 0 22 Sep 2020
Multi-Task Learning with Deep Neural Networks: A Survey M. Crawshaw CVBM 48 609 0 10 Sep 2020
Multiple Classification with Split Learning Jongwon Kim Sungho Shin Yeonguk Yu Junseok Lee Kyoobin Lee FedML 23 12 0 22 Aug 2020
An Empirical Study on Robustness to Spurious Correlations using Pre-trained Language Models Lifu Tu Garima Lalwani Spandana Gella He He LRM 24 184 0 14 Jul 2020
A Multitask Learning Approach for Diacritic Restoration Sawsan Alqahtani Ajay K. Mishra Mona T. Diab 14 17 0 07 Jun 2020
Modeling Long Context for Task-Oriented Dialogue State Generation Jun Quan Deyi Xiong 11 20 0 29 Apr 2020
Emerging Relation Network and Task Embedding for Multi-Task Regression Problems Jens Schreiber Bernhard Sick AI4TS 19 12 0 29 Apr 2020
Dual Learning for Semi-Supervised Natural Language Understanding Su Zhu Ruisheng Cao Kai Yu 43 31 0 26 Apr 2020
Coach: A Coarse-to-Fine Approach for Cross-domain Slot Filling Zihan Liu Genta Indra Winata Peng Xu Pascale Fung 40 96 0 24 Apr 2020
Adv-BERT: BERT is not robust on misspellings! Generating nature adversarial samples on BERT Lichao Sun Kazuma Hashimoto Wenpeng Yin Akari Asai Jia Li Philip Yu Caiming Xiong SILM AAML 12 101 0 27 Feb 2020
Attention over Parameters for Dialogue Systems Andrea Madotto Zhaojiang Lin Chien-Sheng Wu Jamin Shin Pascale Fung 30 20 0 07 Jan 2020
Learning Sparse Sharing Architectures for Multiple Tasks Tianxiang Sun Yunfan Shao Xiaonan Li Pengfei Liu Hang Yan Xipeng Qiu Xuanjing Huang MoE 30 128 0 12 Nov 2019
Generalizing Natural Language Analysis through Span-relation Representations Zhengbao Jiang Wenyuan Xu Jun Araki Graham Neubig 30 60 0 10 Nov 2019
Adversarial Multitask Learning for Joint Multi-Feature and Multi-Dialect Morphological Modeling Nasser Zalmout Nizar Habash VLM 24 24 0 28 Oct 2019
Scalable Neural Dialogue State Tracking Vevake Balaraman Bernardo Magnini BDL 21 8 0 22 Oct 2019
Hierarchical Multi-Task Natural Language Understanding for Cross-domain Conversational AI: HERMIT NLU Andrea Vanzo E. Bastianelli Oliver Lemon 15 36 0 02 Oct 2019
CTRL: A Conditional Transformer Language Model for Controllable Generation N. Keskar Bryan McCann L. Varshney Caiming Xiong R. Socher AI4CE 57 1,236 0 11 Sep 2019
Multilingual and Multi-Aspect Hate Speech Analysis N. Ousidhoum Zizheng Lin Hongming Zhang Yangqiu Song Dit-Yan Yeung 24 282 0 29 Aug 2019
Consistent Classification with Generalized Metrics Xiaoyang Wang Ran Li Bowei Yan Oluwasanmi Koyejo 24 8 0 24 Aug 2019
Dialog State Tracking with Reinforced Data Augmentation Yichun Yin Lifeng Shang Xin Jiang Xiao Chen Qun Liu OffRL 21 25 0 21 Aug 2019
Empirical Evaluation of Multi-task Learning in Deep Neural Networks for Natural Language Processing Jianquan Li Xiaokang Liu Wenpeng Yin Min Yang Liqun Ma Yaohong Jin AIMat 30 13 0 16 Aug 2019
UM-Adapt: Unsupervised Multi-Task Adaptation Using Adversarial Cross-Task Distillation Jogendra Nath Kundu Nishank Lakkakula R. Venkatesh Babu 19 59 0 11 Aug 2019