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
Comprehensive Solution Program Centric Pretraining for Table-and-Text Hybrid Numerical Reasoning Qianying Liu Dongsheng Yang Wenjie Zhong Fei Cheng Sadao Kurohashi AIMat 36 0 0 12 May 2023
Long-Tailed Question Answering in an Open World Yinpei Dai Hao Lang Yinhe Zheng Fei Huang Yongbin Li VLM 29 8 0 11 May 2023
Chain-of-Skills: A Configurable Model for Open-domain Question Answering Kaixin Ma Hao Cheng Yu Zhang Xiaodong Liu Eric Nyberg Jianfeng Gao LRM 28 16 0 04 May 2023
A Comparative Study between Full-Parameter and LoRA-based Fine-Tuning on Chinese Instruction Data for Instruction Following Large Language Model Xianghui Sun Yunjie Ji Baochang Ma Xiangang Li ALM 13 18 0 17 Apr 2023
Towards Better Instruction Following Language Models for Chinese: Investigating the Impact of Training Data and Evaluation Yunjie Ji Yan Gong Yong Deng Yiping Peng Qiang Niu Baochang Ma Xiangang Li ALM ELM 30 22 0 16 Apr 2023
Graph-ToolFormer: To Empower LLMs with Graph Reasoning Ability via Prompt Augmented by ChatGPT Jiawei Zhang LRM 45 76 0 10 Apr 2023
Exploring the Impact of Instruction Data Scaling on Large Language Models: An Empirical Study on Real-World Use Cases Yunjie Ji Yong Deng Yan Gong Yiping Peng Qiang Niu Lefei Zhang Baochang Ma Xiangang Li ALM 27 93 0 26 Mar 2023
SPEC: Summary Preference Decomposition for Low-Resource Abstractive Summarization Yi-Syuan Chen Yun-Zhu Song Hong-Han Shuai 33 6 0 24 Mar 2023
Efficient Computation Sharing for Multi-Task Visual Scene Understanding Sara Shoouri Mingyu Yang Zichen Fan Hun-Seok Kim MoE 28 3 0 16 Mar 2023
Finding Similar Exercises in Retrieval Manner Tongwen Huang Xihua Li Chao Yi Xuemin Zhao Yunbo Cao 28 0 0 15 Mar 2023
Model-Agnostic Meta-Learning for Natural Language Understanding Tasks in Finance Bixing Yan Shaoling Chen Yuxuan He Zhihan Li AIFin 20 2 0 06 Mar 2023
Modular Deep Learning Jonas Pfeiffer Sebastian Ruder Ivan Vulić Edoardo Ponti MoMe OOD 34 73 0 22 Feb 2023
Preventing Catastrophic Forgetting in Continual Learning of New Natural Language Tasks Sudipta Kar Giuseppe Castellucci Simone Filice S. Malmasi Oleg Rokhlenko CLL KELM 56 6 0 22 Feb 2023
Complex QA and language models hybrid architectures, Survey Xavier Daull P. Bellot Emmanuel Bruno Vincent Martin Elisabeth Murisasco ELM 33 15 0 17 Feb 2023
MINOTAUR: Multi-task Video Grounding From Multimodal Queries Raghav Goyal E. Mavroudi Xitong Yang Sainbayar Sukhbaatar Leonid Sigal Matt Feiszli Lorenzo Torresani Du Tran 36 7 0 16 Feb 2023
Task-Specific Skill Localization in Fine-tuned Language Models A. Panigrahi Nikunj Saunshi Haoyu Zhao Sanjeev Arora MoMe 34 69 0 13 Feb 2023
Transformer models: an introduction and catalog X. Amatriain Ananth Sankar Jie Bing Praveen Kumar Bodigutla Timothy J. Hazen Michaeel Kazi 32 50 0 12 Feb 2023
CRL+: A Novel Semi-Supervised Deep Active Contrastive Representation Learning-Based Text Classification Model for Insurance Data Amir Namavar Jahromi Ebrahim Pourjafari H. Karimipour Amit Satpathy Lovell Hodge 22 3 0 08 Feb 2023
Improved Knowledge Distillation for Pre-trained Language Models via Knowledge Selection Chenglong Wang Yi Lu Yongyu Mu Yimin Hu Tong Xiao Jingbo Zhu 34 8 0 01 Feb 2023
The Flan Collection: Designing Data and Methods for Effective Instruction Tuning Shayne Longpre Le Hou Tu Vu Albert Webson Hyung Won Chung ... Denny Zhou Quoc V. Le Barret Zoph Jason W. Wei Adam Roberts ALM 41 638 0 31 Jan 2023
Multi-task Highly Adaptive Lasso Ivana Malenica Rachael V. Phillips D. Lazzareschi Jeremy Coyle Romain Pirracchio Mark van der Laan 33 0 0 27 Jan 2023
Ensemble Transfer Learning for Multilingual Coreference Resolution T. Lai Heng Ji 18 1 0 22 Jan 2023
ERNIE 3.0 Tiny: Frustratingly Simple Method to Improve Task-Agnostic Distillation Generalization Weixin Liu Xuyi Chen Jiaxiang Liu Shi Feng Yu Sun Hao Tian Hua Wu 35 1 0 09 Jan 2023
Universal Multimodal Representation for Language Understanding ZhuoSheng Zhang Kehai Chen Rui Wang Masao Utiyama Eiichiro Sumita Z. Li Hai Zhao SSL 19 21 0 09 Jan 2023
Efficient Long Sequence Modeling via State Space Augmented Transformer Simiao Zuo Xiaodong Liu Jian Jiao Denis Xavier Charles Eren Manavoglu Tuo Zhao Jianfeng Gao 127 36 0 15 Dec 2022
On Text-based Personality Computing: Challenges and Future Directions Qixiang Fang Anastasia Giachanou A. Bagheri L. Boeschoten E. V. Kesteren Mahdi Shafiee Kamalabad Daniel L. Oberski 26 6 0 13 Dec 2022
Task-Adaptive Meta-Learning Framework for Advancing Spatial Generalizability Zhexiong Liu Licheng Liu Yiqun Xie Zhenong Jin X. Jia 34 7 0 10 Dec 2022
Multi-task Learning for Personal Health Mention Detection on Social Media O. Aduragba Jialin Yu Alexandra I. Cristea 24 0 0 09 Dec 2022
QBERT: Generalist Model for Processing Questions Zhaozhen Xu N. Cristianini 30 1 0 05 Dec 2022
Protein Language Models and Structure Prediction: Connection and Progression Bozhen Hu Jun Xia Jiangbin Zheng Cheng Tan Yufei Huang Yongjie Xu Stan Z. Li 29 40 0 30 Nov 2022
A Survey of Text Representation Methods and Their Genealogy Philipp Siebers Christian Janiesch Patrick Zschech AI4TS 22 9 0 26 Nov 2022
Deep Learning Training Procedure Augmentations Cristian Simionescu 11 1 0 25 Nov 2022
Improving Multi-task Learning via Seeking Task-based Flat Regions Hoang Phan Lam C. Tran Ngoc N. Tran Nhat Ho Dinh Q. Phung Trung Le 38 11 0 24 Nov 2022
Multi-Task Learning of Object State Changes from Uncurated Videos Tomávs Souvcek Jean-Baptiste Alayrac Antoine Miech Ivan Laptev Josef Sivic 41 11 0 24 Nov 2022
SciRepEval: A Multi-Format Benchmark for Scientific Document Representations Amanpreet Singh Mike DÁrcy Arman Cohan Doug Downey Sergey Feldman 29 82 0 23 Nov 2022
Semi-Supervised Lifelong Language Learning Ying Zhao Yinhe Zheng Yu Bowen Zhiliang Tian Dongkyu Lee Jian Sun Haiyang Yu Yongbin Li N. Zhang CLL KELM 49 3 0 23 Nov 2022
The Lean Data Scientist: Recent Advances towards Overcoming the Data Bottleneck Chen Shani Jonathan Zarecki Dafna Shahaf 29 6 0 15 Nov 2022
Adaptive Multi-Corpora Language Model Training for Speech Recognition Yingyi Ma Zhe Liu Xuedong Zhang 39 2 0 09 Nov 2022
Exploiting Transformer-based Multitask Learning for the Detection of Media Bias in News Articles Timo Spinde Jan-David Krieger Terry Ruas Jelena Mitrović Franz Götz-Hahn Akiko Aizawa Bela Gipp 35 27 0 07 Nov 2022
Hierarchical Multi-Label Classification of Scientific Documents Mobashir Sadat Cornelia Caragea 22 18 0 05 Nov 2022
Learning New Tasks from a Few Examples with Soft-Label Prototypes Avyav Kumar Singh Ekaterina Shutova H. Yannakoudakis VLM 40 0 0 31 Oct 2022
Causality Detection using Multiple Annotation Decisions Quynh-Anh Nguyen Arka Mitra 11 1 0 26 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 82 0 26 Oct 2022
Analyzing Multi-Task Learning for Abstractive Text Summarization Frederic Kirstein Jan Philip Wahle Terry Ruas Bela Gipp 25 4 0 26 Oct 2022
Forging Multiple Training Objectives for Pre-trained Language Models via Meta-Learning Hongqiu Wu Ruixue Ding Haizhen Zhao Boli Chen Pengjun Xie Fei Huang Min Zhang MoMe 32 8 0 19 Oct 2022
Understanding COVID-19 Vaccine Campaign on Facebook using Minimal Supervision Tunazzina Islam Dan Goldwasser 24 11 0 18 Oct 2022
Zero-Shot Learners for Natural Language Understanding via a Unified Multiple Choice Perspective Ping Yang Junjie Wang Ruyi Gan Xinyu Zhu Lin Zhang Ziwei Wu Xinyu Gao Jiaxing Zhang Tetsuya Sakai BDL 22 25 0 16 Oct 2022
Improving Semantic Matching through Dependency-Enhanced Pre-trained Model with Adaptive Fusion Jian Song Di Liang Rumei Li Yun Li Sirui Wang Minlong Peng Wei Wu Yongxin Yu 35 12 0 16 Oct 2022
Task Compass: Scaling Multi-task Pre-training with Task Prefix ZhuoSheng Zhang Shuohang Wang Yichong Xu Yuwei Fang Wenhao Yu Yang Liu Han Zhao Chenguang Zhu Michael Zeng SSL LRM 25 16 0 12 Oct 2022
Language Chameleon: Transformation analysis between languages using Cross-lingual Post-training based on Pre-trained language models Suhyune Son Chanjun Park Jungseob Lee Midan Shim Chanhee Lee Yoonna Jang Jaehyung Seo Heu-Jeoung Lim 31 0 0 14 Sep 2022