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 / 128 papers shown

Title
Multimodal Large Language Models for Medicine: A Comprehensive Survey Jiarui Ye Hao Tang LM&MA 84 0 0 29 Apr 2025
IterIS: Iterative Inference-Solving Alignment for LoRA Merging Hongxu Chen Runshi Li Bowei Zhu Zhen Wang Long Chen MoMe 91 0 0 21 Nov 2024
Chemical Language Model Linker: blending text and molecules with modular adapters Yifan Deng Spencer S. Ericksen Anthony Gitter 19 1 0 26 Oct 2024
Parameter-Efficient Fine-Tuning in Large Models: A Survey of Methodologies L. Wang Sheng Chen Linnan Jiang Shu Pan Runze Cai Sen Yang Fei Yang 44 3 0 24 Oct 2024
MTL-LoRA: Low-Rank Adaptation for Multi-Task Learning Yaming Yang Dilxat Muhtar Yelong Shen Yuefeng Zhan Jianfeng Liu ... Denvy Deng Feng Sun Qi Zhang Weizhu Chen Yunhai Tong MoE MoMe 38 2 0 12 Oct 2024
Multimodal Metadata Assignment for Cultural Heritage Artifacts Luis Rei Dunja Mladenić M. Dorozynski Franz Rottensteiner Thomas Schleider Raphael Troncy J. Lozano Mar Gaitán Salvatella 29 6 0 01 Jun 2024
The Power of Active Multi-Task Learning in Reinforcement Learning from Human Feedback Ruitao Chen Liwei Wang 64 1 0 18 May 2024
IMEX-Reg: Implicit-Explicit Regularization in the Function Space for Continual Learning Prashant Bhat Bharath Renjith Elahe Arani Bahram Zonooz CLL 40 2 0 28 Apr 2024
Navigating the Landscape of Large Language Models: A Comprehensive Review and Analysis of Paradigms and Fine-Tuning Strategies Benjue Weng LM&MA 30 7 0 13 Apr 2024
MSciNLI: A Diverse Benchmark for Scientific Natural Language Inference Mobashir Sadat Cornelia Caragea 32 4 0 11 Apr 2024
Learning to Maximize Mutual Information for Chain-of-Thought Distillation Xin Chen Hanxian Huang Yanjun Gao Yi Wang Jishen Zhao Ke Ding 35 11 0 05 Mar 2024
Graph Regularized Encoder Training for Extreme Classification Anshul Mittal Shikhar Mohan Deepak Saini Suchith C. Prabhu Jain jiao ... Manik Varma Sumeet Agarwal Soumen Chakrabarti Purushottam Kar Manik Varma GNN 29 0 0 28 Feb 2024
Dynamically Updating Event Representations for Temporal Relation Classification with Multi-category Learning Fei Cheng Masayuki Asahara Ichiro Kobayashi Sadao Kurohashi 14 17 0 31 Oct 2023
Interpreting and Exploiting Functional Specialization in Multi-Head Attention under Multi-task Learning Chong Li Shaonan Wang Yunhao Zhang Jiajun Zhang Chengqing Zong 25 4 0 16 Oct 2023
SeqGPT: An Out-of-the-box Large Language Model for Open Domain Sequence Understanding Tianyu Yu Chengyue Jiang Chao Lou Shen Huang Xiaobin Wang ... Haitao Zheng Ningyu Zhang Pengjun Xie Fei Huang Yong-jia Jiang LRM 46 17 0 21 Aug 2023
BERT4CTR: An Efficient Framework to Combine Pre-trained Language Model with Non-textual Features for CTR Prediction Dong Wang Kave Salamatian Yunqing Xia Weiwei Deng Qi Zhang 16 12 0 17 Aug 2023
Learning to Paraphrase Sentences to Different Complexity Levels Alison Chi Li-Kuang Chen Yi-Chen Chang Shu-Hui Lee Jason J. S. Chang 19 10 0 04 Aug 2023
DsMtGCN: A Direction-sensitive Multi-task framework for Knowledge Graph Completion Jining Wang Chuan Chen Zibin Zheng Yuren Zhou 26 1 0 17 Jun 2023
Multi-Task Instruction Tuning of LLaMa for Specific Scenarios: A Preliminary Study on Writing Assistance Yue Zhang Leyang Cui Deng Cai Xinting Huang Tao Fang Wei Bi ALM 21 34 0 22 May 2023
A Comprehensive Analysis of Adapter Efficiency Nandini Mundra Sumanth Doddapaneni Raj Dabre Anoop Kunchukuttan Ratish Puduppully Mitesh M. Khapra 18 10 0 12 May 2023
Graph-ToolFormer: To Empower LLMs with Graph Reasoning Ability via Prompt Augmented by ChatGPT Jiawei Zhang LRM 29 76 0 10 Apr 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
Finding Similar Exercises in Retrieval Manner Tongwen Huang Xihua Li Chao Yi Xuemin Zhao Yunbo Cao 21 0 0 15 Mar 2023
Preventing Catastrophic Forgetting in Continual Learning of New Natural Language Tasks Sudipta Kar Giuseppe Castellucci Simone Filice S. Malmasi Oleg Rokhlenko CLL KELM 46 6 0 22 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 8 7 0 16 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 24 8 0 01 Feb 2023
Multi-task Highly Adaptive Lasso Ivana Malenica Rachael V. Phillips D. Lazzareschi Jeremy Coyle Romain Pirracchio Mark van der Laan 13 0 0 27 Jan 2023
Ensemble Transfer Learning for Multilingual Coreference Resolution T. Lai Heng Ji 11 1 0 22 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 117 36 0 15 Dec 2022
Multi-task Learning for Personal Health Mention Detection on Social Media O. Aduragba Jialin Yu Alexandra I. Cristea 14 0 0 09 Dec 2022
QBERT: Generalist Model for Processing Questions Zhaozhen Xu N. Cristianini 22 1 0 05 Dec 2022
Deep Learning Training Procedure Augmentations Cristian Simionescu 2 1 0 25 Nov 2022
SciRepEval: A Multi-Format Benchmark for Scientific Document Representations Amanpreet Singh Mike DÁrcy Arman Cohan Doug Downey Sergey Feldman 9 79 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 28 3 0 23 Nov 2022
Adaptive Multi-Corpora Language Model Training for Speech Recognition Yingyi Ma Zhe Liu Xuedong Zhang 23 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 24 27 0 07 Nov 2022
Hierarchical Multi-Label Classification of Scientific Documents Mobashir Sadat Cornelia Caragea 14 18 0 05 Nov 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 24 79 0 26 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 14 25 0 16 Oct 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 32 10 0 21 Jul 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 45 391 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 19 95 0 13 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 25 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 29 27 0 30 May 2022
Eliciting and Understanding Cross-Task Skills with Task-Level Mixture-of-Experts Qinyuan Ye Juan Zha Xiang Ren MoE 11 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 120 100 0 24 May 2022
Building a Dialogue Corpus Annotated with Expressed and Experienced Emotions Tatsuya Ide Daisuke Kawahara 11 5 0 24 May 2022
When to Use Multi-Task Learning vs Intermediate Fine-Tuning for Pre-Trained Encoder Transfer Learning Orion Weller Kevin Seppi Matt Gardner 8 21 0 17 May 2022
XLTime: A Cross-Lingual Knowledge Transfer Framework for Temporal Expression Extraction Yuwei Cao William Groves T. K. Saha Joel R. Tetreault Alex Jaimes Hao Peng Philip S. Yu 11 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 12 16 0 02 May 2022