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
ALFEE: Adaptive Large Foundation Model for EEG Representation Wei Xiong Junming Lin Jiangtong Li Jie Li Changjun Jiang 39 0 0 07 May 2025
Multimodal Large Language Models for Medicine: A Comprehensive Survey Jiarui Ye Hao Tang LM&MA 91 0 0 29 Apr 2025
Unified Enhancement of the Generalization and Robustness of Language Models via Bi-Stage Optimization Yizhou Sun Juan Yin Juan Zhao Fan Zhang Yongheng Liu Hongji Chen 42 0 0 19 Mar 2025
ACE: A Cardinality Estimator for Set-Valued Queries Yufan Sheng Xin Cao Kaiqi Zhao Yixiang Fang Jianzhong Qi Wenjie Zhang Christian S. Jensen 65 0 0 19 Mar 2025
An Information-theoretic Multi-task Representation Learning Framework for Natural Language Understanding Dou Hu Lingwei Wei Wei Zhou Songlin Hu 43 0 0 06 Mar 2025
Sharper Risk Bound for Multi-Task Learning with Multi-Graph Dependent Data Xiao Shao Guoqiang Wu 65 0 0 25 Feb 2025
PiKE: Adaptive Data Mixing for Multi-Task Learning Under Low Gradient Conflicts Zeman Li Yuan Deng Peilin Zhong Meisam Razaviyayn Vahab Mirrokni MoMe 75 1 0 10 Feb 2025
Tougher Text, Smarter Models: Raising the Bar for Adversarial Defence Benchmarks Yang Wang Chenghua Lin ELM 40 0 0 05 Jan 2025
LLMs are Also Effective Embedding Models: An In-depth Overview Chongyang Tao Tao Shen Shen Gao Junshuo Zhang Zhen Li Zhengwei Tao Shuai Ma 91 7 0 17 Dec 2024
Dynamic Self-Distillation via Previous Mini-batches for Fine-tuning Small Language Models Y. Fu Yin Yu Xiaotian Han Runchao Li Xianxuan Long Haotian Yu Pan Li SyDa 72 0 0 25 Nov 2024
IterIS: Iterative Inference-Solving Alignment for LoRA Merging Hongxu Chen Runshi Li Bowei Zhu Zhen Wang Long Chen MoMe 98 0 0 21 Nov 2024
A Practical Guide to Fine-tuning Language Models with Limited Data Márton Szép Daniel Rueckert Rüdiger von Eisenhart-Rothe Florian Hinterwimmer SyDa ALM 49 2 0 14 Nov 2024
A Unified Multi-Task Learning Architecture for Hate Detection Leveraging User-Based Information Prashant Kapil Asif Ekbal 47 0 0 11 Nov 2024
Deploying Multi-task Online Server with Large Language Model Yincen Qu Chao Ma Xiangying Dai Hui Zhou Yiting Wu Hengyue Liu 31 0 0 06 Nov 2024
Chemical Language Model Linker: blending text and molecules with modular adapters Yifan Deng Spencer S. Ericksen Anthony Gitter 37 1 0 26 Oct 2024
Parameter-Efficient Fine-Tuning in Large Models: A Survey of Methodologies Liwen Wang Sheng Chen Linnan Jiang Shu Pan Runze Cai Sen Yang Fei Yang 52 3 0 24 Oct 2024
Fine-Tuning Language Models on Multiple Datasets for Citation Intention Classification Zeren Shui Petros Karypis Daniel S. Karls Mingjian Wen Saurav Manchanda E. Tadmor George Karypis 35 0 0 17 Oct 2024
Identifying Task Groupings for Multi-Task Learning Using Pointwise V-Usable Information Yingya Li Timothy A. Miller Steven Bethard G. Savova 29 0 0 16 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 46 2 0 12 Oct 2024
Mixing It Up: The Cocktail Effect of Multi-Task Fine-Tuning on LLM Performance -- A Case Study in Finance Meni Brief Oded Ovadia Gil Shenderovitz Noga Ben Yoash Rachel Lemberg Eitam Sheetrit 58 4 0 01 Oct 2024
DA-MoE: Towards Dynamic Expert Allocation for Mixture-of-Experts Models Maryam Akhavan Aghdam Hongpeng Jin Yanzhao Wu MoE 31 3 0 10 Sep 2024
Multitask Fine-Tuning and Generative Adversarial Learning for Improved Auxiliary Classification Christopher Sun Abishek Satish 28 0 0 11 Aug 2024
Dancing in Chains: Reconciling Instruction Following and Faithfulness in Language Models Zhengxuan Wu Yuhao Zhang Linquan Wei Yumo Xu Rujun Han Yi Liu Jifan Chen Bonan Min Zhiheng Huang 33 0 0 31 Jul 2024
Enabling Contextual Soft Moderation on Social Media through Contrastive Textual Deviation Pujan Paudel Mohammad Hammas Saeed Rebecca Auger Chris Wells Gianluca Stringhini 75 1 0 30 Jul 2024
MelodyT5: A Unified Score-to-Score Transformer for Symbolic Music Processing Shangda Wu Yashan Wang Xiaobing Li Feng Yu Maosong Sun 51 4 0 02 Jul 2024
ESALE: Enhancing Code-Summary Alignment Learning for Source Code Summarization Chunrong Fang Weisong Sun Yuchen Chen Xiao Chen Zhao Wei Quanjun Zhang Yudu You Bin Luo Yang Liu Zhenyu Chen AI4TS 48 12 0 01 Jul 2024
FlexCare: Leveraging Cross-Task Synergy for Flexible Multimodal Healthcare Prediction Muhao Xu Zhenfeng Zhu Youru Li Shuai Zheng Yawei Zhao Kunlun He Yao Zhao 46 1 0 17 Jun 2024
A Multidimensional Framework for Evaluating Lexical Semantic Change with Social Science Applications Naomi Baes Nick Haslam Ekaterina Vylomova 37 1 0 10 Jun 2024
Exploring the Latest LLMs for Leaderboard Extraction Salomon Kabongo Jennifer D'Souza Sören Auer 44 2 0 06 Jun 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 31 6 0 01 Jun 2024
Resolving Word Vagueness with Scenario-guided Adapter for Natural Language Inference Yuqi Liu Mengyu Li Di Liang Ximing Li Fausto Giunchiglia Lan Huang Xiaoyue Feng Renchu Guan 42 3 0 21 May 2024
The Power of Active Multi-Task Learning in Reinforcement Learning from Human Feedback Ruitao Chen Liwei Wang 75 1 0 18 May 2024
Compressive Feature Selection for Remote Visual Multi-Task Inference Saeed Ranjbar Alvar Ivan V. Bajić 30 0 0 15 May 2024
Mitigating Clickbait: An Approach to Spoiler Generation Using Multitask Learning Sayantan Pal Souvik Das Rohini Srihari 30 0 0 07 May 2024
IMEX-Reg: Implicit-Explicit Regularization in the Function Space for Continual Learning Prashant Shivaram Bhat Bharath Renjith Elahe Arani Bahram Zonooz CLL 50 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 51 8 0 13 Apr 2024
MSciNLI: A Diverse Benchmark for Scientific Natural Language Inference Mobashir Sadat Cornelia Caragea 40 4 0 11 Apr 2024
SemEval-2024 Task 1: Semantic Textual Relatedness for African and Asian Languages N. Ousidhoum Shamsuddeen Hassan Muhammad Mohamed Abdalla Idris Abdulmumin I. Ahmad ... Thamar Solorio Nirmal Surange Krishnapriya Vishnubhotla Seid Muhie Yimam Saif M. Mohammad 53 11 0 27 Mar 2024
Opportunities and challenges in the application of large artificial intelligence models in radiology Liangrui Pan Zhenyu Zhao Ying Lu Kewei Tang Liyong Fu Qingchun Liang Shaoliang Peng LM&MA MedIm AI4CE 45 5 0 24 Mar 2024
Learning to Maximize Mutual Information for Chain-of-Thought Distillation Xin Chen Hanxian Huang Yanjun Gao Yi Wang Jishen Zhao Ke Ding 45 12 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 46 0 0 28 Feb 2024
URLBERT:A Contrastive and Adversarial Pre-trained Model for URL Classification Yujie Li Yanbin Wang Haitao Xu Zhenhao Guo Zheng Cao Lun Zhang AAML SSL CLL 24 3 0 18 Feb 2024
Task-customized Masked AutoEncoder via Mixture of Cluster-conditional Experts Zhili Liu Kai Chen Jianhua Han Lanqing Hong Hang Xu Zhenguo Li James T. Kwok MoE 117 24 0 08 Feb 2024
Bayesian Uncertainty for Gradient Aggregation in Multi-Task Learning Idan Achituve I. Diamant Arnon Netzer Gal Chechik Ethan Fetaya UQCV 39 6 0 06 Feb 2024
FINEST: Stabilizing Recommendations by Rank-Preserving Fine-Tuning Sejoon Oh Berk Ustun Julian McAuley Srijan Kumar 27 1 0 05 Feb 2024
Towards Consistent Natural-Language Explanations via Explanation-Consistency Finetuning Yanda Chen Chandan Singh Xiaodong Liu Simiao Zuo Bin-Xia Yu He He Jianfeng Gao LRM 27 13 0 25 Jan 2024
Deep multitask neural networks for solving some stochastic optimal control problems Christian Yeo 33 1 0 23 Jan 2024
Supervised Fine-tuning in turn Improves Visual Foundation Models Xiaohu Jiang Yixiao Ge Yuying Ge Dachuan Shi Chun Yuan Ying Shan VLM CLIP 46 8 0 18 Jan 2024
Large Language Models for Scientific Information Extraction: An Empirical Study for Virology Mahsa Shamsabadi Jennifer D'Souza Sören Auer 25 6 0 18 Jan 2024
Multi-Task Learning for Front-End Text Processing in TTS Wonjune Kang Yun Wang Shun Zhang Arthur Hinsvark Qing He 22 2 0 12 Jan 2024