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How Transferable are Neural Networks in NLP Applications?

How Transferable are Neural Networks in NLP Applications?

19 March 2016
Lili Mou
Zhao Meng
Rui Yan
Ge Li
Yan Xu
Lu Zhang
Zhi Jin
ArXivPDFHTML

Papers citing "How Transferable are Neural Networks in NLP Applications?"

27 / 27 papers shown
Title
Fine-tuning Strategies for Domain Specific Question Answering under Low
  Annotation Budget Constraints
Fine-tuning Strategies for Domain Specific Question Answering under Low Annotation Budget Constraints
Kunpeng Guo
Dennis Diefenbach
Antoine Gourru
Christophe Gravier
28
0
0
17 Jan 2024
Non-parametric, Nearest-neighbor-assisted Fine-tuning for Neural Machine
  Translation
Non-parametric, Nearest-neighbor-assisted Fine-tuning for Neural Machine Translation
Jiayi Wang
Ke Min Wang
Yuqi Zhang
Yu Zhao
Pontus Stenetorp
16
0
0
23 May 2023
On the Effect of Pre-training for Transformer in Different Modality on
  Offline Reinforcement Learning
On the Effect of Pre-training for Transformer in Different Modality on Offline Reinforcement Learning
S. Takagi
OffRL
18
7
0
17 Nov 2022
Deep Learning Neural Networks for Emotion Classification from Text:
  Enhanced Leaky Rectified Linear Unit Activation and Weighted Loss
Deep Learning Neural Networks for Emotion Classification from Text: Enhanced Leaky Rectified Linear Unit Activation and Weighted Loss
Hui Yang
Abeer Alsadoon
P. Prasad
Thair Al-Dala’in
Tarik Ahmed Rashid
Angelika Maag
O. H. Alsadoon
17
7
0
04 Mar 2022
Identifying Suitable Tasks for Inductive Transfer Through the Analysis
  of Feature Attributions
Identifying Suitable Tasks for Inductive Transfer Through the Analysis of Feature Attributions
Alexander Pugantsov
R. McCreadie
18
0
0
02 Feb 2022
Enhanced Seq2Seq Autoencoder via Contrastive Learning for Abstractive
  Text Summarization
Enhanced Seq2Seq Autoencoder via Contrastive Learning for Abstractive Text Summarization
Chujie Zheng
Kunpeng Zhang
Harry J. Wang
Ling Fan
Zhe Wang
25
6
0
26 Aug 2021
Neural Natural Language Processing for Unstructured Data in Electronic
  Health Records: a Review
Neural Natural Language Processing for Unstructured Data in Electronic Health Records: a Review
Irene Z Li
Jessica Pan
Jeremy Goldwasser
Neha Verma
Wai Pan Wong
...
Matthew Zhang
David Chang
R. Taylor
H. Krumholz
Dragomir R. Radev
BDL
19
154
0
07 Jul 2021
indicnlp@kgp at DravidianLangTech-EACL2021: Offensive Language
  Identification in Dravidian Languages
indicnlp@kgp at DravidianLangTech-EACL2021: Offensive Language Identification in Dravidian Languages
K. Kedia
Abhilash Nandy
19
23
0
14 Feb 2021
Cross-Domain Multi-Task Learning for Sequential Sentence Classification
  in Research Papers
Cross-Domain Multi-Task Learning for Sequential Sentence Classification in Research Papers
Arthur Brack
Anett Hoppe
Pascal Buschermöhle
Ralph Ewerth
19
18
0
11 Feb 2021
Continual Learning for Natural Language Generation in Task-oriented
  Dialog Systems
Continual Learning for Natural Language Generation in Task-oriented Dialog Systems
Fei Mi
Liangwei Chen
Mengjie Zhao
Minlie Huang
Boi Faltings
CLL
KELM
19
68
0
02 Oct 2020
Transferability of Natural Language Inference to Biomedical Question
  Answering
Transferability of Natural Language Inference to Biomedical Question Answering
Minbyul Jeong
Mujeen Sung
Gangwoo Kim
Donghyeon Kim
Wonjin Yoon
J. Yoo
Jaewoo Kang
19
37
0
01 Jul 2020
A Survey on Transfer Learning in Natural Language Processing
A Survey on Transfer Learning in Natural Language Processing
Zaid Alyafeai
Maged S. Alshaibani
Irfan Ahmad
24
72
0
31 May 2020
Supervised Contextual Embeddings for Transfer Learning in Natural
  Language Processing Tasks
Supervised Contextual Embeddings for Transfer Learning in Natural Language Processing Tasks
Mihir Kale
Aditya Siddhant
Sreyashi Nag
R. Parik
Matthias Grabmair
A. Tomasic
SSL
15
5
0
28 Jun 2019
To Tune or Not to Tune? Adapting Pretrained Representations to Diverse
  Tasks
To Tune or Not to Tune? Adapting Pretrained Representations to Diverse Tasks
Matthew E. Peters
Sebastian Ruder
Noah A. Smith
19
433
0
14 Mar 2019
Neural Adaptation Layers for Cross-domain Named Entity Recognition
Neural Adaptation Layers for Cross-domain Named Entity Recognition
Bill Yuchen Lin
Wei Lu
13
92
0
15 Oct 2018
Generalization and Regularization in DQN
Generalization and Regularization in DQN
Jesse Farebrother
Marlos C. Machado
Michael H. Bowling
25
203
0
29 Sep 2018
Multi-Task Learning for Sequence Tagging: An Empirical Study
Multi-Task Learning for Sequence Tagging: An Empirical Study
Soravit Changpinyo
Hexiang Hu
Fei Sha
23
67
0
13 Aug 2018
Transfer Learning for Context-Aware Question Matching in
  Information-seeking Conversations in E-commerce
Transfer Learning for Context-Aware Question Matching in Information-seeking Conversations in E-commerce
Minghui Qiu
Liu Yang
Feng Ji
Weipeng Zhao
W. Zhou
Jun Huang
Haiqing Chen
W. Bruce Croft
Wei Lin
22
24
0
14 Jun 2018
Fast and Scalable Expansion of Natural Language Understanding
  Functionality for Intelligent Agents
Fast and Scalable Expansion of Natural Language Understanding Functionality for Intelligent Agents
Anuj Kumar Goyal
A. Metallinou
Spyros Matsoukas
LLMAG
AI4CE
11
29
0
03 May 2018
Parameter Transfer Unit for Deep Neural Networks
Parameter Transfer Unit for Deep Neural Networks
Yinghua Zhang
Yu Zhang
Qiang Yang
11
22
0
23 Apr 2018
Modelling Domain Relationships for Transfer Learning on Retrieval-based
  Question Answering Systems in E-commerce
Modelling Domain Relationships for Transfer Learning on Retrieval-based Question Answering Systems in E-commerce
Jianfei Yu
Minghui Qiu
Jing Jiang
Jun Huang
Shuangyong Song
Wei Chu
Haiqing Chen
23
101
0
23 Nov 2017
What matters in a transferable neural network model for relation
  classification in the biomedical domain?
What matters in a transferable neural network model for relation classification in the biomedical domain?
Sunil Kumar Sahu
Ashish Anand
15
9
0
11 Aug 2017
Transfer Learning for Named-Entity Recognition with Neural Networks
Transfer Learning for Named-Entity Recognition with Neural Networks
Ji Young Lee
Franck Dernoncourt
Peter Szolovits
13
140
0
17 May 2017
Supervised Learning of Universal Sentence Representations from Natural
  Language Inference Data
Supervised Learning of Universal Sentence Representations from Natural Language Inference Data
Alexis Conneau
Douwe Kiela
Holger Schwenk
Loïc Barrault
Antoine Bordes
AI4TS
SSL
16
2,093
0
05 May 2017
A Broad-Coverage Challenge Corpus for Sentence Understanding through
  Inference
A Broad-Coverage Challenge Corpus for Sentence Understanding through Inference
Adina Williams
Nikita Nangia
Samuel R. Bowman
29
4,394
0
18 Apr 2017
Question Answering through Transfer Learning from Large Fine-grained
  Supervision Data
Question Answering through Transfer Learning from Large Fine-grained Supervision Data
Sewon Min
Minjoon Seo
Hannaneh Hajishirzi
RALM
23
120
0
07 Feb 2017
Domain Adaptation for Neural Networks by Parameter Augmentation
Domain Adaptation for Neural Networks by Parameter Augmentation
Yusuke Watanabe
Kazuma Hashimoto
Yoshimasa Tsuruoka
OOD
16
6
0
01 Jul 2016
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