To Tune or Not to Tune? Adapting Pretrained Representations to Diverse Tasks

14 March 2019

Papers citing "To Tune or Not to Tune? Adapting Pretrained Representations to Diverse Tasks"

29 / 229 papers shown

Title
Parameter Space Factorization for Zero-Shot Learning across Tasks and Languages Edoardo Ponti Ivan Vulić Ryan Cotterell Marinela Parović Roi Reichart Anna Korhonen BDL 29 29 0 30 Jan 2020
TX-Ray: Quantifying and Explaining Model-Knowledge Transfer in (Un-)Supervised NLP Nils Rethmeier V. Saxena Isabelle Augenstein FAtt 25 2 0 02 Dec 2019
Towards non-toxic landscapes: Automatic toxic comment detection using DNN Ashwin Geet D'Sa Irina Illina Dominique Fohr 11 22 0 19 Nov 2019
Improving BERT Fine-tuning with Embedding Normalization Wenxuan Zhou Junyi Du Xiang Ren 13 6 0 10 Nov 2019
Learning to Few-Shot Learn Across Diverse Natural Language Classification Tasks Trapit Bansal Rishikesh Jha Andrew McCallum SSL 21 118 0 10 Nov 2019
SMART: Robust and Efficient Fine-Tuning for Pre-trained Natural Language Models through Principled Regularized Optimization Haoming Jiang Pengcheng He Weizhu Chen Xiaodong Liu Jianfeng Gao T. Zhao 38 559 0 08 Nov 2019
On the Linguistic Representational Power of Neural Machine Translation Models Yonatan Belinkov Nadir Durrani Fahim Dalvi Hassan Sajjad James R. Glass MILM 33 68 0 01 Nov 2019
What does BERT Learn from Multiple-Choice Reading Comprehension Datasets? Chenglei Si Shuohang Wang Min-Yen Kan Jing Jiang 42 53 0 28 Oct 2019
Exploring the Limits of Transfer Learning with a Unified Text-to-Text Transformer Colin Raffel Noam M. Shazeer Adam Roberts Katherine Lee Sharan Narang Michael Matena Yanqi Zhou Wei Li Peter J. Liu AIMat 126 19,493 0 23 Oct 2019
Extraction of Complex DNN Models: Real Threat or Boogeyman? B. Atli S. Szyller Mika Juuti Samuel Marchal Nadarajah Asokan MLAU MIACV 33 45 0 11 Oct 2019
Conversational Transfer Learning for Emotion Recognition Devamanyu Hazarika Soujanya Poria Roger Zimmermann Rada Mihalcea 29 17 0 11 Oct 2019
Neural Word Decomposition Models for Abusive Language Detection S. Bodapati Spandana Gella Kasturi Bhattacharjee Yaser Al-Onaizan 17 28 0 02 Oct 2019
TalkDown: A Corpus for Condescension Detection in Context Zijian Wang Christopher Potts 8 51 0 25 Sep 2019
Portuguese Named Entity Recognition using BERT-CRF Fábio Souza Rodrigo Nogueira R. Lotufo 22 251 0 23 Sep 2019
Dependency-Guided LSTM-CRF for Named Entity Recognition Zhanming Jie Wei Lu 17 95 0 23 Sep 2019
Back to the Future -- Sequential Alignment of Text Representations Johannes Bjerva Wouter M. Kouw Isabelle Augenstein AI4TS 6 9 0 08 Sep 2019
To lemmatize or not to lemmatize: how word normalisation affects ELMo performance in word sense disambiguation Andrey Kutuzov E. Kuzmenko 11 22 0 06 Sep 2019
Show Your Work: Improved Reporting of Experimental Results Jesse Dodge Suchin Gururangan Dallas Card Roy Schwartz Noah A. Smith 19 250 0 06 Sep 2019
When Low Resource NLP Meets Unsupervised Language Model: Meta-pretraining Then Meta-learning for Few-shot Text Classification Shumin Deng Ningyu Zhang Zhanlin Sun Jiaoyan Chen Huajun Chen VLM 8 45 0 22 Aug 2019
Visualizing and Understanding the Effectiveness of BERT Y. Hao Li Dong Furu Wei Ke Xu 27 181 0 15 Aug 2019
Leveraging Pre-trained Checkpoints for Sequence Generation Tasks S. Rothe Shashi Narayan Aliaksei Severyn SILM 69 433 0 29 Jul 2019
To Tune or Not To Tune? How About the Best of Both Worlds? Ran A. Wang Haibo Su Chunye Wang Kailin Ji J. Ding VLM 33 17 0 09 Jul 2019
Transfer Learning for Risk Classification of Social Media Posts: Model Evaluation Study Derek Howard M. Maslej Justin Lee Jacob Ritchie G. Woollard L. French AI4MH 18 30 0 04 Jul 2019
Transfer Learning for Causal Sentence Detection Manolis Kyriakakis Ion Androutsopoulos Joan Ginés i Ametllé Artur Saudabayev 11 25 0 18 Jun 2019
Pre-Training Graph Neural Networks for Generic Structural Feature Extraction Ziniu Hu Changjun Fan Ting-Li Chen Kai-Wei Chang Yizhou Sun 32 43 0 31 May 2019
Evaluating the Underlying Gender Bias in Contextualized Word Embeddings Christine Basta Marta R. Costa-jussá Noe Casas 16 189 0 18 Apr 2019
Linguistic Knowledge and Transferability of Contextual Representations Nelson F. Liu Matt Gardner Yonatan Belinkov Matthew E. Peters Noah A. Smith 52 718 0 21 Mar 2019
GLUE: A Multi-Task Benchmark and Analysis Platform for Natural Language Understanding Alex Jinpeng Wang Amanpreet Singh Julian Michael Felix Hill Omer Levy Samuel R. Bowman ELM 299 6,984 0 20 Apr 2018
Convolutional Neural Networks for Sentence Classification Yoon Kim AILaw VLM 270 13,368 0 25 Aug 2014