QA Domain Adaptation using Hidden Space Augmentation and Self-Supervised Contrastive Adaptation

19 October 2022

Dong Wang

Papers citing "QA Domain Adaptation using Hidden Space Augmentation and Self-Supervised Contrastive Adaptation"

24 / 24 papers shown

Title
Automated Knowledge Concept Annotation and Question Representation Learning for Knowledge Tracing Yilmazcan Ozyurt Stefan Feuerriegel Mrinmaya Sachan AI4Ed 92 1 0 02 Oct 2024
Domain Adaptation for Question Answering via Question Classification Zhenrui Yue Huimin Zeng Ziyi Kou Lanyu Shang Dong Wang OOD 37 11 0 12 Sep 2022
Defending Substitution-Based Profile Pollution Attacks on Sequential Recommenders Zhenrui Yue Huimin Zeng Ziyi Kou Lanyu Shang Dong Wang AAML 31 26 0 19 Jul 2022
HiddenCut: Simple Data Augmentation for Natural Language Understanding with Better Generalization Jiaao Chen Dinghan Shen Weizhu Chen Diyi Yang BDL 62 47 0 31 May 2021
End-to-End Synthetic Data Generation for Domain Adaptation of Question Answering Systems Siamak Shakeri Cicero Nogueira dos Santos He Zhu Patrick Ng Feng Nan Zhiguo Wang Ramesh Nallapati Bing Xiang OOD 47 103 0 12 Oct 2020
The Effect of Natural Distribution Shift on Question Answering Models John Miller K. Krauth Benjamin Recht Ludwig Schmidt OOD 73 144 0 29 Apr 2020
MixText: Linguistically-Informed Interpolation of Hidden Space for Semi-Supervised Text Classification Jiaao Chen Zichao Yang Diyi Yang VLM 77 363 0 25 Apr 2020
MRQA 2019 Shared Task: Evaluating Generalization in Reading Comprehension Adam Fisch Alon Talmor Robin Jia Minjoon Seo Eunsol Choi Danqi Chen 56 306 0 22 Oct 2019
Domain-agnostic Question-Answering with Adversarial Training Seanie Lee Donggyu Kim Jangwon Park OOD 53 72 0 21 Oct 2019
ALBERT: A Lite BERT for Self-supervised Learning of Language Representations Zhenzhong Lan Mingda Chen Sebastian Goodman Kevin Gimpel Piyush Sharma Radu Soricut SSL AIMat 308 6,441 0 26 Sep 2019
EDA: Easy Data Augmentation Techniques for Boosting Performance on Text Classification Tasks Jason W. Wei Kai Zou 97 1,949 0 31 Jan 2019
HotpotQA: A Dataset for Diverse, Explainable Multi-hop Question Answering Zhilin Yang Peng Qi Saizheng Zhang Yoshua Bengio William W. Cohen Ruslan Salakhutdinov Christopher D. Manning RALM 140 2,635 0 25 Sep 2018
Putting Question-Answering Systems into Practice: Transfer Learning for Efficient Domain Customization Bernhard Kratzwald Stefan Feuerriegel 61 236 0 19 Apr 2018
Two-Stage Synthesis Networks for Transfer Learning in Machine Comprehension David Golub Po-Sen Huang Xiaodong He Li Deng 50 55 0 29 Jun 2017
TriviaQA: A Large Scale Distantly Supervised Challenge Dataset for Reading Comprehension Mandar Joshi Eunsol Choi Daniel S. Weld Luke Zettlemoyer RALM 195 2,636 0 09 May 2017
Learning to Ask: Neural Question Generation for Reading Comprehension Xinya Du Junru Shao Claire Cardie 3DV 143 663 0 29 Apr 2017
SearchQA: A New Q&A Dataset Augmented with Context from a Search Engine Matthew Dunn Levent Sagun Mike Higgins V. U. Güney Volkan Cirik Kyunghyun Cho RALM 84 455 0 18 Apr 2017
Reading Wikipedia to Answer Open-Domain Questions Danqi Chen Adam Fisch Jason Weston Antoine Bordes RALM 108 2,007 0 31 Mar 2017
Adversarial Discriminative Domain Adaptation Eric Tzeng Judy Hoffman Kate Saenko Trevor Darrell GAN OOD 250 4,653 0 17 Feb 2017
NewsQA: A Machine Comprehension Dataset Adam Trischler Tong Wang Xingdi Yuan Justin Harris Alessandro Sordoni Philip Bachman Kaheer Suleman 82 893 0 29 Nov 2016
Bidirectional Attention Flow for Machine Comprehension Minjoon Seo Aniruddha Kembhavi Ali Farhadi Hannaneh Hajishirzi 118 2,089 0 05 Nov 2016
SQuAD: 100,000+ Questions for Machine Comprehension of Text Pranav Rajpurkar Jian Zhang Konstantin Lopyrev Percy Liang RALM 212 8,113 0 16 Jun 2016
FaceNet: A Unified Embedding for Face Recognition and Clustering Florian Schroff Dmitry Kalenichenko James Philbin 3DH 328 13,123 0 12 Mar 2015
Frustratingly Easy Domain Adaptation Hal Daumé 112 1,799 0 10 Jul 2009