Neural Unsupervised Domain Adaptation in NLP---A Survey

31 May 2020

Papers citing "Neural Unsupervised Domain Adaptation in NLP---A Survey"

50 / 59 papers shown

Title
Causal Discovery Inspired Unsupervised Domain Adaptation for Emotion-Cause Pair Extraction Yuncheng Hua Yujin Huang Shuo Huang Tao Feng Lizhen Qu Chris Bain R. Bassed Gholamreza Haffari CML OOD 53 2 0 18 Jun 2024
Can Humans Identify Domains? Maria Barrett Max Müller-Eberstein Elisa Bassignana Amalie Brogaard Pauli Mike Zhang Rob van der Goot 47 1 0 02 Apr 2024
Domain Adaptation of Multilingual Semantic Search -- Literature Review Anna Bringmann Anastasia Zhukova VLM 43 0 0 05 Feb 2024
How Useful is Continued Pre-Training for Generative Unsupervised Domain Adaptation? Rheeya Uppaal Yixuan Li Junjie Hu 37 4 0 31 Jan 2024
Domain-adaptive Message Passing Graph Neural Network X. Shen Shirui Pan K. Choi Xiaoping Zhou 38 16 0 31 Aug 2023
Benchmarks for Detecting Measurement Tampering Fabien Roger Ryan Greenblatt Max Nadeau Buck Shlegeris Nate Thomas 28 2 0 29 Aug 2023
Unsupervised Active Learning: Optimizing Labeling Cost-Effectiveness for Automatic Speech Recognition Zhisheng Zheng Ziyang Ma Yu Wang Xie Chen 36 2 0 28 Aug 2023
Position: Key Claims in LLM Research Have a Long Tail of Footnotes Anna Rogers A. Luccioni 53 19 0 14 Aug 2023
DaMSTF: Domain Adversarial Learning Enhanced Meta Self-Training for Domain Adaptation Menglong Lu Zhen Huang Yunxiang Zhao Zhiliang Tian Yang Liu Dongsheng Li 34 6 0 05 Aug 2023
Revisiting Out-of-distribution Robustness in NLP: Benchmark, Analysis, and LLMs Evaluations Lifan Yuan Yangyi Chen Ganqu Cui Hongcheng Gao Fangyuan Zou Xingyi Cheng Heng Ji Zhiyuan Liu Maosong Sun 41 73 0 07 Jun 2023
Measuring the Robustness of NLP Models to Domain Shifts Nitay Calderon Naveh Porat Eyal Ben-David Alexander Chapanin Zorik Gekhman Nadav Oved Vitaly Shalumov Roi Reichart 21 7 0 31 May 2023
Out-of-Distribution Generalization in Text Classification: Past, Present, and Future Linyi Yang Yangqiu Song Xuan Ren Chenyang Lyu Yidong Wang Lingqiao Liu Jindong Wang Jennifer Foster Yue Zhang OOD 37 2 0 23 May 2023
Rethinking Semi-supervised Learning with Language Models Zhengxiang Shi Francesco Tonolini Nikolaos Aletras Emine Yilmaz G. Kazai Yunlong Jiao 32 18 0 22 May 2023
TADA: Efficient Task-Agnostic Domain Adaptation for Transformers Chia-Chien Hung Lukas Lange Jannik Strötgen 30 9 0 22 May 2023
Patton: Language Model Pretraining on Text-Rich Networks Bowen Jin Wentao Zhang Yu Zhang Yu Meng Xinyang Zhang Qi Zhu Jiawei Han VLM 48 45 0 20 May 2023
A Two-Stage Framework with Self-Supervised Distillation For Cross-Domain Text Classification Yunlong Feng Bohan Li Libo Qin Xiao Xu Wanxiang Che 22 3 0 18 Apr 2023
OPI at SemEval 2023 Task 9: A Simple But Effective Approach to Multilingual Tweet Intimacy Analysis Slawomir Dadas 25 2 0 14 Apr 2023
Robust Question Answering against Distribution Shifts with Test-Time Adaptation: An Empirical Study Hai Ye Yuyang Ding Juntao Li Hwee Tou Ng OOD TTA 29 9 0 09 Feb 2023
Domain-Indexing Variational Bayes: Interpretable Domain Index for Domain Adaptation Zihao Xu Guang-Yuan Hao Hao He Hao Wang 38 19 0 06 Feb 2023
Zero-shot Transfer of Article-aware Legal Outcome Classification for European Court of Human Rights Cases Santosh T.Y.S.S O. Ichim Matthias Grabmair AILaw 32 17 0 01 Feb 2023
Graph Harmony: Denoising and Nuclear-Norm Wasserstein Adaptation for Enhanced Domain Transfer in Graph-Structured Data Mengxi Wu Mohammad Rostami AI4CE 21 3 0 29 Jan 2023
FUN with Fisher: Improving Generalization of Adapter-Based Cross-lingual Transfer with Scheduled Unfreezing Chen Cecilia Liu Jonas Pfeiffer Ivan Vulić Iryna Gurevych CLL 32 9 0 13 Jan 2023
Learning List-Level Domain-Invariant Representations for Ranking Ruicheng Xian Honglei Zhuang Zhen Qin Hamed Zamani Jing Lu Ji Ma Kai Hui Han Zhao Xuanhui Wang Michael Bendersky OOD 54 9 0 21 Dec 2022
A Pipeline for Generating, Annotating and Employing Synthetic Data for Real World Question Answering Matthew Maufe James Ravenscroft Rob Procter Maria Liakata 32 3 0 30 Nov 2022
DSLOB: A Synthetic Limit Order Book Dataset for Benchmarking Forecasting Algorithms under Distributional Shift Defu Cao Yousef El-Laham Loc Trinh Svitlana Vyetrenko Yong-Jin Liu 28 11 0 17 Nov 2022
Video Unsupervised Domain Adaptation with Deep Learning: A Comprehensive Survey Yuecong Xu Haozhi Cao Zhenghua Chen Xiaoli Li Lihua Xie Jianfei Yang 24 14 0 17 Nov 2022
Modelling Emotion Dynamics in Song Lyrics with State Space Models Yingjin Song Daniel Beck 48 5 0 17 Oct 2022
Improving the Sample Efficiency of Prompt Tuning with Domain Adaptation Xu Guo Boyang Albert Li Han Yu VLM 41 22 0 06 Oct 2022
Generalizing through Forgetting -- Domain Generalization for Symptom Event Extraction in Clinical Notes Sitong Zhou K. Lybarger Meliha Yetisgen-Yildiz Mari Ostendorf 40 2 0 20 Sep 2022
Domain Confused Contrastive Learning for Unsupervised Domain Adaptation Quanyu Long Tianze Luo Wenya Wang Sinno Jialin Pan 59 8 0 10 Jul 2022
Billions of Parameters Are Worth More Than In-domain Training Data: A case study in the Legal Case Entailment Task G. Rosa L. Bonifacio Vitor Jeronymo Hugo Queiroz Abonizio R. Lotufo Rodrigo Nogueira AILaw ELM 38 10 0 30 May 2022
Memorization in NLP Fine-tuning Methods Fatemehsadat Mireshghallah Archit Uniyal Tianhao Wang David Evans Taylor Berg-Kirkpatrick AAML 65 39 0 25 May 2022
Non-Parametric Domain Adaptation for End-to-End Speech Translation Yichao Du Weizhi Wang Zhirui Zhang Boxing Chen Tong Xu Jun Xie Enhong Chen 53 18 0 23 May 2022
Revisiting Transformer-based Models for Long Document Classification Xiang Dai Ilias Chalkidis S. Darkner Desmond Elliott VLM 25 68 0 14 Apr 2022
From Stance to Concern: Adaptation of Propositional Analysis to New Tasks and Domains Brodie Mather Bonnie J. Dorr Adam Dalton William de Beaumont Owen Rambow Sonja M. Schmer-Galunder 27 8 0 20 Mar 2022
Explainable Misinformation Detection Across Multiple Social Media Platforms Gargi Joshi Ananya Srivastava Bhargav D. Yagnik Md Musleh Uddin Hasan Zainuddin Saiyed Lubna A Gabralla Ajith Abraham Rahee Walambe K. Kotecha 31 17 0 20 Mar 2022
Data-driven Model Generalizability in Crosslinguistic Low-resource Morphological Segmentation Zoey Liu Emily Tucker Prudhommeaux 45 4 0 05 Jan 2022
Domain Adaptation with Pre-trained Transformers for Query Focused Abstractive Text Summarization Md Tahmid Rahman Laskar Enamul Hoque J. Huang 40 45 0 22 Dec 2021
Unsupervised Domain Adaptation: A Reality Check Kevin Musgrave Serge Belongie Ser-Nam Lim 25 18 0 30 Nov 2021
Adapting to the Long Tail: A Meta-Analysis of Transfer Learning Research for Language Understanding Tasks Aakanksha Naik J. Lehman Carolyn Rose 44 7 0 02 Nov 2021
Can Explanations Be Useful for Calibrating Black Box Models? Xi Ye Greg Durrett FAtt 24 25 0 14 Oct 2021
Causal Direction of Data Collection Matters: Implications of Causal and Anticausal Learning for NLP Zhijing Jin Julius von Kügelgen Jingwei Ni Tejas Vaidhya Ayush Kaushal Mrinmaya Sachan Bernhard Schoelkopf CML 38 30 0 07 Oct 2021
Encoder Adaptation of Dense Passage Retrieval for Open-Domain Question Answering Minghan Li Jimmy J. Lin AI4CE 27 9 0 04 Oct 2021
Named Entity Recognition and Classification on Historical Documents: A Survey Maud Ehrmann Ahmed Hamdi Elvys Linhares Pontes Matteo Romanello A. Doucet 63 108 0 23 Sep 2021
A2Log: Attentive Augmented Log Anomaly Detection Thorsten Wittkopp Alexander Acker S. Nedelkoski Jasmin Bogatinovski Dominik Scheinert Wu Fan O. Kao 32 22 0 20 Sep 2021
Question Answering over Electronic Devices: A New Benchmark Dataset and a Multi-Task Learning based QA Framework Abhilash Nandy Soumya Sharma Shubham Maddhashiya K. Sachdeva Pawan Goyal Niloy Ganguly 30 17 0 13 Sep 2021
Capturing Stance Dynamics in Social Media: Open Challenges and Research Directions Rabab Alkhalifa A. Zubiaga 40 20 0 01 Sep 2021
A Review of Some Techniques for Inclusion of Domain-Knowledge into Deep Neural Networks T. Dash Sharad Chitlangia Aditya Ahuja A. Srinivasan 35 127 0 21 Jul 2021
Cross-Lingual Transfer Learning for Statistical Type Inference Zhiming Li Xiaofei Xie Haoliang Li Zhengzi Xu Yi Li Yang Liu 15 2 0 01 Jul 2021
DaN+: Danish Nested Named Entities and Lexical Normalization Barbara Plank Kristian Nørgaard Jensen Rob van der Goot 27 34 0 24 May 2021