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2104.07078
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UDALM: Unsupervised Domain Adaptation through Language Modeling
North American Chapter of the Association for Computational Linguistics (NAACL), 2021
14 April 2021
Constantinos F. Karouzos
Georgios Paraskevopoulos
Alexandros Potamianos
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Papers citing
"UDALM: Unsupervised Domain Adaptation through Language Modeling"
30 / 30 papers shown
MSDA: Combining Pseudo-labeling and Self-Supervision for Unsupervised Domain Adaptation in ASR
Dimitrios Damianos
Georgios Paraskevopoulos
Alexandros Potamianos
385
1
0
30 May 2025
Similarity-Based Domain Adaptation with LLMs
Jie He
Wendi Zhou
Longji Xu
Jeff Z. Pan
338
0
0
07 Mar 2025
Causal Discovery Inspired Unsupervised Domain Adaptation for Emotion-Cause Pair Extraction
Yuncheng Hua
Yujin Huang
Shuo Huang
Tao Feng
Zhuang Li
Chris Bain
R. Bassed
Gholamreza Haffari
CML
OOD
365
3
0
18 Jun 2024
LLMs Could Autonomously Learn Without External Supervision
Ke Ji
Junying Chen
Anningzhe Gao
Wenya Xie
Xiang Wan
Benyou Wang
241
5
0
02 Jun 2024
Can Humans Identify Domains?
International Conference on Language Resources and Evaluation (LREC), 2024
Maria Barrett
Max Müller-Eberstein
Elisa Bassignana
Amalie Brogaard Pauli
Mike Zhang
Rob van der Goot
268
1
0
02 Apr 2024
A Comprehensive Review of Machine Learning Advances on Data Change: A Cross-Field Perspective
Jeng-Lin Li
Chih-Fan Hsu
Ming-Ching Chang
Wei-Chao Chen
OOD
244
2
0
20 Feb 2024
How Useful is Continued Pre-Training for Generative Unsupervised Domain Adaptation?
Rheeya Uppaal
Yixuan Li
Junjie Hu
453
6
0
31 Jan 2024
TACIT: A Target-Agnostic Feature Disentanglement Framework for Cross-Domain Text Classification
Rui Song
Fausto Giunchiglia
Yingji Li
Mingjie Tian
Hao Xu
OOD
221
8
0
25 Dec 2023
Adapt in Contexts: Retrieval-Augmented Domain Adaptation via In-Context Learning
Quanyu Long
Wenya Wang
Sinno Jialin Pan
202
18
0
20 Nov 2023
Improving Few-shot Generalization of Safety Classifiers via Data Augmented Parameter-Efficient Fine-Tuning
Ananth Balashankar
Xiao Ma
Aradhana Sinha
Ahmad Beirami
Yao Qin
Jilin Chen
Alex Beutel
221
3
0
25 Oct 2023
Universal Domain Adaptation for Robust Handling of Distributional Shifts in NLP
Conference on Empirical Methods in Natural Language Processing (EMNLP), 2023
Sungmin Cho
Hyunsoo Cho
Sang-Woo Lee
Junyeob Kim
Choonghyun Park
Sang-goo Lee
Kang Min Yoo
Taeuk Kim
VLM
OOD
227
1
0
23 Oct 2023
VIBE: Topic-Driven Temporal Adaptation for Twitter Classification
Conference on Empirical Methods in Natural Language Processing (EMNLP), 2023
Yuji Zhang
Jing Li
Wenjie Li
VLM
426
18
0
16 Oct 2023
Challenges in Domain-Specific Abstractive Summarization and How to Overcome them
International Conference on Agents and Artificial Intelligence (ICAART), 2023
Anum Afzal
Juraj Vladika
Daniel Braun
Florian Matthes
HILM
183
15
0
03 Jul 2023
A Two-Stage Framework with Self-Supervised Distillation For Cross-Domain Text Classification
International Conference on Language Resources and Evaluation (LREC), 2023
Yunlong Feng
Bohan Li
Libo Qin
Xiao Xu
Wanxiang Che
180
3
0
18 Apr 2023
Robust Question Answering against Distribution Shifts with Test-Time Adaptation: An Empirical Study
Conference on Empirical Methods in Natural Language Processing (EMNLP), 2023
Hai Ye
Yuyang Ding
Juntao Li
Hwee Tou Ng
OOD
TTA
289
13
0
09 Feb 2023
UDApter -- Efficient Domain Adaptation Using Adapters
Conference of the European Chapter of the Association for Computational Linguistics (EACL), 2023
Bhavitvya Malik
Abhinav Ramesh Kashyap
MingSung Kan
Soujanya Poria
257
18
0
07 Feb 2023
Sample-Efficient Unsupervised Domain Adaptation of Speech Recognition Systems A case study for Modern Greek
IEEE/ACM Transactions on Audio Speech and Language Processing (TASLP), 2022
Georgios Paraskevopoulos
Theodoros Kouzelis
Georgios Rouvalis
Athanasios Katsamanis
Vassilis Katsouros
Alexandros Potamianos
VLM
283
13
0
31 Dec 2022
Pivotal Role of Language Modeling in Recommender Systems: Enriching Task-specific and Task-agnostic Representation Learning
Annual Meeting of the Association for Computational Linguistics (ACL), 2022
Kyuyong Shin
Hanock Kwak
Wonjae Kim
Jisu Jeong
Seungjae Jung
KyungHyun Kim
Jung-Woo Ha
Sang-Woo Lee
402
6
0
07 Dec 2022
Unsupervised Domain Adaptation for Sparse Retrieval by Filling Vocabulary and Word Frequency Gaps
Hiroki Iida
Naoaki Okazaki
194
6
0
08 Nov 2022
On the Domain Adaptation and Generalization of Pretrained Language Models: A Survey
Xu Guo
Han Yu
LM&MA
VLM
311
34
0
06 Nov 2022
COCO-DR: Combating Distribution Shifts in Zero-Shot Dense Retrieval with Contrastive and Distributionally Robust Learning
Conference on Empirical Methods in Natural Language Processing (EMNLP), 2022
Yue Yu
Chenyan Xiong
Si Sun
Chao Zhang
Arnold Overwijk
VLM
OOD
446
25
0
27 Oct 2022
Generalizing through Forgetting -- Domain Generalization for Symptom Event Extraction in Clinical Notes
Sitong Zhou
K. Lybarger
Meliha Yetisgen-Yildiz
Mari Ostendorf
254
2
0
20 Sep 2022
Low-Resource Dense Retrieval for Open-Domain Question Answering: A Comprehensive Survey
Xiaoyu Shen
Svitlana Vakulenko
Marco Del Tredici
Gianni Barlacchi
Bill Byrne
Adria de Gispert
RALM
VLM
210
20
0
05 Aug 2022
Domain Confused Contrastive Learning for Unsupervised Domain Adaptation
North American Chapter of the Association for Computational Linguistics (NAACL), 2022
Quanyu Long
Tianze Luo
Wenya Wang
Sinno Jialin Pan
224
9
0
10 Jul 2022
Balancing Discriminability and Transferability for Source-Free Domain Adaptation
International Conference on Machine Learning (ICML), 2022
Jogendra Nath Kundu
Akshay Ravindra Kulkarni
Suvaansh Bhambri
Deepesh Mehta
Shreyas Kulkarni
Varun Jampani
R. Venkatesh Babu
TTA
223
103
0
16 Jun 2022
Few-shot Mining of Naturally Occurring Inputs and Outputs
Mandar Joshi
Terra Blevins
M. Lewis
Daniel S. Weld
Luke Zettlemoyer
260
1
0
09 May 2022
AdaPrompt: Adaptive Model Training for Prompt-based NLP
Conference on Empirical Methods in Natural Language Processing (EMNLP), 2022
Yulong Chen
Yang Liu
Li Dong
Shuohang Wang
Chenguang Zhu
Michael Zeng
Yue Zhang
VLM
381
51
0
10 Feb 2022
GPL: Generative Pseudo Labeling for Unsupervised Domain Adaptation of Dense Retrieval
Kexin Wang
Nandan Thakur
Nils Reimers
Iryna Gurevych
VLM
407
183
0
14 Dec 2021
Unsupervised Domain Adaptation with Adapter
Rongsheng Zhang
Yinhe Zheng
Xiaoxi Mao
Shiyu Huang
161
19
0
01 Nov 2021
SentimentArcs: A Novel Method for Self-Supervised Sentiment Analysis of Time Series Shows SOTA Transformers Can Struggle Finding Narrative Arcs
Jon Chun
117
8
0
18 Oct 2021
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