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Adapt or Get Left Behind: Domain Adaptation through BERT Language Model
  Finetuning for Aspect-Target Sentiment Classification
v1v2 (latest)

Adapt or Get Left Behind: Domain Adaptation through BERT Language Model Finetuning for Aspect-Target Sentiment Classification

International Conference on Language Resources and Evaluation (LREC), 2019
30 August 2019
A. Rietzler
Sebastian Stabinger
Paul Opitz
Stefan Engl
ArXiv (abs)PDFHTML

Papers citing "Adapt or Get Left Behind: Domain Adaptation through BERT Language Model Finetuning for Aspect-Target Sentiment Classification"

50 / 78 papers shown
Structure-Attribute Transformations with Markov Chain Boost Graph Domain Adaptation
Structure-Attribute Transformations with Markov Chain Boost Graph Domain Adaptation
Zhen Liu
Yongtao Zhang
Shaobo Ren
Yuxin You
144
0
0
25 Sep 2025
Domain-Adaptive Pre-Training for Arabic Aspect-Based Sentiment Analysis: A Comparative Study of Domain Adaptation and Fine-Tuning Strategies
Domain-Adaptive Pre-Training for Arabic Aspect-Based Sentiment Analysis: A Comparative Study of Domain Adaptation and Fine-Tuning Strategies
Salha Alyami
A. Jamal
Areej M. Alhothali
200
1
0
20 Sep 2025
Enhanced Multimodal Aspect-Based Sentiment Analysis by LLM-Generated Rationales
Enhanced Multimodal Aspect-Based Sentiment Analysis by LLM-Generated RationalesInternational Conference on Neural Information Processing (ICONIP), 2025
Jun Cao
Jiyi Li
Ziwei Yang
Renjie Zhou
450
3
0
20 May 2025
Performance Evaluation of Emotion Classification in Japanese Using RoBERTa and DeBERTa
Performance Evaluation of Emotion Classification in Japanese Using RoBERTa and DeBERTa
Yoichi Takenaka
405
1
0
22 Apr 2025
Automating Violence Detection and Categorization from Ancient Texts
Automating Violence Detection and Categorization from Ancient Texts
Alhassan Abdelhalim
Michaela Regneri
277
0
0
11 Mar 2025
Multi-Task Learning with LLMs for Implicit Sentiment Analysis:
  Data-level and Task-level Automatic Weight Learning
Multi-Task Learning with LLMs for Implicit Sentiment Analysis: Data-level and Task-level Automatic Weight Learning
Wenna Lai
H. Xie
Guandong Xu
Qing Li
275
0
0
12 Dec 2024
BANER: Boundary-Aware LLMs for Few-Shot Named Entity Recognition
BANER: Boundary-Aware LLMs for Few-Shot Named Entity RecognitionInternational Conference on Computational Linguistics (COLING), 2024
Quanjiang Guo
Yihong Dong
Ling Tian
Zhao Kang
Yu Zhang
Sijie Wang
353
8
0
03 Dec 2024
Aspect-Based Sentiment Analysis Techniques: A Comparative Study
Aspect-Based Sentiment Analysis Techniques: A Comparative Study
Dineth Jayakody
Koshila Isuranda
A. V. A. Malkith
Nisansa de Silva
Sachintha Rajith Ponnamperuma
G. Sandamali
K. L. Sudheera
284
11
0
03 Jul 2024
RVISA: Reasoning and Verification for Implicit Sentiment Analysis
RVISA: Reasoning and Verification for Implicit Sentiment Analysis
Wenna Lai
H. Xie
Guandong Xu
Qing Li
LRM
261
11
0
02 Jul 2024
Bag of Lies: Robustness in Continuous Pre-training BERT
Bag of Lies: Robustness in Continuous Pre-training BERT
I. Gevers
Walter Daelemans
254
1
0
14 Jun 2024
Aspect-based Sentiment Evaluation of Chess Moves (ASSESS): an NLP-based
  Method for Evaluating Chess Strategies from Textbooks
Aspect-based Sentiment Evaluation of Chess Moves (ASSESS): an NLP-based Method for Evaluating Chess Strategies from Textbooks
Haifa Alrdahi
Riza Batista-Navarro
242
1
0
10 May 2024
DALLMi: Domain Adaption for LLM-based Multi-label Classifier
DALLMi: Domain Adaption for LLM-based Multi-label ClassifierPacific-Asia Conference on Knowledge Discovery and Data Mining (PAKDD), 2024
Miruna Betianu
Abele Malan
Marco Aldinucci
Robert Birke
Lydia Y. Chen
312
8
0
03 May 2024
Aspect-Based Sentiment Analysis with Explicit Sentiment Augmentations
Aspect-Based Sentiment Analysis with Explicit Sentiment Augmentations
Jihong Ouyang
Zhiyao Yang
Silong Liang
Bing Wang
Yimeng Wang
Ximing Li
184
20
0
18 Dec 2023
Cross-Domain Robustness of Transformer-based Keyphrase Generation
Cross-Domain Robustness of Transformer-based Keyphrase Generation
Anna Glazkova
Dmitry A. Morozov
168
2
0
17 Dec 2023
Content-Localization based Neural Machine Translation for Informal
  Dialectal Arabic: Spanish/French to Levantine/Gulf Arabic
Content-Localization based Neural Machine Translation for Informal Dialectal Arabic: Spanish/French to Levantine/Gulf Arabic
Fatimah Alzamzami
Abdulmotaleb El Saddik
167
0
0
12 Dec 2023
Syntactic Fusion: Enhancing Aspect-Level Sentiment Analysis Through
  Multi-Tree Graph Integration
Syntactic Fusion: Enhancing Aspect-Level Sentiment Analysis Through Multi-Tree Graph Integration
Jane Sunny
Tom Padraig
Roggie Terry
Woods Ali
245
1
0
28 Nov 2023
Content-Localization based System for Analyzing Sentiment and Hate
  Behaviors in Low-Resource Dialectal Arabic: English to Levantine and Gulf
Content-Localization based System for Analyzing Sentiment and Hate Behaviors in Low-Resource Dialectal Arabic: English to Levantine and Gulf
Fatimah Alzamzami
Abdulmotaleb El Saddik
207
1
0
27 Nov 2023
Joint Learning of Local and Global Features for Aspect-based Sentiment Classification
Joint Learning of Local and Global Features for Aspect-based Sentiment Classification
Hao Niu
Yun Xiong
Xiaosu Wang
Philip S. Yu
460
1
0
02 Nov 2023
The Sentiment Problem: A Critical Survey towards Deconstructing
  Sentiment Analysis
The Sentiment Problem: A Critical Survey towards Deconstructing Sentiment AnalysisConference on Empirical Methods in Natural Language Processing (EMNLP), 2023
Pranav Narayanan Venkit
Mukund Srinath
Sanjana Gautam
Saranya Venkatraman
Vipul Gupta
R. Passonneau
Shomir Wilson
247
20
0
18 Oct 2023
Document-Level Supervision for Multi-Aspect Sentiment Analysis Without
  Fine-grained Labels
Document-Level Supervision for Multi-Aspect Sentiment Analysis Without Fine-grained Labels
Kasturi Bhattacharjee
Rashmi Gangadharaiah
131
2
0
10 Oct 2023
How to Handle Different Types of Out-of-Distribution Scenarios in
  Computational Argumentation? A Comprehensive and Fine-Grained Field Study
How to Handle Different Types of Out-of-Distribution Scenarios in Computational Argumentation? A Comprehensive and Fine-Grained Field StudyAnnual Meeting of the Association for Computational Linguistics (ACL), 2023
Andreas Waldis
Yufang Hou
Iryna Gurevych
366
5
0
15 Sep 2023
Adapting Foundation Models for Information Synthesis of Wireless
  Communication Specifications
Adapting Foundation Models for Information Synthesis of Wireless Communication Specifications
Manikanta Kotaru
288
11
0
08 Aug 2023
Improving Aspect-Based Sentiment with End-to-End Semantic Role Labeling
  Model
Improving Aspect-Based Sentiment with End-to-End Semantic Role Labeling ModelRecent Advances in Natural Language Processing (RANLP), 2023
P. Pribán
O. Pražák
209
7
0
27 Jul 2023
Towards Robust Aspect-based Sentiment Analysis through
  Non-counterfactual Augmentations
Towards Robust Aspect-based Sentiment Analysis through Non-counterfactual Augmentations
Xinyu Liu
Yanl Ding
Kaikai An
Chunyang Xiao
Pranava Madhyastha
Tong Xiao
Jingbo Zhu
194
2
0
24 Jun 2023
A Novel Counterfactual Data Augmentation Method for Aspect-Based
  Sentiment Analysis
A Novel Counterfactual Data Augmentation Method for Aspect-Based Sentiment AnalysisAsian Conference on Machine Learning (ACML), 2023
Dongming Wu
Lulu Wen
Chao Chen
Zhaoshu Shi
240
6
0
20 Jun 2023
Reasoning Implicit Sentiment with Chain-of-Thought Prompting
Reasoning Implicit Sentiment with Chain-of-Thought PromptingAnnual Meeting of the Association for Computational Linguistics (ACL), 2023
Hao Fei
Bobo Li
Qian Liu
Lidong Bing
Fei Li
Tat-Seng Chua
ReLMLRM
380
154
0
18 May 2023
CliMedBERT: A Pre-trained Language Model for Climate and Health-related
  Text
CliMedBERT: A Pre-trained Language Model for Climate and Health-related Text
Babak Jalalzadeh
Hasan
A. BellSadid
217
9
0
01 Dec 2022
On the Domain Adaptation and Generalization of Pretrained Language
  Models: A Survey
On the Domain Adaptation and Generalization of Pretrained Language Models: A Survey
Xu Guo
Han Yu
LM&MAVLM
364
35
0
06 Nov 2022
Causal Intervention Improves Implicit Sentiment Analysis
Causal Intervention Improves Implicit Sentiment AnalysisInternational Conference on Computational Linguistics (COLING), 2022
Siyin Wang
Jie Zhou
Changzhi Sun
Junjie Ye
Tao Gui
Tao Gui
Xuanjing Huang
190
29
0
19 Aug 2022
Aspect-Based Sentiment Analysis using Local Context Focus Mechanism with
  DeBERTa
Aspect-Based Sentiment Analysis using Local Context Focus Mechanism with DeBERTa
Tianyu Zhao
Junping Du
Zhe Xue
Ang Li
Zeli Guan
303
12
0
06 Jul 2022
CS-UM6P at SemEval-2022 Task 6: Transformer-based Models for Intended
  Sarcasm Detection in English and Arabic
CS-UM6P at SemEval-2022 Task 6: Transformer-based Models for Intended Sarcasm Detection in English and ArabicInternational Workshop on Semantic Evaluation (SemEval), 2022
Abdelkader El Mahdaouy
Abdellah El Mekki
Kabil Essefar
Abderrahman Skiredj
Ismail Berrada
145
12
0
16 Jun 2022
Task Transfer and Domain Adaptation for Zero-Shot Question Answering
Task Transfer and Domain Adaptation for Zero-Shot Question AnsweringWorkshop on Deep Learning Approaches for Low-Resource Natural Language Processing (ALNLP), 2022
X. Pan
Alex Sheng
David R Shimshoni
Aditya Singhal
Sara Rosenthal
Avirup Sil
174
4
0
14 Jun 2022
Multi-Domain Targeted Sentiment Analysis
Multi-Domain Targeted Sentiment AnalysisNorth American Chapter of the Association for Computational Linguistics (NAACL), 2022
Orith Toledo-Ronen
Matan Orbach
Yoav Katz
Noam Slonim
199
8
0
08 May 2022
Improving the Generalizability of Depression Detection by Leveraging
  Clinical Questionnaires
Improving the Generalizability of Depression Detection by Leveraging Clinical QuestionnairesAnnual Meeting of the Association for Computational Linguistics (ACL), 2022
Thong Nguyen
Andrew Yates
Ayah Zirikly
Bart Desmet
Arman Cohan
AI4MH
204
64
0
21 Apr 2022
DAME: Domain Adaptation for Matching Entities
DAME: Domain Adaptation for Matching EntitiesWeb Search and Data Mining (WSDM), 2022
M. Trabelsi
J. Heflin
Jin Cao
206
16
0
20 Apr 2022
Dynamically Refined Regularization for Improving Cross-corpora Hate
  Speech Detection
Dynamically Refined Regularization for Improving Cross-corpora Hate Speech DetectionFindings (Findings), 2022
Tulika Bose
Nikolaos Aletras
Irina Illina
Dominique Fohr
285
6
0
23 Mar 2022
Cluster & Tune: Boost Cold Start Performance in Text Classification
Cluster & Tune: Boost Cold Start Performance in Text ClassificationAnnual Meeting of the Association for Computational Linguistics (ACL), 2022
Eyal Shnarch
Ariel Gera
Alon Halfon
Lena Dankin
Leshem Choshen
R. Aharonov
Noam Slonim
228
25
0
20 Mar 2022
Evaluating BERT-based Pre-training Language Models for Detecting
  Misinformation
Evaluating BERT-based Pre-training Language Models for Detecting Misinformation
Rini Anggrainingsih
Ghulam Mubashar Hassan
A. Datta
180
12
0
15 Mar 2022
Towards Unifying the Label Space for Aspect- and Sentence-based
  Sentiment Analysis
Towards Unifying the Label Space for Aspect- and Sentence-based Sentiment AnalysisFindings (Findings), 2022
Yiming Zhang
Min Zhang
Sai Wu
Jiaqi Zhao
168
17
0
14 Mar 2022
A Survey on Aspect-Based Sentiment Analysis: Tasks, Methods, and
  Challenges
A Survey on Aspect-Based Sentiment Analysis: Tasks, Methods, and ChallengesIEEE Transactions on Knowledge and Data Engineering (TKDE), 2022
Wenxuan Zhang
Xin Li
Yang Deng
Lidong Bing
W. Lam
366
375
0
02 Mar 2022
Efficient Hierarchical Domain Adaptation for Pretrained Language Models
Efficient Hierarchical Domain Adaptation for Pretrained Language Models
Alexandra Chronopoulou
Matthew E. Peters
Jesse Dodge
288
46
0
16 Dec 2021
Domain-oriented Language Pre-training with Adaptive Hybrid Masking and
  Optimal Transport Alignment
Domain-oriented Language Pre-training with Adaptive Hybrid Masking and Optimal Transport Alignment
Denghui Zhang
Zixuan Yuan
Yanchi Liu
Hao Liu
Fuzhen Zhuang
Hui Xiong
Haifeng Chen
VLM
191
5
0
01 Dec 2021
Human-in-the-Loop Disinformation Detection: Stance, Sentiment, or
  Something Else?
Human-in-the-Loop Disinformation Detection: Stance, Sentiment, or Something Else?
Alexander Michael Daniel
285
2
0
09 Nov 2021
Learning Implicit Sentiment in Aspect-based Sentiment Analysis with
  Supervised Contrastive Pre-Training
Learning Implicit Sentiment in Aspect-based Sentiment Analysis with Supervised Contrastive Pre-TrainingConference on Empirical Methods in Natural Language Processing (EMNLP), 2021
Zhengyan Li
Yicheng Zou
Chong Zhang
Tao Gui
Zhongyu Wei
SSL
125
134
0
03 Nov 2021
Efficient Domain Adaptation of Language Models via Adaptive Tokenization
Efficient Domain Adaptation of Language Models via Adaptive Tokenization
Vin Sachidananda
Jason S Kessler
Yi-An Lai
243
52
0
15 Sep 2021
Open Aspect Target Sentiment Classification with Natural Language
  Prompts
Open Aspect Target Sentiment Classification with Natural Language PromptsConference on Empirical Methods in Natural Language Processing (EMNLP), 2021
Ronald Seoh
Ian Birle
Mrinal Tak
Haw-Shiuan Chang
B. Pinette
Alfred Hough
164
70
0
08 Sep 2021
AR-BERT: Aspect-relation enhanced Aspect-level Sentiment Classification
  with Multi-modal Explanations
AR-BERT: Aspect-relation enhanced Aspect-level Sentiment Classification with Multi-modal ExplanationsThe Web Conference (WWW), 2021
Sk Mainul Islam
Sourangshu Bhattacharya
204
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26 Aug 2021
Position-based Contributive Embeddings for Aspect-Based Sentiment
  Analysis
Position-based Contributive Embeddings for Aspect-Based Sentiment Analysis
Zijian Zhang
Chenxi Zhang
Jiangfeng Li
Qinpei Zhao
184
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0
11 Aug 2021
Explicit Interaction Network for Aspect Sentiment Triplet Extraction
Explicit Interaction Network for Aspect Sentiment Triplet Extraction
Peiyi Wang
Tianyu Liu
Damai Dai
Runxin Xu
Baobao Chang
Zhifang Sui
225
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21 Jun 2021
Exploiting Position Bias for Robust Aspect Sentiment Classification
Exploiting Position Bias for Robust Aspect Sentiment ClassificationFindings (Findings), 2021
Fangjie Ma
Chen Zhang
D. Song
135
22
0
29 May 2021
12
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