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InfoSys 2025 Congress
March 09, 2025 to March 13, 2025 - Lisbon, Portugal
- ICNS 2025, The Twenty-Second International Conference on Networking and Services
- ICAS 2025, The Twenty-Second International Conference on Autonomic and Autonomous Systems
- ENERGY 2025, The Fifteenth International Conference on Smart Grids, Green Communications and IT Energy-aware Technologies
- WEB 2025, The Thirteenth International Conference on Building and Exploring Web Based Environments
- DBKDA 2025, The Seventeenth International Conference on Advances in Databases, Knowledge, and Data Applications
- SIGNAL 2025, The Tenth International Conference on Advances in Signal, Image and Video Processing
- BIOTECHNO 2025, The Seventeenth International Conference on Bioinformatics, Biocomputational Systems and Biotechnologies
- AIHealth 2025, The Second International Conference on AI-Health
InfoWare 2025 Congress
March 09, 2025 to March 13, 2025 - Lisbon, Portugal
- ICCGI 2025, The Twentieth International Multi-Conference on Computing in the Global Information Technology
- ICWMC 2025, The Twenty-Second International Conference on Wireless and Mobile Communications
- VEHICULAR 2025, The Fourteenth International Conference on Advances in Vehicular Systems, Technologies and Applications
- INTERNET 2025, The Seventeenth International Conference on Evolving Internet
- COLLA 2025, The Fifteenth International Conference on Advanced Collaborative Networks, Systems and Applications
- INTELLI 2025, The Fourteenth International Conference on Intelligent Systems and Applications
- VISUAL 2025, The Tenth International Conference on Applications and Systems of Visual Paradigms
- HUSO 2025, The Eleventh International Conference on Human and Social Analytics
- BRAININFO 2025, The Tenth International Conference on Neuroscience and Cognitive Brain Information
DataSys 2025 Congress
April 06, 2025 to April 10, 2025 - Valencia, Spain
- AICT 2025, The Twenty-Second Advanced International Conference on Telecommunications
- ICIW 2025, The Twentieth International Conference on Internet and Web Applications and Services
- ICIMP 2025, The Twentieth International Conference on Internet Monitoring and Protection
- SMART 2025, The Fourteenth International Conference on Smart Cities, Systems, Devices and Technologies
- IMMM 2025, The Fifteenth International Conference on Advances in Information Mining and Management
- INFOCOMP 2025, The Fifteenth International Conference on Advanced Communications and Computation
- MOBILITY 2025, The Fifteenth International Conference on Mobile Services, Resources, and Users
- SPWID 2025, The Eleventh International Conference on Smart Portable, Wearable, Implantable and Disability-oriented Devices and Systems
- ACCSE 2025, The Tenth International Conference on Advances in Computation, Communications and Services
ComputationWorld 2025 Congress
April 06, 2025 to April 10, 2025 - Valencia, Spain
- SERVICE COMPUTATION 2025, The Seventeenth International Conference on Advanced Service Computing
- CLOUD COMPUTING 2025, The Sixteenth International Conference on Cloud Computing, GRIDs, and Virtualization
- FUTURE COMPUTING 2025, The Seventeenth International Conference on Future Computational Technologies and Applications
- COGNITIVE 2025, The Seventeenth International Conference on Advanced Cognitive Technologies and Applications
- ADAPTIVE 2025, The Seventeenth International Conference on Adaptive and Self-Adaptive Systems and Applications
- CONTENT 2025, The Seventeenth International Conference on Creative Content Technologies
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NexComm 2025 Congress
May 18, 2025 to May 22, 2025 - Nice, France
- ICDT 2025, The Twentieth International Conference on Digital Telecommunications
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DigitalWorld 2025 Congress
May 18, 2025 to May 22, 2025 - Nice, France
- ICDS 2025, The Nineteenth International Conference on Digital Society
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- eTELEMED 2025, The Seventeenth International Conference on eHealth, Telemedicine, and Social Medicine
- eLmL 2025, The Seventeenth International Conference on Mobile, Hybrid, and On-line Learning
- eKNOW 2025, The Seventeenth International Conference on Information, Process, and Knowledge Management
- ALLSENSORS 2025, The Tenth International Conference on Advances in Sensors, Actuators, Metering and Sensing
- SMART ACCESSIBILITY 2025, The Tenth International Conference on Universal Accessibility in the Internet of Things and Smart Environments
IARIA Congress 2025, The 2025 IARIA Annual Congress on Frontiers in Science, Technology, Services, and Applications
July 06, 2025 to July 10, 2025 - Athens, Greece
DigiTech 2025 Congress
July 06, 2025 to July 10, 2025 - Athens, Greece
- DIGITAL 2025, Advances on Societal Digital Transformation
- IoTAI 2025, The Second International Conference on IoT-AI
- GPTMB 2025, The Second International Conference on Generative Pre-trained Transformer Models and Beyond
NexTech 2025 Congress
September 28, 2025 to October 02, 2025 - Lisbon, Portugal
- UBICOMM 2025, The Nineteenth International Conference on Mobile Ubiquitous Computing, Systems, Services and Technologies
- ADVCOMP 2025, The Nineteenth International Conference on Advanced Engineering Computing and Applications in Sciences
- SEMAPRO 2025, The Nineteenth International Conference on Advances in Semantic Processing
- AMBIENT 2025, The Fifteenth International Conference on Ambient Computing, Applications, Services and Technologies
- EMERGING 2025, The Seventeenth International Conference on Emerging Networks and Systems Intelligence
- DATA ANALYTICS 2025, The Fourteenth International Conference on Data Analytics
- GLOBAL HEALTH 2025, The Fourteenth International Conference on Global Health Challenges
- CYBER 2025, The Tenth International Conference on Cyber-Technologies and Cyber-Systems
SoftNet 2025 Congress
September 28, 2025 to October 02, 2025 - Lisbon, Portugal
- ICSEA 2025, The Twentieth International Conference on Software Engineering Advances
- ICSNC 2025, The Twentieth International Conference on Systems and Networks Communications
- CENTRIC 2025, The Eighteenth International Conference on Advances in Human-oriented and Personalized Mechanisms, Technologies, and Services
- VALID 2025, The Seventeenth International Conference on Advances in System Testing and Validation Lifecycle
- SIMUL 2025, The Seventeenth International Conference on Advances in System Simulation
- SOTICS 2025, The Fifteenth International Conference on Social Media Technologies, Communication, and Informatics
- INNOV 2025, The Fourteenth International Conference on Communications, Computation, Networks and Technologies
- AISyS 2025, The Second International Conference on AI-based Systems and Services
SocSys 2025 Congress
October 26, 2025 to October 30, 2025 - Barcelona, Spain
NetWare 2025 Congress
October 26, 2025 to October 30, 2025 - Barcelona, Spain
- SENSORCOMM 2025, The Nineteenth International Conference on Sensor Technologies and Applications
- SENSORDEVICES 2025, The Sixteenth International Conference on Sensor Device Technologies and Applications
- SECURWARE 2025, The Nineteenth International Conference on Emerging Security Information, Systems and Technologies
- AFIN 2025, The Seventeenth International Conference on Advances in Future Internet
- CENICS 2025, The Eighteenth International Conference on Advances in Circuits, Electronics and Micro-electronics
- ICQNM 2025, The Nineteenth International Conference on Quantum, Nano/Bio, and Micro Technologies
- FASSI 2025, The Eleventh International Conference on Fundamentals and Advances in Software Systems Integration
- GREEN 2025, The Tenth International Conference on Green Communications, Computing and Technologies
- HEALTHINFO 2025, The Tenth International Conference on Informatics and Assistive Technologies for Health-Care, Medical Support and Wellbeing
TechWorld 2025 Congress
October 26, 2025 to October 30, 2025 - Barcelona, Spain
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ThinkMind // eKNOW 2024, The Sixteenth International Conference on Information, Process, and Knowledge Management // View article eknow_2024_1_20_60010
Intermediate-Task Transfer Learning: Leveraging Sarcasm Detection for Stance Detection
 Authors:
Gibson Nkhata
Susan Gauch Keywords: Stance detection; sarcasm detection; transfer learning; BERT; RoBERTa. Abstract:
Stance Detection (SD) in the context of social media has emerged as a prominent area of interest with implications for social, business, and political applications, thereby garnering escalating research attention within the realm of Natural Language Processing (NLP). The inherent subtlety, nuance, and complexity of texts procured from online platforms via crowdsourcing pose challenges for SD algorithms in accurately discerning the author’s stance. Particularly, the inclusion of sarcastic and figurative language drastically impacts the performance of SD models. This paper addresses this challenge by employing sarcasm detection intermediate-task transfer learning tailored for SD. The proposed methodology involves the fine-tuning of BERT and RoBERTa and the sequential concatenation of convolutional, bidirectional LSTM, and dense layers. Rigorous experiments are conducted on publicly available benchmark datasets to evaluate our transfer-learning framework. The performance of the approach is assessed against various state-of-the-art (SOTA) baselines for SD, providing empirical evidence of its effectiveness. Notably, our model outperforms the best SOTA models, achieving average F1-score gaps of 0.038 and 0.053 on the SemEval 2016 Task 6A Dataset (SemEval) and Multi-Perspective Consumer Health Query Data (MPCHI), respectively, even prior to sarcasm detection pre-training. The integration of sarcasm knowledge into the model proves instrumental in mitigating misclassifications of sarcastic textual elements in SD. Our model accurately predicts 85% of texts that were previously misclassified by the model without sarcasm-detection pre-training, thereby amplifying the average F1-score of the model. Furthermore, our experiments revealed that the success of the transfer-learning framework is contingent upon the correlation of lexical attributes between the intermediate task (sarcasm detection) and the target task (SD). This study represents the first exploration of sarcasm detection as an intermediate transfer-learning task in the context of SD and simultaneously exploits the concatenation of BERT or RoBERTa with other deep-learning techniques, establishing the proposed approach as a foundational baseline for future research endeavors in this domain. Pages: 7 to 14 Copyright: Copyright (c) IARIA, 2024 Publication date: May 26, 2024 Published in: conference ISSN: 2308-4375 ISBN: 978-1-68558-165-7 Location: Barcelona, Spain Dates: from May 26, 2024 to May 30, 2024
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