@inproceedings{semeval2026_task9_hausanlp,
  title = {{Team HausaNLP at SemEval-2026 Task 9: Tackling Class Imbalance in Low-Resource Hausa Polarization Detection}},
  author = {Faisal Muhammad Adam and Sani Aji and Lukman Jibril Aliyu and Abdulhamid Abubakar},
  year = {2026},
  booktitle = {{Proceedings of the 20th International Workshop on Semantic Evaluation (SemEval-2026)}},
  address   = {San Diego, California},
  month     = {July},
  publisher = {Association for Computational Linguistics},
}

@inproceedings{semeval2026_task9_zhangpeng,
  title = {{zhangpeng at SemEval-2026 Task 9: Detecting Multilingual, Multicultural and Multievent Online Polarization}},
  author = {Zhang Peng and Lu Gehao},
  year = {2026},
  booktitle = {{Proceedings of the 20th International Workshop on Semantic Evaluation (SemEval-2026)}},
  address   = {San Diego, California},
  month     = {July},
  publisher = {Association for Computational Linguistics},
}

@inproceedings{semeval2026_task9_uit_polar,
  title = {{UIT-Polar at SemEval-2026 Task 9: Detecting Multilingual, Multicultural and Multievent Online Polarization}},
  author = {Tr\^{a}n, Ho\`{a}n},
  year = {2026},
  booktitle = {{Proceedings of the 20th International Workshop on Semantic Evaluation (SemEval-2026)}},
  address   = {San Diego, California},
  month     = {July},
  publisher = {Association for Computational Linguistics},
}

@inproceedings{semeval2026_task9_wangkongqiang,
  title = {{wangkongqiang at SemEval-2026 Task 9: Detecting Multilingual, Multicultural and Multievent Online Polarization}},
  author = {Wang Kongqiang and Tan Qingli},
  year = {2026},
  booktitle = {{Proceedings of the 20th International Workshop on Semantic Evaluation (SemEval-2026)}},
  address   = {San Diego, California},
  month     = {July},
  publisher = {Association for Computational Linguistics},
}

@inproceedings{semeval2026_task9_ozemi,
  title = {{OZemi at SemEval-2026 Task 9: A Cross-Lingual Approach to Online Text Polarization Classification Using Multilingual Models and Adaptive Loss Formulation}},
  author = {Hidetsune Takahashi and Eleale Nusi Tee and Aika Yu and Ruri Furukawa and Sooeun Kim and Shuta Niinomi and Dingyu Zhang and Emily Sofi Ohman},
  year = {2026},
  booktitle = {{Proceedings of the 20th International Workshop on Semantic Evaluation (SemEval-2026)}},
  address   = {San Diego, California},
  month     = {July},
  publisher = {Association for Computational Linguistics},
}

@inproceedings{semeval2026_task9_mdok_style,
  title = {{mdok-style at SemEval-2026 Task 9: Finetuning LLMs for Multilingual Polarization Detection}},
  author = {Dominik Macko and Alok Debnath and Jakub Simko},
  year = {2026},
  booktitle = {{Proceedings of the 20th International Workshop on Semantic Evaluation (SemEval-2026)}},
  address   = {San Diego, California},
  month     = {July},
  publisher = {Association for Computational Linguistics},
}

@inproceedings{semeval2026_task9_tralaleros,
  title = {{Tralaleros at SemEval-2026 Task 9: Multilingual Polarization Detection with Transformer-based Models}},
  author = {Dahl, Adrian and V\"{o}lckers, Bado and Mierzwa, Adam Jakub},
  year = {2026},
  booktitle = {{Proceedings of the 20th International Workshop on Semantic Evaluation (SemEval-2026)}},
  address   = {San Diego, California},
  month     = {July},
  publisher = {Association for Computational Linguistics},
}

@inproceedings{semeval2026_task9_counterfactuals,
  title = {{The Counterfactuals at SemEval-2026 Task 9: Can Counterfactually-Inspired Preprocessing Help Detect Polarization?}},
  author = {Teagan Johnson},
  year = {2026},
  booktitle = {{Proceedings of the 20th International Workshop on Semantic Evaluation (SemEval-2026)}},
  address   = {San Diego, California},
  month     = {July},
  publisher = {Association for Computational Linguistics},
}

@inproceedings{semeval2026_task9_alphalyrae,
  title = {{AlphaLyrae at SemEval-2026 Task 9: Metric Learning and Asymmetric Loss for Chinese Polarization Analysis}},
  author = {Minh-Hoang Le and Khoan Khac Phung},
  year = {2026},
  booktitle = {{Proceedings of the 20th International Workshop on Semantic Evaluation (SemEval-2026)}},
  address   = {San Diego, California},
  month     = {July},
  publisher = {Association for Computational Linguistics},
}

@inproceedings{semeval2026_task9_duth,
  title = {{DUTH at SemEval-2026 Task 9: Joint Multilingual Fine-Tuning for Online Polarization Detection}},
  author = {Georgios Arampatzis and Avi Arampatzis},
  year = {2026},
  booktitle = {{Proceedings of the 20th International Workshop on Semantic Evaluation (SemEval-2026)}},
  address   = {San Diego, California},
  month     = {July},
  publisher = {Association for Computational Linguistics},
}

@inproceedings{semeval2026_task9_ynu_hpcc,
  title = {{YNU-HPCC at SemEval-2026 Task 9: Hybrid Augmentation and Regularization Strategies for Multilingual Polarization Type Classification}},
  author = {Di Bao and Jin Wang and Xuejie Zhang},
  year = {2026},
  booktitle = {{Proceedings of the 20th International Workshop on Semantic Evaluation (SemEval-2026)}},
  address   = {San Diego, California},
  month     = {July},
  publisher = {Association for Computational Linguistics},
}

@inproceedings{semeval2026_task9_aivengers,
  title = {{AIvengers at SemEval-2026 Task 9: Utilizing Language Specific Encoders for Multilingual Text Classification}},
  author = {Boon Elschenbroich and Lars Britz},
  year = {2026},
  booktitle = {{Proceedings of the 20th International Workshop on Semantic Evaluation (SemEval-2026)}},
  address   = {San Diego, California},
  month     = {July},
  publisher = {Association for Computational Linguistics},
}

@inproceedings{semeval2026_task9_descenders,
  title = {{Gradient Descenders at SemEval-2026 Task 9: Data-Centric Counterfactual Augmentation for Multi-Label Hate Speech Detection}},
  author = {Tran Phuoc Thanh Nhan and Dang Van Thin},
  year = {2026},
  booktitle = {{Proceedings of the 20th International Workshop on Semantic Evaluation (SemEval-2026)}},
  address   = {San Diego, California},
  month     = {July},
  publisher = {Association for Computational Linguistics},
}

@inproceedings{semeval2026_task9_smash,
  title = {{SMASH at SemEval-2026 Task 9: Detecting Multilingual Polarisation with Encoder Ensembles and Calibrated Decision Thresholds}},
  author = {Zahra Bokaei and Alessandra Terranova and Yi Zheng and Tom Bidewell and Bjorn Ross},
  year = {2026},
  booktitle = {{Proceedings of the 20th International Workshop on Semantic Evaluation (SemEval-2026)}},
  address   = {San Diego, California},
  month     = {July},
  publisher = {Association for Computational Linguistics},
}

@inproceedings{semeval2026_task9_poldeck,
  title = {{PolDeck at SemEval-2026 Task 9: Multilingual Online Polarization Detection via Hybrid Model Ensembling and Data Augmentation}},
  author = {Ben Grandy and Daniel Khir},
  year = {2026},
  booktitle = {{Proceedings of the 20th International Workshop on Semantic Evaluation (SemEval-2026)}},
  address   = {San Diego, California},
  month     = {July},
  publisher = {Association for Computational Linguistics},
}

@inproceedings{semeval2026_task9_descenders_144,
  title = {{Stochastic Gradient Descenders at SemEval-2026 Task 9: Few-Shot LLM Prompting for Polarization Type Classification}},
  author = {Huynh Nguyen Phu and Dang Van Thin},
  year = {2026},
  booktitle = {{Proceedings of the 20th International Workshop on Semantic Evaluation (SemEval-2026)}},
  address   = {San Diego, California},
  month     = {July},
  publisher = {Association for Computational Linguistics},
}

@inproceedings{semeval2026_task9_cuet_823,
  title = {{CUET-823 at SemEval-2026 Task 9: LoRA-Based Instruction Fine-Tuning of LLMs vs. Transformer Models for Bengali Polarization Detection}},
  author = {Arpita Mallik and Ratnajit Dhar},
  year = {2026},
  booktitle = {{Proceedings of the 20th International Workshop on Semantic Evaluation (SemEval-2026)}},
  address   = {San Diego, California},
  month     = {July},
  publisher = {Association for Computational Linguistics},
}

@inproceedings{semeval2026_task9_pfr812,
  title = {{pfr812 at SemEval-2026 Task 9: Multilingual Polarization Detection via Hybrid XLM-RoBERTa with Targeted Data Augmentation and Imbalance-Aware Training}},
  author = {Antoine Durand and R\'{e}mi Hamon and Matthieu Pereira and Nathan Boucneau and Paul Cintra},
  year = {2026},
  booktitle = {{Proceedings of the 20th International Workshop on Semantic Evaluation (SemEval-2026)}},
  address   = {San Diego, California},
  month     = {July},
  publisher = {Association for Computational Linguistics},
}

@inproceedings{semeval2026_task9_nycu_nlp,
  title = {{NYCU-NLP at SemEval-2026 Task 9: Stacking Small Language Models for Multilingual, Multicultural and Multievent Polarization Detection}},
  author = {Ding-Xiang Lin and Po-Chun Chu and Lung-Hao Lee},
  year = {2026},
  booktitle = {{Proceedings of the 20th International Workshop on Semantic Evaluation (SemEval-2026)}},
  address   = {San Diego, California},
  month     = {July},
  publisher = {Association for Computational Linguistics},
}

@inproceedings{semeval2026_task9_uned,
  title = {{UNED at SemEval-2026 Task 9: Sentiment-Aware Transformer Models with Back-Translation Augmentation for Online polarisation Detection}},
  author = {Victor Manuel García Sanabria and Álvaro Rodrigo and Roberto Centeno},
  year = {2026},
  booktitle = {{Proceedings of the 20th International Workshop on Semantic Evaluation (SemEval-2026)}},
  address   = {San Diego, California},
  month     = {July},
  publisher = {Association for Computational Linguistics},
}

@inproceedings{semeval2026_task9_polarizedteam,
  title = {{PolarizedTeam at SemEval-2026 Task 9: Detecting Multilingual, Multicultural and Multievent Online Polarization}},
  author = {Nestor, Maria and Al Shrafat, Maroan and Pe\c{s}te, Ioana and G\^{i}fu, Daniela and Trandab\u{a}\c{t}, Diana},
  year = {2026},
  booktitle = {{Proceedings of the 20th International Workshop on Semantic Evaluation (SemEval-2026)}},
  address   = {San Diego, California},
  month     = {July},
  publisher = {Association for Computational Linguistics},
}

@inproceedings{semeval2026_task9_mkj,
  title = {{MKJ at SemEval-2026 Task 9: A Comparative Study of Generalist, Specialist, and Ensemble Strategies for Multilingual Polarization}},
  author = {Maziar Kianimoghadam Jouneghani},
  year = {2026},
  booktitle = {{Proceedings of the 20th International Workshop on Semantic Evaluation (SemEval-2026)}},
  address   = {San Diego, California},
  month     = {July},
  publisher = {Association for Computational Linguistics},
}

@inproceedings{semeval2026_task9_vgu_m_tech_ai,
  title = {{VGU-M.Tech-AI at SemEval-2026: Multilingual Multi-Label Classification of Online Polarization Types via Weighted Transformer Fine-Tuning and Adaptive Per-Label Threshold Optimization}},
  author = {Abdulkadir Shehu Bichi and Jyoti Shekhawat},
  year = {2026},
  booktitle = {{Proceedings of the 20th International Workshop on Semantic Evaluation (SemEval-2026)}},
  address   = {San Diego, California},
  month     = {July},
  publisher = {Association for Computational Linguistics},
}

@inproceedings{semeval2026_task9_ilab_nlp,
  title = {{ILab-NLP at SemEval-2026 Task 9: Comparing XLM-RoBERTa and LLaMA-2 for Multilingual Polarization Detection}},
  author = {Declan Booth and Gavin Abercrombie and Simona Frenda},
  year = {2026},
  booktitle = {{Proceedings of the 20th International Workshop on Semantic Evaluation (SemEval-2026)}},
  address   = {San Diego, California},
  month     = {July},
  publisher = {Association for Computational Linguistics},
}

@inproceedings{semeval2026_task9_psk,
  title = {{PSK at SemEval-2026 Task 9: Multilingual Polarization Detection Using Ensemble Gemma Models with Synthetic Data Augmentation}},
  author = {Srikar Kashyap Pulipaka},
  year = {2026},
  booktitle = {{Proceedings of the 20th International Workshop on Semantic Evaluation (SemEval-2026)}},
  address   = {San Diego, California},
  month     = {July},
  publisher = {Association for Computational Linguistics},
}

@inproceedings{semeval2026_task9_phatthachdau,
  title = {{Phatthachdau at SemEval-2026 Task 9: A Multi-Stage Augment-Judge-Train Pipeline for Multilingual Online Polarization Detection}},
  author = {Phan Phat},
  year = {2026},
  booktitle = {{Proceedings of the 20th International Workshop on Semantic Evaluation (SemEval-2026)}},
  address   = {San Diego, California},
  month     = {July},
  publisher = {Association for Computational Linguistics},
}

@inproceedings{semeval2026_task9_cyut,
  title = {{CYUT at SemEval-2026 Task 9: Monolingual vs. Multilingual LoRA Tuning for Multicultural and Multievent Polarization Detection}},
  author = {Shih-Hung Wu and Yun-Kuang Liao and Shih-Siang Su and Yi-Min Jian},
  year = {2026},
  booktitle = {{Proceedings of the 20th International Workshop on Semantic Evaluation (SemEval-2026)}},
  address   = {San Diego, California},
  month     = {July},
  publisher = {Association for Computational Linguistics},
}

@inproceedings{semeval2026_task9_deepsemantics,
  title = {{DeepSemantics at SemEval-2026 Task 9: Label-Wise Optimization with Adaptive Focal Loss for Polarization Manifestation Identification}},
  author = {Eliasse Tiao and Josue Romaric Edou and Mahugnon Aime Loick Gohouede},
  year = {2026},
  booktitle = {{Proceedings of the 20th International Workshop on Semantic Evaluation (SemEval-2026)}},
  address   = {San Diego, California},
  month     = {July},
  publisher = {Association for Computational Linguistics},
}

@inproceedings{semeval2026_task9_utokyo_tsuruoka_lab,
  title = {{UTokyo Tsuruoka Lab at SemEval-2026 Task 9: Efficient Single Forward Pass Inference for Multi-Label Polarization Classification}},
  author = {Howard Tangkulung and Yoshimasa Tsuruoka},
  year = {2026},
  booktitle = {{Proceedings of the 20th International Workshop on Semantic Evaluation (SemEval-2026)}},
  address   = {San Diego, California},
  month     = {July},
  publisher = {Association for Computational Linguistics},
}

@inproceedings{semeval2026_task9_msqrd,
  title = {{MSqrd at SemEval-2026 Task 9: Detecting Multilingual, Multicultural and Multievent Online Polarization}},
  author = {Syeda Samah Daniyal and Muneeba Badar and Manal Hasan and Shifa Shah and Sandesh Kumar and Abdul Samad},
  year = {2026},
  booktitle = {{Proceedings of the 20th International Workshop on Semantic Evaluation (SemEval-2026)}},
  address   = {San Diego, California},
  month     = {July},
  publisher = {Association for Computational Linguistics},
}

@inproceedings{semeval2026_task9_reglat,
  title = {{REGLAT at SemEval-2026 Task 9: Enhancing Arabic Online Polarization Detection Using AraBERT and Synonym Replacement Augmentation}},
  author = {Ahmed Megahed Fetouh and Mariam Labib Francies and Nsrin Ashraf and Hamada Nayel and Rahmath Mohammed},
  year = {2026},
  booktitle = {{Proceedings of the 20th International Workshop on Semantic Evaluation (SemEval-2026)}},
  address   = {San Diego, California},
  month     = {July},
  publisher = {Association for Computational Linguistics},
}

@inproceedings{semeval2026_task9_yeze,
  title = {{YEZE at SemEval-2026 Task 9: Detecting Multilingual, Multicultural and Multievent Online Polarization via Heterogeneous Ensembling}},
  author = {Fengze Guo and Yue Chang},
  year = {2026},
  booktitle = {{Proceedings of the 20th International Workshop on Semantic Evaluation (SemEval-2026)}},
  address   = {San Diego, California},
  month     = {July},
  publisher = {Association for Computational Linguistics},
}

@inproceedings{semeval2026_task9_vectors,
  title = {{Semantic Vectors at SemEval-2026 Task 9: Robust Multilingual Polarization Detection via Dual-Encoder Fusion and Expert Ensembling}},
  author = {Ankit Dash and Priyanshu Mittal and Piyush Prashant and Sunil Saumya},
  year = {2026},
  booktitle = {{Proceedings of the 20th International Workshop on Semantic Evaluation (SemEval-2026)}},
  address   = {San Diego, California},
  month     = {July},
  publisher = {Association for Computational Linguistics},
}

@inproceedings{semeval2026_task9_an,
  title = {{Ping An at SemEval-2026 Task 9: Data Augmentation, Multitask Fine-tuning, and Model Fusion for Multilingual Polarization}},
  author = {Junxin Lin and Zhichao Meng and Lianxin Jiang},
  year = {2026},
  booktitle = {{Proceedings of the 20th International Workshop on Semantic Evaluation (SemEval-2026)}},
  address   = {San Diego, California},
  month     = {July},
  publisher = {Association for Computational Linguistics},
}

@inproceedings{semeval2026_task9_taien,
  title = {{Taien at SemEval-2026 Task 9: Multilingual Polarization Detection Using Transformer-based Models}},
  author = {Saida Islam Taien and Palash Hossen},
  year = {2026},
  booktitle = {{Proceedings of the 20th International Workshop on Semantic Evaluation (SemEval-2026)}},
  address   = {San Diego, California},
  month     = {July},
  publisher = {Association for Computational Linguistics},
}

@inproceedings{semeval2026_task9_transformer_1376,
  title = {{transformer\_1376 at SemEval-2026 Task 9: A Multi-Stage Pipeline with Calibrated Ensembles and Lexical Post-Processing for Online Polarization Detection in Bengali}},
  author = {Shuvodwip Saha and Pritha Saha},
  year = {2026},
  booktitle = {{Proceedings of the 20th International Workshop on Semantic Evaluation (SemEval-2026)}},
  address   = {San Diego, California},
  month     = {July},
  publisher = {Association for Computational Linguistics},
}

@inproceedings{semeval2026_task9_databees,
  title = {{DataBees at SemEval-2026 Task 9: Detecting Multilingual, Multicultural and Multievent Online Polarization}},
  author = {Tanisha Sriram and Sathvika Kamali Shankar and Sowmya Anand and Rajalakshmi Sivanaiah and Angel Deborah S and Mirnalinee TT},
  year = {2026},
  booktitle = {{Proceedings of the 20th International Workshop on Semantic Evaluation (SemEval-2026)}},
  address   = {San Diego, California},
  month     = {July},
  publisher = {Association for Computational Linguistics},
}

@inproceedings{semeval2026_task9_bears,
  title = {{PolAR Bears at SemEval-2026 Task 9: Parameter-Efficient Fine-Tuning and Cross-Lingual Augmentation for Multilingual Polarization Detection}},
  author = {Vinay Babu Ulli and Jyoti Kumari},
  year = {2026},
  booktitle = {{Proceedings of the 20th International Workshop on Semantic Evaluation (SemEval-2026)}},
  address   = {San Diego, California},
  month     = {July},
  publisher = {Association for Computational Linguistics},
}

@inproceedings{semeval2026_task9_aaron,
  title = {{Aaron at SemEval-2026 Task 9: Multilingual Polarization Detection using Transformer-Based Models with Class Weighting and Threshold Tuning}},
  author = {Aaron Bundi Anampiu},
  year = {2026},
  booktitle = {{Proceedings of the 20th International Workshop on Semantic Evaluation (SemEval-2026)}},
  address   = {San Diego, California},
  month     = {July},
  publisher = {Association for Computational Linguistics},
}

@inproceedings{semeval2026_task9_irel_iit_bhu,
  title = {{IReL\_IIT\&\#40;BHU\&\#41; at SemEval-2026 Task 9: Detecting Multilingual, Multicultural and Multievent Online Polarization}},
  author = {Soumadip Majumder and Arjun Mukherjee and Krishna Tewari and Sanjaya Kumar Lenka and Sukomal Pal},
  year = {2026},
  booktitle = {{Proceedings of the 20th International Workshop on Semantic Evaluation (SemEval-2026)}},
  address   = {San Diego, California},
  month     = {July},
  publisher = {Association for Computational Linguistics},
}

@inproceedings{semeval2026_task9_seals_nlp,
  title = {{Seals-NLP at SemEval-2026 Task 9: A Comparative Study of Transformer Architectures for Polarization Detection}},
  author = {Minh Smith and Cheryl Seals},
  year = {2026},
  booktitle = {{Proceedings of the 20th International Workshop on Semantic Evaluation (SemEval-2026)}},
  address   = {San Diego, California},
  month     = {July},
  publisher = {Association for Computational Linguistics},
}
%%%%
@inproceedings{semeval2026_task9_jat,
  title = {{Team JAT at SemEval-2026 Task 9: Enhancing Polarization Detection with Cross-Lingual Transfer and Feature Fusion}},
  author = {Aleksandra Matkowska and Taya Lin and Yu-Chun Chao},
  year = {2026},
  booktitle = {{Proceedings of the 20th International Workshop on Semantic Evaluation (SemEval-2026)}},
  address   = {San Diego, California},
  month     = {July},
  publisher = {Association for Computational Linguistics},
}

@inproceedings{semeval2026_task9_minds,
  title = {{MINDS at SemEval-2026 Task 9: A Multi-Paradigm Approach to Cross-Lingual Polarization Detection}},
  author = {Angelo Iannielli and Samuele Maroli and Marco Roberto and Stefano Sammartino and Valentino Vacirca and Claudio Savelli and Riccardo Coppola and Flavio Giobergia},
  year = {2026},
  booktitle = {{Proceedings of the 20th International Workshop on Semantic Evaluation (SemEval-2026)}},
  address   = {San Diego, California},
  month     = {July},
  publisher = {Association for Computational Linguistics},
}

@inproceedings{semeval2026_task9_university,
  title = {{AI4PC-Howard University at SemEval-2026 Task 9: Evaluating Teacher-Student Weak Supervision and Direct LLM Prompting for Multilingual Political Polarization Detection}},
  author = {Surangana Aryal and Saurav K. Aryal},
  year = {2026},
  booktitle = {{Proceedings of the 20th International Workshop on Semantic Evaluation (SemEval-2026)}},
  address   = {San Diego, California},
  month     = {July},
  publisher = {Association for Computational Linguistics},
}

@inproceedings{semeval2026_task9_upr,
  title = {{UPR at SemEval-2026 Task 9: Multi-Label Classification of Polarization in Urdu Text Across Multiple Social Dimensions}},
  author = {Inzmam Khadam and Zaufishan Mahmood and Junaid Rashid and Shamaila Hayat and Samira Kanwal},
  year = {2026},
  booktitle = {{Proceedings of the 20th International Workshop on Semantic Evaluation (SemEval-2026)}},
  address   = {San Diego, California},
  month     = {July},
  publisher = {Association for Computational Linguistics},
}

@inproceedings{semeval2026_task9_upr_369,
  title = {{UPR at SemEval-2026 Task 9: Polarization Detection in Urdu with Language-Specific Transformer and Data Augmentation}},
  author = {Alishba Wazir and Muhammad Asad Khan and Junaid Rashid and Shamaila Hayat and Samira Kanwal},
  year = {2026},
  booktitle = {{Proceedings of the 20th International Workshop on Semantic Evaluation (SemEval-2026)}},
  address   = {San Diego, California},
  month     = {July},
  publisher = {Association for Computational Linguistics},
}

@inproceedings{semeval2026_task9_upr_370,
  title = {{UPR at SemEval-2026 Task 9: Multi-Label Classification of Polarization Across Social Dimensions and Manifestation Identification in Urdu}},
  author = {Mtayyaba Shahzad and Inzmam Khadam and Zaufishan Mahmood and Junaid Rashid and Shamaila Hayat and Fakhar Ayub},
  year = {2026},
  booktitle = {{Proceedings of the 20th International Workshop on Semantic Evaluation (SemEval-2026)}},
  address   = {San Diego, California},
  month     = {July},
  publisher = {Association for Computational Linguistics},
}

@inproceedings{semeval2026_task9_servsocia,
  title = {{ServSocIA at Semeval-2026 Task 9: Evaluating Prompt Strategies for Polarization Detection}},
  author = {Altamirano, Jacob and P\'{e}rez, Mario Leon and Ruiz-Juarez, Bruno and Chiruzzo, Luis and Gomez-Adorno, Helena and Balouchzahi, Fazlourrahman},
  year = {2026},
  booktitle = {{Proceedings of the 20th International Workshop on Semantic Evaluation (SemEval-2026)}},
  address   = {San Diego, California},
  month     = {July},
  publisher = {Association for Computational Linguistics},
}

@inproceedings{semeval2026_task9_joshualee2,
  title = {{Joshualee2 at SemEval-2026 Task 9: Cross-Lingual Transformer-Based Polarization Detection}},
  author = {Joshua Lee},
  year = {2026},
  booktitle = {{Proceedings of the 20th International Workshop on Semantic Evaluation (SemEval-2026)}},
  address   = {San Diego, California},
  month     = {July},
  publisher = {Association for Computational Linguistics},
}

@inproceedings{semeval2026_task9_pingan_nlp,
  title = {{PingAn-NLP at SemEval-2026 Task 9: Multi-Stage Alignment via GRPO and Tiered Ensemble Voting for Multilingual Polarization Detection}},
  author = {Diyang Chen and Youzhen Pang},
  year = {2026},
  booktitle = {{Proceedings of the 20th International Workshop on Semantic Evaluation (SemEval-2026)}},
  address   = {San Diego, California},
  month     = {July},
  publisher = {Association for Computational Linguistics},
}

@inproceedings{semeval2026_task9_submission_394,
  title = {{Multi-Label Polarization Classification with twHIN-BERT and SCUT Threshold Optimization}},
  author = {Vandici, Ilinca and {\AA}dne Skj{\ae}veland J{\o}ssing and Viest\"{a}dt, Lukas},
  year = {2026},
  booktitle = {{Proceedings of the 20th International Workshop on Semantic Evaluation (SemEval-2026)}},
  address   = {San Diego, California},
  month     = {July},
  publisher = {Association for Computational Linguistics},
}

@inproceedings{semeval2026_task9_digis_fbk,
  title = {{DigiS-FBK at SemEval-2026 Task 9: Multi-task Learning for Multilingual and Cross-cultural Polarization Classification}},
  author = {Veronica Orsanigo and Alan Ramponi and Elisa Leonardelli},
  year = {2026},
  booktitle = {{Proceedings of the 20th International Workshop on Semantic Evaluation (SemEval-2026)}},
  address   = {San Diego, California},
  month     = {July},
  publisher = {Association for Computational Linguistics},
}

@inproceedings{semeval2026_task9_polafusion,
  title = {{PolaFusion at SemEval-2026 Task 9: Ensemble Transformers with Targeted Augmentation for Multilingual Polarization Detection}},
  author = {Abdullah Mohammad},
  year = {2026},
  booktitle = {{Proceedings of the 20th International Workshop on Semantic Evaluation (SemEval-2026)}},
  address   = {San Diego, California},
  month     = {July},
  publisher = {Association for Computational Linguistics},
}

@inproceedings{semeval2026_task9_nlp_cimat,
  title = {{NLP-CIMAT at SemEval-2026 Task 9: LLM-Based One-Shot and Cross-Lingual Data Augmentation for Polarization Detection}},
  author = {Miriam Calderon-Reyes and Fernando Sanchez-Vega and Adrian Pastor Lopez-Monroy},
  year = {2026},
  booktitle = {{Proceedings of the 20th International Workshop on Semantic Evaluation (SemEval-2026)}},
  address   = {San Diego, California},
  month     = {July},
  publisher = {Association for Computational Linguistics},
}

@inproceedings{semeval2026_task9_argonauts,
  title = {{The Argonauts at SemEval-2026 Task 9: Multilingual Polarization Detection and Classification Using LLM Prompting and Transformer Fine-Tuning}},
  author = {Sha Newaz Mahmud and Sajib Bhattacharjee and Md. Refaj Hossan and Kawsar Ahmed and Mohammed Moshiul Hoque},
  year = {2026},
  booktitle = {{Proceedings of the 20th International Workshop on Semantic Evaluation (SemEval-2026)}},
  address   = {San Diego, California},
  month     = {July},
  publisher = {Association for Computational Linguistics},
}

@inproceedings{semeval2026_task9_infotec_nlp,
  title = {{INFOTEC-NLP at SemEval-2026 Task 9: Comparing Regional Transformers and Bag-of-Words Approaches for Polarization Detection in Spanish}},
  author = {Eduardo C. C. Hernandez-Garcia and Guillermo Ruiz and Mario Graff},
  year = {2026},
  booktitle = {{Proceedings of the 20th International Workshop on Semantic Evaluation (SemEval-2026)}},
  address   = {San Diego, California},
  month     = {July},
  publisher = {Association for Computational Linguistics},
}

@inproceedings{semeval2026_task9_aatman,
  title = {{Aatman at SemEval-2026 Task 9: Transfer Learning for Multilingual Polarization Detection}},
  author = {Aatman Vaidya},
  year = {2026},
  booktitle = {{Proceedings of the 20th International Workshop on Semantic Evaluation (SemEval-2026)}},
  address   = {San Diego, California},
  month     = {July},
  publisher = {Association for Computational Linguistics},
}

@inproceedings{semeval2026_task9_lingo_research_group,
  title = {{Lingo\_Research\_Group at SemEval-2026 Task 9: Evaluating Prompt Variants for Polarization Detection}},
  author = {Pritam Kadasi and Anuj Tiwari and Mayank Singh},
  year = {2026},
  booktitle = {{Proceedings of the 20th International Workshop on Semantic Evaluation (SemEval-2026)}},
  address   = {San Diego, California},
  month     = {July},
  publisher = {Association for Computational Linguistics},
}

@inproceedings{semeval2026_task9_abaruah,
  title = {{ABARUAH at SemEval-2026 Task 9: Multilingual Polarization Detection across Seven Indic Languages using Qwen3}},
  author = {Arup Baruah},
  year = {2026},
  booktitle = {{Proceedings of the 20th International Workshop on Semantic Evaluation (SemEval-2026)}},
  address   = {San Diego, California},
  month     = {July},
  publisher = {Association for Computational Linguistics},
}

@inproceedings{semeval2026_task9_sagarmatha,
  title = {{Sagarmatha at SemEval-2026 Task 9: Heterogeneous Ensembling and Hierarchical Task Conditioning for Multilingual Latent Distributional Divergence Modeling}},
  author = {Sujal Maharjan and Astha Shrestha and Pratikshya Shrestha},
  year = {2026},
  booktitle = {{Proceedings of the 20th International Workshop on Semantic Evaluation (SemEval-2026)}},
  address   = {San Diego, California},
  month     = {July},
  publisher = {Association for Computational Linguistics},
}

@inproceedings{semeval2026_task9_pilani,
  title = {{BITS Pilani at SemEval-2026 Task 9: Structured Supervised Fine-Tuning with DPO Refinement for Polarization Detection}},
  author = {Atharva Gupta and Dhruv Kumar and Yash Sinha},
  year = {2026},
  booktitle = {{Proceedings of the 20th International Workshop on Semantic Evaluation (SemEval-2026)}},
  address   = {San Diego, California},
  month     = {July},
  publisher = {Association for Computational Linguistics},
}

@inproceedings{semeval2026_task9_nit_agartala_nlp_team,
  title = {{NIT-Agartala-NLP-Team at SemEval-2026 Task 9: A Weighed Soft-Voting Ensemble Framework of Fine-Tuned LLMs for Binary and Multi-Class Polarization Detection}},
  author = {Shivam Singh and Manish Kumar and Anupam Jamatia},
  year = {2026},
  booktitle = {{Proceedings of the 20th International Workshop on Semantic Evaluation (SemEval-2026)}},
  address   = {San Diego, California},
  month     = {July},
  publisher = {Association for Computational Linguistics},
}

@inproceedings{semeval2026_task9_umusp,
  title = {{UMUSP at SemEval-2026 Task 9: Mitigating Cross-Lingual Interference via Selective Multilingual and Multitask Specialization}},
  author = {Julio Cesar Alves Araujo Fuganti and Tulio Ferreira Leite Da Silva and Adelino Gala and Francisco S. Marcondes and Jos\'{e} Machado and Paulo Novais},
  year = {2026},
  booktitle = {{Proceedings of the 20th International Workshop on Semantic Evaluation (SemEval-2026)}},
  address   = {San Diego, California},
  month     = {July},
  publisher = {Association for Computational Linguistics},
}

@inproceedings{semeval2026_task9_polarmind_446,
  title = {{PolarMind at SemEval-2026 Task 9: Leveraging LaBSE with Progressive Curriculum Learning for Multicultural Polarization}},
  author = {Sandeep S. Kumar and Mothish M and Sachin Sundar},
  year = {2026},
  booktitle = {{Proceedings of the 20th International Workshop on Semantic Evaluation (SemEval-2026)}},
  address   = {San Diego, California},
  month     = {July},
  publisher = {Association for Computational Linguistics},
}

@inproceedings{semeval2026_task9_sheffriday,
  title = {{ShefFriday at SemEval-2026 Task 9: LLM-Based Annotation Methods for Detecting Multilingual, Multicultural and Multievent Online Polarisation}},
  author = {Owen S. Cook and Meredith A. Gibbons and Xingyi Song},
  year = {2026},
  booktitle = {{Proceedings of the 20th International Workshop on Semantic Evaluation (SemEval-2026)}},
  address   = {San Diego, California},
  month     = {July},
  publisher = {Association for Computational Linguistics},
}

@inproceedings{semeval2026_task9_nasim_lab,
  title = {{NASIM\_Lab at SemEval-2026 Task 9: A Comparative Analysis of Fine-Tuned Small Language Models vs. Generative Large Language Models on Low and High-Resource Languages for Polarization Type Detection}},
  author = {Neel Sabhahit and Sanjeevan Selvaganapathy and Mehwish Nasim},
  year = {2026},
  booktitle = {{Proceedings of the 20th International Workshop on Semantic Evaluation (SemEval-2026)}},
  address   = {San Diego, California},
  month     = {July},
  publisher = {Association for Computational Linguistics},
}

@inproceedings{semeval2026_task9_namaa_491,
  title = {{NAMAA at SemEval-2026 Task 9: Comparing Generative, Retrieval-Augmented, and Discriminative Methods for Arabic Online Polarization Detection and Type Classification}},
  author = {Abdelbasset Djamai and Sahara Hussam Al-Madi and Norah Naji Al-Zaid and Khloud Al Jallad and Mona A. Azim},
  year = {2026},
  booktitle = {{Proceedings of the 20th International Workshop on Semantic Evaluation (SemEval-2026)}},
  address   = {San Diego, California},
  month     = {July},
  publisher = {Association for Computational Linguistics},
}

@inproceedings{semeval2026_task9_momo,
  title = {{MoMo at SemEval-2026 Task 9: Inference-Only Prompting vs. Fine-Tuning for Multilingual Polarization Detection}},
  author = {Sushant Kr. Ray and Rakshita Saksainaa},
  year = {2026},
  booktitle = {{Proceedings of the 20th International Workshop on Semantic Evaluation (SemEval-2026)}},
  address   = {San Diego, California},
  month     = {July},
  publisher = {Association for Computational Linguistics},
}

@inproceedings{semeval2026_task9_stancelab,
  title = {{StanceLab at SemEval-2026 Task 9: Addressing Class Imbalance in Multilingual Polarization Detection}},
  author = {Teodor Ivanusca and Dan Dodun-Des-Perrieres and Stefana Gheorghita},
  booktitle = {{Proceedings of the 20th International Workshop on Semantic Evaluation (SemEval-2026)}},
  year = {2026},
  address   = {San Diego, California},
  month     = {July},
  publisher = {Association for Computational Linguistics},
}