Text Classification

ShefFriday at SemEval-2026 Task 9: LLM-Based Annotation Methods for Detecting Multilingual, Multicultural and Multievent Online Polarisation SemEval 2026 Should You Use LLMs to Simulate Opinions? Quality Checks for Early-Stage Deliberation AAAI 2026 SinFoS: A Parallel Dataset for Translating Sinhala Figures of Speech EACL 2026 SLANG-GraphRAG: Multi-Layered Retrieval with Domain-Specific Knowledge for Low Resource Social Media Conversations EACL 2026 SMARTER: A Data-efficient Framework to Improve Toxicity Detection with Explanation via Self-augmenting Large Language Models ACL 2026 SMASH at SemEval-2026 Task 9: Detecting Multilingual Polarisation with Encoder Ensembles and Calibrated Decision Thresholds SemEval 2026 Speaking on Their Behalf: Detecting Indirect Speech in Historical Danish and Norwegian Texts EACL 2026 Stakeholder Suite: A Unified AI Framework for Mapping Actors, Topics and Arguments in Public Debates EACL 2026 Stochastic Gradient Descenders at SemEval-2026 Task 9: Few-Shot LLM Prompting for Polarization Type Classification SemEval 2026 StressRoBERTa: Cross-Condition Transfer Learning from Depression, Anxiety, and PTSD to Stress Detection EACL 2026 Studying Expert-ese: Profiling and Classification of Domain-Specific Language Variation in Architecture with Traditional Machine Learning and LLMs EACL 2026 Style as Signature: Profile-Based Authorship Verification of Mihai Eminescu’s Journalistic Corpus EACL 2026 Style-First Authorship Verification for Academic Integrity in the Generative AI Era (Student Abstract) AAAI 2026 Stylometry at SemEval-2026 Task 13: Clustered Stylometric Modeling for Machine-Generated Code Detection SemEval 2026 Sujith Kanakkassery at AbjadMed: Imbalance-Aware Transformer Fine-tuning for Arabic Medical Text Classification EACL 2026 Supervision versus Demonstration-Based In-Context Learning for Multiword Expression Classification ACL 2026 SyntaxMind at SemEval-2026 Task 6: Exploring Transformers and LLMs for Unmasking Political Question Evasions SemEval 2026 Synthetic Data Generation Pipeline for Low-Resource Swahili Sentiment Analysis: Multi-LLM Judging with Human Validation EACL 2026 TAMA: Target-Aware Multilingual Abuse Detection by Cascaded Conditional Multi-Task Learning ACL 2026 Tashkees-AI at AbjadMed 2026: Flat vs. Hierarchical Classification for Fine-Grained Arabic Medical QA EACL 2026 Team HausaNLP at SemEval-2026 Task 9: Tackling Class Imbalance in Low-Resource Hausa Polarization Detection SemEval 2026 Team JAT at SemEval-2026 Task 9: Enhancing Polarization Detection with Cross-Lingual Transfer and Feature Fusion SemEval 2026 Team Macaroni at SemEval-2026 Task 10: PsyCoMark: Psycholinguistic Conspiracy Marker Extraction and Detection SemEval 2026 TeamSLS at SemEval-2026 Task 13: Detecting Machine-Generated Code with CodeBERT and Structural Features SemEval 2026 Team Vivek Dhayaal at SemEval-2026 Task 13 Subtask B: Multi-Class Authorship Detection SemEval 2026