Classification

STFXNLP at SemEval-2025 Task 11 Track A: Neural Network, Schema, and Next Word Prediction-based Approaches to Perceived Emotion Detection SemEval 2025 STiL: Semi-supervised Tabular-Image Learning for Comprehensive Task-Relevant Information Exploration in Multimodal Classification CVPR 2025 Stray Intrusive Outliers-Based Feature Selection on Intra-Class Asymmetric Instance Distribution or Multiple High-Density Clusters ICML 2025 Structural Patent Classification Using Label Hierarchy Optimization EMNLP 2025 Structure Modeling Approach for UD Parsing of Historical Modern Japanese ACL 2025 StuD: A Multimodal Approach for Stuttering Detection with RAG and Fusion Strategies IJCNLP 2025 Studying Rhetorically Ambiguous Questions EMNLP 2025 Summary the Savior: Harmful Keyword and Query-based Summarization for LLM Jailbreak Defense NAACL 2025 Supervised Learning with Evolving Tasks and Performance Guarantees JMLR 2025 Supervised Machine Learning based Amharic Text Complexity Classification Using Automatic Annotator Tool ACL 2025 Support Vector-based Estimation of Multilinear Games for Feature Selection and Explanation AAAI 2025 Surgical Workflow Recognition and Blocking Effectiveness Detection in Laparoscopic Liver Resection with Pringle Maneuver AAAI 2025 Swahili News Classification: Performance, Challenges, and Explainability Across ML, DL, and Transformers ACL 2025 SWAM: Adaptive Sliding Window and Memory-Augmented Attention Model for Rumor Detection EMNLP 2025 Switching State Space Modeling via Constrained Inference for Clinical Outcome Prediction MLHC 2025 SyntaxMind at BLP-2025 Task 1: Leveraging Attention Fusion of CNN and GRU for Hate Speech Detection AACL 2025 SyntaxMind at SemEval-2025 Task 11: BERT Base Multi-label Emotion Detection Using Gated Recurrent Unit SemEval 2025 Synthetic Tabular Data Generation for Imbalanced Classification: The Surprising Effectiveness of an Overlap Class AAAI 2025 Synth-SBDH: A Synthetic Dataset of Social and Behavioral Determinants of Health for Clinical Text EMNLP 2025 Systematic Evaluation of Machine Learning and Transformer-Based Methods for Scientific Telescope Literature Classification AACL 2025 System-Aware Unlearning Algorithms: Use Lesser, Forget Faster ICML 2025 SYSUpporter Team at BEA 2025 Shared Task: Class Compensation and Assignment Optimization for LLM-generated Tutor Identification ACL 2025 SzegedAI at GenAI Detection Task 1: Beyond Binary - Soft-Voting Multi-Class Classification for Binary Machine-Generated Text Detection Across Diverse Language Models COLING 2025 TabDSR: Decompose, Sanitize, and Reason for Complex Numerical Reasoning in Tabular Data EMNLP 2025 TabFlex: Scaling Tabular Learning to Millions with Linear Attention ICML 2025