Large Language Models

Style Over Substance: Evaluation Biases for Large Language Models COLING 2025 Sub-1B Language Models for Low-Resource Languages: Training Strategies and Insights for Basque EMNLP 2025 Subasa - Adapting Language Models for Low-resourced Offensive Language Detection in Sinhala NAACL 2025 SubLIME: Subset Selection via Rank Correlation Prediction for Data-Efficient LLM Evaluation ACL 2025 Substance Beats Style: Why Beginning Students Fail to Code with LLMs NAACL 2025 SuLoRA: Subspace Low-Rank Adaptation for Parameter-Efficient Fine-Tuning ACL 2025 Summary Factual Inconsistency Detection Based on LLMs Enhanced by Universal Information Extraction ACL 2025 Supporting Plain Language Summarization of Psychological Meta-Analyses with Large Language Models IJCNLP 2025 Surge: On the Potential of Large Language Models as General-Purpose Surrogate Code Executors EMNLP 2025 SurveyGen-I: Consistent Scientific Survey Generation with Evolving Plans and Memory-Guided Writing IJCNLP 2025 SusGen-GPT: A Data-Centric LLM for Financial NLP and Sustainability Report Generation NAACL 2025 Swan and ArabicMTEB: Dialect-Aware, Arabic-Centric, Cross-Lingual, and Cross-Cultural Embedding Models and Benchmarks NAACL 2025 SWAN: SGD with Normalization and Whitening Enables Stateless LLM Training ICML 2025 SweetieChat: A Strategy-Enhanced Role-playing Framework for Diverse Scenarios Handling Emotional Support Agent COLING 2025 SWIFT: A Scalable Lightweight Infrastructure for Fine-Tuning AAAI 2025 SwiftKV: Fast Prefill-Optimized Inference with Knowledge-Preserving Model Transformation EMNLP 2025 Swushroomsia at SemEval-2025 Task 3: Probing LLMs’ Collective Intelligence for Multilingual Hallucination Detection SemEval 2025 SymDPO: Boosting In-Context Learning of Large Multimodal Models with Symbol Demonstration Direct Preference Optimization CVPR 2025 SYNC: A Synthetic Long-Context Understanding Benchmark for Controlled Comparisons of Model Capabilities EMNLP 2025 SynerGen-VL: Towards Synergistic Image Understanding and Generation with Vision Experts and Token Folding CVPR 2025 Synergistic Multi-Agent Framework with Trajectory Learning for Knowledge-Intensive Tasks AAAI 2025 Synergistic Weak-Strong Collaboration by Aligning Preferences ACL 2025 Synergizing Unsupervised Episode Detection with LLMs for Large-Scale News Events ACL 2025 SynthesizeMe! Inducing Persona-Guided Prompts for Personalized Reward Models in LLMs ACL 2025 Synthesizing Post-Training Data for LLMs through Multi-Agent Simulation ACL 2025