Large Language Models

“Stupid robot, I want to speak to a human!” User Frustration Detection in Task-Oriented Dialog Systems COLING 2025 SUA: Stealthy Multimodal Large Language Model Unlearning Attack EMNLP 2025 Subjective Behaviors and Preferences in LLM: Language of Browsing EMNLP 2025 SubLIME: Subset Selection via Rank Correlation Prediction for Data-Efficient LLM Evaluation ACL 2025 Subspace Optimization for Large Language Models with Convergence Guarantees ICML 2025 Subtle Errors in Reasoning: Preference Learning via Error-injected Self-editing ACL 2025 Subtle Risks, Critical Failures: A Framework for Diagnosing Physical Safety of LLMs for Embodied Decision Making EMNLP 2025 sudoLLM: On Multi-role Alignment of Language Models EMNLP 2025 SudoLM: Learning Access Control of Parametric Knowledge with Authorization Alignment ACL 2025 Summary the Savior: Harmful Keyword and Query-based Summarization for LLM Jailbreak Defense NAACL 2025 Supercharged One-step Text-to-Image Diffusion Models with Negative Prompts ICCV 2025 Superficial Self-Improved Reasoners Benefit from Model Merging EMNLP 2025 Superfluous Instruction: Vulnerabilities Stemming from Task-Specific Superficial Expressions in Instruction Templates ACL 2025 SURE: Safety Understanding and Reasoning Enhancement for Multimodal Large Language Models EMNLP 2025 Surface Fairness, Deep Bias: A Comparative Study of Bias in Language Models ACL 2025 Surprise Calibration for Better In-Context Learning EMNLP 2025 Surrogate Prompt Learning: Towards Efficient and Diverse Prompt Learning for Vision-Language Models ICML 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 SWE-Fixer: Training Open-Source LLMs for Effective and Efficient GitHub Issue Resolution ACL 2025 SWE-Lancer: Can Frontier LLMs Earn $1 Million from Real-World Freelance Software Engineering? ICML 2025 SWE-MERA: A Dynamic Benchmark for Agenticly Evaluating Large Language Models on Software Engineering Tasks EMNLP 2025 SwiLTra-Bench: The Swiss Legal Translation Benchmark ACL 2025 SWITCH: Studying with Teacher for Knowledge Distillation of Large Language Models NAACL 2025 Swushroomsia at SemEval-2025 Task 3: Probing LLMs’ Collective Intelligence for Multilingual Hallucination Detection SemEval 2025