Large Language Models

RRM: Robust Reward Model Training Mitigates Reward Hacking ICLR 2025 RSSN at Multilingual Counterspeech Generation: Leveraging Lightweight Transformers for Efficient and Context-Aware Counter-Narrative Generation COLING 2025 R-TOFU: Unlearning in Large Reasoning Models EMNLP 2025 RTQA : Recursive Thinking for Complex Temporal Knowledge Graph Question Answering with Large Language Models EMNLP 2025 RUBRIC-MQM : Span-Level LLM-as-judge in Machine Translation For High-End Models ACL 2025 RuleAdapter: Dynamic Rules for training Safety Reward Models in RLHF ICML 2025 RuleArena: A Benchmark for Rule-Guided Reasoning with LLMs in Real-World Scenarios ACL 2025 RuleEdit: Towards Rule-Level Knowledge Generalization to Mitigate Over-Editing in Large Language Models ACL 2025 RZ-NAS: Enhancing LLM-guided Neural Architecture Search via Reflective Zero-Cost Strategy ICML 2025 s1: Simple test-time scaling EMNLP 2025 S2R: Teaching LLMs to Self-verify and Self-correct via Reinforcement Learning ACL 2025 S^3cMath: Spontaneous Step-Level Self-Correction Makes Large Language Models Better Mathematical Reasoners AAAI 2025 s3: You Don’t Need That Much Data to Train a Search Agent via RL EMNLP 2025 SabiYarn: Advancing Low Resource Languages with Multitask NLP Pretraining ACL 2025 SafeAuto: Knowledge-Enhanced Safe Autonomous Driving with Multimodal Foundation Models ICML 2025 SafeChain: Safety of Language Models with Long Chain-of-Thought Reasoning Capabilities ACL 2025 Safe Delta: Consistently Preserving Safety when Fine-Tuning LLMs on Diverse Datasets ICML 2025 Safe: Enhancing Mathematical Reasoning in Large Language Models via Retrospective Step-aware Formal Verification ACL 2025 Safeguard Fine-Tuned LLMs Through Pre- and Post-Tuning Model Merging EMNLP 2025 Safeguarding Vision-Language Models: Mitigating Vulnerabilities to Gaussian Noise in Perturbation-based Attacks ICCV 2025 SafeInfer: Context Adaptive Decoding Time Safety Alignment for Large Language Models AAAI 2025 Safe in Isolation, Dangerous Together: Agent-Driven Multi-Turn Decomposition Jailbreaks on LLMs ACL 2025 SAFENUDGE: Safeguarding Large Language Models in Real-time with Tunable Safety-Performance Trade-offs EMNLP 2025 Safe Planner: Empowering Safety Awareness in Large Pre-Trained Models for Robot Task Planning AAAI 2025 SafeQuant: LLM Safety Analysis via Quantized Gradient Inspection NAACL 2025