large reasoning model

Promoting Efficient Reasoning with Verifiable Stepwise Reward AAAI 2026 ReasonAny: Incorporating Reasoning Capability to Any Model via Simple and Effective Model Merging ACL 2026 Reasoning Fails Where Step Flow Breaks ACL 2026 ReasoningGuard: Safeguarding Large Reasoning Models with Inference-time Safety Aha Moments ACL 2026 Reasoning Shapes Alignment: Investigating Cultural Alignment in Large Reasoning Models with Cultural Norms AAAI 2026 Reasoning Structure Matters for Safety Alignment of Reasoning Models ACL 2026 Reasoning Traces Shape Outputs but Models Won’t Say So ACL 2026 Reasoning with OmniThought: A Large CoT Dataset with Verbosity and Cognitive Difficulty Annotations ACL 2026 ReasonRank: Empowering Passage Ranking with Strong Reasoning Ability ACL 2026 Red Teaming Large Reasoning Models ACL 2026 ReLaX: Reasoning with Latent Exploration for Large Reasoning Models CVPR 2026 REST: Stress Testing Large Reasoning Models by Asking Multiple Problems at Once ACL 2026 Rethinking Sample Polarity in Reinforcement Learning with Verifiable Rewards ACL 2026 SAT: Balancing Reasoning Accuracy and Efficiency with Stepwise Adaptive Thinking ACL 2026 STAR-1: Safer Alignment of Reasoning LLMs with 1K Data AAAI 2026 Think Better, Not Longer: Token-Level Marginal Utility for Efficient Reasoning in Large Reasoning Models ACL 2026 Think How to Think: Mitigating Overthinking with Autonomous Difficulty Cognition in Large Reasoning Models ACL 2026 Thinking-Based Non-Thinking: Solving the Reward Hacking Problem in Training Hybrid Reasoning Models via Reinforcement Learning ACL 2026 Think Natively: Unlocking Multilingual Reasoning with Consistency-Enhanced Reinforcement Learning ACL 2026 ThinkPilot: Steering Reasoning Models via Automated Think-prefixes Optimization EACL 2026 TIV: Thought Injection via Vectors for Efficient Reasoning in Large Reasoning Models AAAI 2026 Towards a Mechanistic Understanding of Large Reasoning Models: A Survey of Training, Inference, and Failures ACL 2026 Trade-offs in Large Reasoning Models: An Empirical Analysis of Deliberative and Adaptive Reasoning over Foundational Capabilities AAAI 2026 VisRef: Visual Refocusing while Thinking Improves Test-Time Scaling in Multi-Modal Large Reasoning Models CVPR 2026 When Is Thinking Enough? Early Exit via Sufficiency Assessment for Efficient Reasoning ACL 2026