reasoning capabilities

Beyond Correctness: Confidence-Aware Reward Modeling for Enhancing Large Language Model Reasoning EMNLP 2025 CRANE: Reasoning with constrained LLM generation ICML 2025 Enhancing the Reasoning Capabilities of Small Language Models via Solution Guidance Fine-Tuning COLING 2025 Improving Reasoning Capabilities in Small Models through Mixture-of-layers Distillation with Stepwise Attention on Key Information EMNLP 2025 Learning from Committee: Reasoning Distillation from a Mixture of Teachers with Peer-Review ACL 2025 Reasoning-to-Defend: Safety-Aware Reasoning Can Defend Large Language Models from Jailbreaking EMNLP 2025 RG-VQA: Leveraging Retriever-Generator Pipelines for Knowledge Intensive Visual Question Answering EMNLP 2025 Safety in Large Reasoning Models: A Survey EMNLP 2025 Socratic Style Chain-of-Thoughts Help LLMs to be a Better Reasoner ACL 2025 Teaching Small Language Models Reasoning through Counterfactual Distillation EMNLP 2024 Distilling Reasoning Capabilities into Smaller Language Models ACL 2023 Is ChatGPT a General-Purpose Natural Language Processing Task Solver? EMNLP 2023