reasoning capability

Audio-Thinker: Guiding Large Audio Language Model When and How to Think via Reinforcement Learning AAAI 2026 Enabling Structured Reasoning in Sindhi with Culturally Grounded Instruction Tuning EACL 2026 LightReasoner: Can Small Language Models Teach Large Language Models Reasoning? ACL 2026 MEML-GRPO: Heterogeneous Multi-Expert Mutual Learning for RLVR Advancement AAAI 2026 MetaGDPO: Alleviating Catastrophic Forgetting with Metacognitive Knowledge Through Group Direct Preference Optimization AAAI 2026 RCP-Merging: Merging Long Chain-of-Thought Models with Domain-Specific Models by Considering Reasoning Capability as Prior AAAI 2026 TeluguEval: A Comprehensive Benchmark for Evaluating LLM Capabilities in Telugu EACL 2026 Well Begun, Half Done: Reinforcement Learning with Prefix Optimization for LLM Reasoning AAAI 2026 WorkForceAgent-R1: Incentivizing Reasoning Capability in LLM-based Web Agents via Reinforcement Learning EACL 2026 A Cognitive Evaluation Benchmark of Image Reasoning and Description for Large Vision-Language Models NAACL 2025 ACPBench: Reasoning About Action, Change, and Planning AAAI 2025 ARC ‘Challenge’ Is Not That Challenging ACL 2025 A Study on Leveraging Search and Self-Feedback for Agent Reasoning ACL 2025 Audio-Reasoner: Improving Reasoning Capability in Large Audio Language Models EMNLP 2025 Beyond Paraphrasing: Analyzing Summarization Abstractiveness and Reasoning EMNLP 2025 Big Escape Benchmark: Evaluating Human-Like Reasoning in Language Models via Real-World Escape Room Challenges ACL 2025 Breaking the Reasoning Barrier A Survey on LLM Complex Reasoning through the Lens of Self-Evolution ACL 2025 Bridging AI and Carbon Capture: A Dataset for LLMs in Ionic Liquids and CBE Research ACL 2025 Can Large Language Models Derive High-Level Cognition from Low-Level and Fragmented Foundational Information? AAAI 2025 Can Reasoning LLMs Synthesize Complex Climate Statements? ACL 2025 CipherBank: Exploring the Boundary of LLM Reasoning Capabilities through Cryptography Challenge ACL 2025 CodePlan: Unlocking Reasoning Potential in Large Language Models by Scaling Code-form Planning ICLR 2025 Conditional Multi-Stage Failure Recovery for Embodied Agents ACL 2025 CS-Bench: A Comprehensive Benchmark for Large Language Models towards Computer Science Mastery ICLR 2025 Debating for Better Reasoning in Vision-Language Models EMNLP 2025