Reasoning

Yam at SemEval-2026 Task 4: Failure-Driven Prompt Evolution for Narrative Comparison SemEval 2026 YNJTC at SemEval-2026 Task 11: A Neuro-Symbolic Hybrid Pipeline for Content-Independent Syllogistic Reasoning SemEval 2026 YNU-HPCC at SemEval-2026 Task 11: Mitigating Content Effects in Syllogistic Reasoning with Qwen2-1.5B-Instruct and XLM-RoBERTa-Large for English and Multilingual TasksMultilingual Tasks SemEval 2026 YNU-NLP at SemEval-2026 Task 11: A Neuro-Symbolic Approach with Reflexion Mechanism Disentangling Content and Formal Reasoning in Language Models SemEval 2026 Your Reasoning Benchmark May Not Test Reasoning: Revealing Perception Bottleneck in Abstract Reasoning Benchmarks ACL 2026 Your Reasoning Model is Secretly a Reward Model - Optimization-Free Verification from Experience ACL 2026 ZARA: Training-Free Motion Time-Series Reasoning via Evidence-Grounded LLM Agents ACL 2026 ZoomR: Memory Efficient Reasoning through Multi-Granularity Key Value Retrieval ACL 2026 3D-Mem: 3D Scene Memory for Embodied Exploration and Reasoning CVPR 2025 Accelerate Parallelizable Reasoning via Parallel Decoding within One Sequence EMNLP 2025 Accelerating Large Language Model Reasoning via Speculative Search ICML 2025 AceMath: Advancing Frontier Math Reasoning with Post-Training and Reward Modeling ACL 2025 A Comprehensive Evaluation on Event Reasoning of Large Language Models AAAI 2025 A Computationally Grounded Framework for Cognitive Attitudes AAAI 2025 ACPBench: Reasoning About Action, Change, and Planning AAAI 2025 AcT2I: Evaluating and Improving Action Depiction in Text-to-Image Models EMNLP 2025 Action-Free Reasoning for Policy Generalization CoRL 2025 AdaptiveStep: Automatically Dividing Reasoning Step through Model Confidence ICML 2025 Adaptive Tool Use in Large Language Models with Meta-Cognition Trigger ACL 2025 Adapt LLM for Multi-turn Reasoning QA using Tidy Data COLING 2025 A Dataset of Ancient Chinese Math Word Problems and an Application for Research in Historic Mathematics NAACL 2025 Ad-hoc Concept Forming in the Game Codenames as a Means for Evaluating Large Language Models ACL 2025 A Domain-Independent Agent Architecture for Adaptive Operation in Evolving Open Worlds AAAI 2025 Advancing Oversight Reasoning across Languages for Audit Sycophantic Behaviour via X-Agent EMNLP 2025 Agentic-R1: Distilled Dual-Strategy Reasoning EMNLP 2025