Reasoning

What Happened in LLMs Layers when Trained for Fast vs. Slow Thinking: A Gradient Perspective ACL 2025 What is an “Abstract Reasoner”? Revisiting Experiments and Arguments about Large Language Models CoNLL 2025 What Makes a Good Reasoning Chain? Uncovering Structural Patterns in Long Chain-of-Thought Reasoning EMNLP 2025 What Would You Ask When You First Saw a2+b2=c2? Evaluating LLM on Curiosity-Driven Question Generation IJCNLP 2025 When natural language is not enough: The limits of in-context learning demonstrations in multilingual reasoning NAACL 2025 When to Speak, When to Abstain: Contrastive Decoding with Abstention ACL 2025 Why and How LLMs Benefit from Knowledge Introspection in Commonsense Reasoning EMNLP 2025 Why Is Spatial Reasoning Hard for VLMs? An Attention Mechanism Perspective on Focus Areas ICML 2025 Why Prompt Design Matters and Works: A Complexity Analysis of Prompt Search Space in LLMs ACL 2025 WisPerMed @ PerAnsSumm 2025: Strong Reasoning Through Structured Prompting and Careful Answer Selection Enhances Perspective Extraction and Summarization of Healthcare Forum Threads NAACL 2025 WOMD-Reasoning: A Large-Scale Dataset for Interaction Reasoning in Driving ICML 2025 XCOT: Cross-lingual Instruction Tuning for Cross-lingual Chain-of-Thought Reasoning AAAI 2025 YNU-HPCC at SemEval-2025 Task 8: Enhancing Question-Answering over Tabular Data with TableGPT2 SemEval 2025 YNUzwt at SemEval-2025 Task 10: Tree-guided Stagewise Classifier for Entity Framing and Narrative Classification SemEval 2025 Z1: Efficient Test-time Scaling with Code EMNLP 2025 ZebraLogic: On the Scaling Limits of LLMs for Logical Reasoning ICML 2025 Zero-Shot Conditioning of Score-Based Diffusion Models by Neuro-Symbolic Constraints AAAI 2025 Zero-shot Graph Reasoning via Retrieval Augmented Framework with LLMs EMNLP 2025 ZoomEye: Enhancing Multimodal LLMs with Human-Like Zooming Capabilities through Tree-Based Image Exploration EMNLP 2025 𝛿-Stance: A Large-Scale Real World Dataset of Stances in Legal Argumentation ACL 2025 A3VLM: Actionable Articulation-Aware Vision Language Model CoRL 2024 Abstract and Explore: A Novel Behavioral Metric with Cyclic Dynamics in Reinforcement Learning AAAI 2024 Abstract Meaning Representation-Based Logic-Driven Data Augmentation for Logical Reasoning ACL 2024 A Chain-of-Thought Is as Strong as Its Weakest Link: A Benchmark for Verifiers of Reasoning Chains ACL 2024 Adaption-of-Thought: Learning Question Difficulty Improves Large Language Models for Reasoning EMNLP 2024