Reasoning

Neuro-Symbolic Integration Brings Causal and Reliable Reasoning Proofs NAACL 2025 NewsInterview: a Dataset and a Playground to Evaluate LLMs’ Grounding Gap via Informational Interviews ACL 2025 NL2Lean: Translating Natural Language into Lean 4 through Multi-Aspect Reinforcement Learning EMNLP 2025 NLI under the Microscope: What Atomic Hypothesis Decomposition Reveals NAACL 2025 NLKI: A Lightweight Natural Language Knowledge Integration Framework for Improving Small VLMs in Commonsense VQA Tasks EMNLP 2025 No Need for Explanations: LLMs can implicitly learn from mistakes in-context EMNLP 2025 Not quite Sherlock Holmes: Language model predictions do not reliably differentiate impossible from improbable events ACL 2025 No Universal Prompt: Unifying Reasoning through Adaptive Prompting for Temporal Table Reasoning. IJCNLP 2025 NovelHopQA: Diagnosing Multi-Hop Reasoning Failures in Long Narrative Contexts EMNLP 2025 NTSEBENCH: Cognitive Reasoning Benchmark for Vision Language Models NAACL 2025 Nuance Matters: Probing Epistemic Consistency in Causal Reasoning AAAI 2025 NyayaRAG: Realistic Legal Judgment Prediction with RAG under the Indian Common Law System IJCNLP 2025 On choosing the vehicles of metaphors without a body: evidence from Large Language Models ACL 2025 One Example Shown, Many Concepts Known! Counterexample-Driven Conceptual Reasoning in Mathematical LLMs ICML 2025 One Missing Piece for Open-Source Reasoning Models: A Dataset to Mitigate Cold-Starting Short CoT LLMs in RL ACL 2025 On LLM-Based Scientific Inductive Reasoning Beyond Equations EMNLP 2025 On Memorization of Large Language Models in Logical Reasoning IJCNLP 2025 On the Consistency of Commonsense in Large Language Models ACL 2025 On the Limit of Language Models as Planning Formalizers ACL 2025 On the Modelling of Constraints with Tractable Logical Operators AAAI 2025 On the Role of Entity and Event Level Conceptualization in Generalizable Reasoning: A Survey of Tasks, Methods, Applications, and Future Directions EMNLP 2025 On the Role of Model Prior in Real-World Inductive Reasoning EMNLP 2025 On the Same Wavelength? Evaluating Pragmatic Reasoning in Language Models across Broad Concepts EMNLP 2025 Ontology-Guided Reverse Thinking Makes Large Language Models Stronger on Knowledge Graph Question Answering ACL 2025 Open-World Amodal Appearance Completion CVPR 2025