Reasoning

Position: Formal Mathematical Reasoning—A New Frontier in AI ICML 2025 Position: General Intelligence Requires Reward-based Pretraining ICML 2025 Position: LLMs Need a Bayesian Meta-Reasoning Framework for More Robust and Generalizable Reasoning ICML 2025 Position: Principles of Animal Cognition to Improve LLM Evaluations ICML 2025 Practical Solutions to Practical Problems in Developing Argument Mining Systems ACL 2025 Pragmatic Metacognitive Prompting Improves LLM Performance on Sarcasm Detection COLING 2025 Pragmatic Theories Enhance Understanding of Implied Meanings in LLMs IJCNLP 2025 Predicate-Guided Generation for Mathematical Reasoning EMNLP 2025 Prediction-Based Adaptive Variable Ordering Heuristics for Constraint Satisfaction Problems AAAI 2025 Preemptive Detection and Correction of Misaligned Actions in LLM Agents EMNLP 2025 Premise-Augmented Reasoning Chains Improve Error Identification in Math reasoning with LLMs ICML 2025 Primal-Dual Neural Algorithmic Reasoning ICML 2025 PrimHOI: Compositional Human-Object Interaction via Reusable Primitives ICCV 2025 Primitive Vision: Improving Diagram Understanding in MLLMs ICML 2025 Principled Understanding of Generalization for Generative Transformer Models in Arithmetic Reasoning Tasks ACL 2025 PRISM: Efficient Long-Range Reasoning With Short-Context LLMs EMNLP 2025 PrismRAG: Boosting RAG Factuality with Distractor Resilience and Strategized Reasoning EMNLP 2025 PRMBench: A Fine-grained and Challenging Benchmark for Process-Level Reward Models ACL 2025 Probabilistic Soundness Guarantees in LLM Reasoning Chains EMNLP 2025 Probabilistic Strategy Logic with Degrees of Observability AAAI 2025 Probing for Arithmetic Errors in Language Models EMNLP 2025 Probing LLM World Models: Enhancing Guesstimation with Wisdom of Crowds Decoding EMNLP 2025 Probing Logical Reasoning of MLLMs in Scientific Diagrams EMNLP 2025 ProcessBench: Identifying Process Errors in Mathematical Reasoning ACL 2025 ProcWorld: Benchmarking Large Model Planning in Reachability-Constrained Environments EMNLP 2025