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Reasoning

2595 directly classified papers

Papers per year

Papers

LLMSR@XLLM25: SWRV: Empowering Self-Verification of Small Language Models through Step-wise Reasoning and Verification ACL 2025

Audio-Reasoner: Improving Reasoning Capability in Large Audio Language Models EMNLP 2025

LLMSR@XLLM25: An Empirical Study of LLM for Structural Reasoning ACL 2025

Visual Agentic AI for Spatial Reasoning with a Dynamic API CVPR 2025

Missing Target-Relevant Information Prediction with World Model for Accurate Zero-Shot Composed Image Retrieval CVPR 2025

Beyond Image Classification: A Video Benchmark and Dual-Branch Hybrid Discrimination Framework for Compositional Zero-Shot Learning CVPR 2025

MultiLogicNMR(er): A Benchmark and Neural-Symbolic Framework for Non-monotonic Reasoning with Multiple Extensions EMNLP 2025

Connecting the Knowledge Dots: Retrieval-augmented Knowledge Connection for Commonsense Reasoning EMNLP 2025

Parrot: A Training Pipeline Enhances Both Program CoT and Natural Language CoT for Reasoning EMNLP 2025

PhyT2V: LLM-Guided Iterative Self-Refinement for Physics-Grounded Text-to-Video Generation CVPR 2025

FLARE: Faithful Logic-Aided Reasoning and Exploration EMNLP 2025

Learning-enabled Polynomial Lyapunov Function Synthesis via High-Accuracy Counterexample-Guided Framework CVPR 2025

Facilitating Long Context Understanding via Supervised Chain-of-Thought Reasoning EMNLP 2025

Neuro-Symbolic Artificial Intelligence: Towards Improving the Reasoning Abilities of Large Language Models IJCAI 2025

S^3cMath: Spontaneous Step-Level Self-Correction Makes Large Language Models Better Mathematical Reasoners AAAI 2025

Reason to Rote: Rethinking Memorization in Reasoning EMNLP 2025

Order Doesn’t Matter, But Reasoning Does: Training LLMs with Order-Centric Augmentation EMNLP 2025

DWIM: Towards Tool-aware Visual Reasoning via Discrepancy-aware Workflow Generation & Instruct-Masking Tuning ICCV 2025

PropRAG: Guiding Retrieval with Beam Search over Proposition Paths EMNLP 2025

MixANT: Observation-dependent Memory Propagation for Stochastic Dense Action Anticipation ICCV 2025

Hierarchical Event Memory for Accurate and Low-latency Online Video Temporal Grounding ICCV 2025

CAPTURE: Evaluating Spatial Reasoning in Vision Language Models via Occluded Object Counting ICCV 2025

Hidden in Plain Sight: Reasoning in Underspecified and Misspecified Scenarios for Multimodal LLMs EMNLP 2025

Instruction-based Image Editing with Planning, Reasoning, and Generation ICCV 2025

LLM Reasoning Engine: Specialized Training for Enhanced Mathematical Reasoning NAACL 2025