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Reasoning

2595 directly classified papers

Papers per year

Papers

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

Training-free Generation of Temporally Consistent Rewards from VLMs ICCV 2025

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

The Devil is in the Spurious Correlations: Boosting Moment Retrieval with Dynamic Learning ICCV 2025

Debating for Better Reasoning in Vision-Language Models EMNLP 2025

ReAL-AD: Towards Human-Like Reasoning in End-to-End Autonomous Driving ICCV 2025

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

Counterfactual Debiasing for Physical Audiovisual Commonsense Reasoning AAAI 2025

A Theory of Formalisms for Representing Knowledge AAAI 2025

Understanding the Language Model to Solve the Symbolic Multi-Step Reasoning Problem from the Perspective of Buffer Mechanism EMNLP 2025

Relational Neurosymbolic Markov Models AAAI 2025

ConceptSearch: Towards Efficient Program Search Using LLMs for Abstraction and Reasoning Corpus (ARC) (Student Abstract) AAAI 2025

Efficient Rectification of Neuro-Symbolic Reasoning Inconsistencies by Abductive Reflection AAAI 2025

Learning Physics Informed Neural ODEs with Partial Measurements AAAI 2025

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

FirePlace: Geometric Refinements of LLM Common Sense Reasoning for 3D Object Placement CVPR 2025

Grammar-Constrained Decoding Makes Large Language Models Better Logical Parsers ACL 2025

Conceptual Diagnostics for Knowledge Graphs and Large Language Models ACL 2025

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

PhysicsArena: The First Multimodal Physics Reasoning Benchmark Exploring Variable, Process, and Solution Dimensions EMNLP 2025

Following Occam’s Razor: Dynamic Combination of Structured Knowledge for Multi-Hop Question Answering using LLMs EMNLP 2025

NarratEX Dataset: Explaining the Dominant Narratives in News Texts EMNLP 2025

Reasoning to Attend: Try to Understand How <SEG> Token Works CVPR 2025

VISCO: Benchmarking Fine-Grained Critique and Correction Towards Self-Improvement in Visual Reasoning CVPR 2025

Rethinking the Role of Prompting Strategies in LLM Test-Time Scaling: A Perspective of Probability Theory ACL 2025