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Reasoning

2595 directly classified papers

Papers per year

Papers

Unravelling the Logic: Investigating the Generalisation of Transformers in Numerical Satisfiability Problems ACL 2025

SafeChain: Safety of Language Models with Long Chain-of-Thought Reasoning Capabilities ACL 2025

PRMBench: A Fine-grained and Challenging Benchmark for Process-Level Reward Models ACL 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

VITED: Video Temporal Evidence Distillation CVPR 2025

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

Chain of Semantics Programming in 3D Gaussian Splatting Representation for 3D Vision Grounding CVPR 2025

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

GLASS: Guided Latent Slot Diffusion for Object-Centric Learning CVPR 2025

Reasoning Mamba: Hypergraph-Guided Region Relation Calculating for Weakly Supervised Affordance Grounding CVPR 2025

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

Learning to Reason Over Time: Timeline Self-Reflection for Improved Temporal Reasoning in Language Models ACL 2025

Search-in-Context: Efficient Multi-Hop QA over Long Contexts via Monte Carlo Tree Search with Dynamic KV Retrieval ACL 2025

Temporal reasoning for timeline summarisation in social media ACL 2025

No Universal Prompt: Unifying Reasoning through Adaptive Prompting for Temporal Table Reasoning. IJCNLP 2025

DeepReview: Improving LLM-based Paper Review with Human-like Deep Thinking Process ACL 2025

On choosing the vehicles of metaphors without a body: evidence from Large Language Models ACL 2025

Stochastic Chameleons: Irrelevant Context Hallucinations Reveal Class-Based (Mis)Generalization in LLMs ACL 2025

Extracting Military Event Temporal Relations via Relative Event Time Prediction and Virtual Adversarial Training NAACL 2025

𝛿-Stance: A Large-Scale Real World Dataset of Stances in Legal Argumentation ACL 2025

Aspect-Based Opinion Summarization with Argumentation Schemes ACL 2025

Theory of Mind in Large Language Models: Assessment and Enhancement ACL 2025

FACT: Examining the Effectiveness of Iterative Context Rewriting for Multi-fact Retrieval NAACL 2025

S*: Test Time Scaling for Code Generation EMNLP 2025