abstract reasoning

ARC Is a Vision Problem! CVPR 2026 Think Visually, Reason Textually: Vision-Language Synergy in Abstract Reasoning CVPR 2026 Your Reasoning Benchmark May Not Test Reasoning: Revealing Perception Bottleneck in Abstract Reasoning Benchmarks ACL 2026 Benchmarking Abstract and Reasoning Abilities Through A Theoretical Perspective ICML 2025 Bongard in Wonderland: Visual Puzzles that Still Make AI Go Mad? ICML 2025 Can LLMs Reason Abstractly Over Math Word Problems Without CoT? Disentangling Abstract Formulation From Arithmetic Computation EMNLP 2025 Combining Induction and Transduction for Abstract Reasoning ICLR 2025 Efficient Tool Use with Chain-of-Abstraction Reasoning COLING 2025 Emergent Symbolic Mechanisms Support Abstract Reasoning in Large Language Models ICML 2025 Exploring the Hidden Reasoning Process of Large Language Models by Misleading Them EMNLP 2025 GenVP: Generating Visual Puzzles with Contrastive Hierarchical VAEs ICLR 2025 GlyphPattern: An Abstract Pattern Recognition for Vision-Language Models ACL 2025 Leveraging Language-based Representations for Better Solving Symbol-related Problems with Large Language Models COLING 2025 Morables: A Benchmark for Assessing Abstract Moral Reasoning in LLMs with Fables EMNLP 2025 Neuro-symbolic Training for Reasoning over Spatial Language NAACL 2025 Puzzled by Puzzles: When Vision-Language Models Can’t Take a Hint EMNLP 2025 Retrospective Learning from Interactions ACL 2025 Think Globally, Group Locally: Evaluating LLMs Using Multi-Lingual Word Grouping Games EMNLP 2025 Understanding LLMs’ Fluid Intelligence Deficiency: An Analysis of the ARC Task NAACL 2025 What is an “Abstract Reasoner”? Revisiting Experiments and Arguments about Large Language Models CoNLL 2025 Abstraction-of-Thought Makes Language Models Better Reasoners EMNLP 2024 Abstract-level Deductive Reasoning for Pre-trained Language Models COLING 2024 Causal Graph Modeling with Deep Neural Engines for Strong Abstract Reasoning in Language and Vision IJCAI 2024 Connecting the Dots: Evaluating Abstract Reasoning Capabilities of LLMs Using the New York Times Connections Word Game EMNLP 2024 Generalized Planning for the Abstraction and Reasoning Corpus AAAI 2024