Research map / Large language models / Agents, code and math
Abstract Visual Reasoning: An Algebraic Approach for Solving Raven's Progressive Matrices
Read the paperCheck your idea against 108,967 papers
AI-extracted summary. Written by AI from the paper's title only (no summary yet). Numbers and claims can be wrong or missing context, so check the paper before you cite or build on it.
Measured effects reported in the paper
| What was changed | Where | Measured | Effect |
|---|---|---|---|
| use algebraic machine reasoning instead of PrAE | RPM answer selection · I-RAVEN | accuracy: 77.0 -> 93.2 | Helped |
| use algebraic machine reasoning instead of DCNet | RPM answer selection · RAVEN | accuracy: 93.6 -> 92.9 | Hurt |
| generate answers without an answer set using algebraic machine reasoning | RPM answer generation · I-RAVEN answer generation | similarity: 67.7% | Mixed |
Closest papers by meaning
- Towards Generative Abstract Reasoning: Completing Raven’s Progressive Matrix via Rule Abstraction and Selection (ICLR 2024 · similarity 0.89)
- DynaMath: A Dynamic Visual Benchmark for Evaluating Mathematical Reasoning Robustness of Vision Language Models (ICLR 2025 · similarity 0.85)
- RMath: A Logic Reasoning-Focused Datasets Toward Mathematical Multistep Reasoning Tasks (AAAI 2025 · similarity 0.84)
- Machine Learning meets Algebraic Combinatorics: A Suite of Datasets Capturing Research-level Conjecturing Ability in Pure Mathematics (ICML 2025 · similarity 0.84)
- DAG-Math: Graph-Guided Mathematical Reasoning in LLMs (ICLR 2026 · similarity 0.83)
- Composing Global Solutions to Reasoning Tasks via Algebraic Objects in Neural Nets (NeurIPS 2025 · similarity 0.83)
Writing a paper in this area? scime draft is a free LaTeX editor with AI included, real-time co-authors and a check of your references and venue rules before you submit. It also imports OpenAI Prism projects.
