{"total":56,"rows":[{"id":"2502.17419","title":"From System 1 to System 2: A Survey of Reasoning Large Language Models","created":"2025-02-24","cited_by_count":320,"area":"lr"},{"id":"2503.24235","title":"A Survey on Test-Time Scaling in Large Language Models: What, How, Where, and How Well?","created":"2025-03-31","cited_by_count":223,"area":"lr"},{"id":"2312.12241","title":"GeomVerse: A Systematic Evaluation of Large Models for Geometric Reasoning","created":"2023-12-19","cited_by_count":108,"area":"lr"},{"id":"2404.13046","title":"MoVA: Adapting Mixture of Vision Experts to Multimodal Context","created":"2024-04-19","cited_by_count":83,"area":"mllm"},{"id":"2501.11284","title":"RedStar: Does Scaling Long-CoT Data Unlock Better Slow-Reasoning Systems?","created":"2025-01-20","cited_by_count":60,"area":"lr"},{"id":"2402.10104","title":"GeoEval: Benchmark for Evaluating LLMs and Multi-Modal Models on Geometry Problem-Solving","created":"2024-02-15","cited_by_count":45,"area":null},{"id":"2409.09039","title":"AutoGeo: Automating Geometric Image Dataset Creation for Enhanced Geometry Understanding","created":"2024-08-28","cited_by_count":29,"area":"lr"},{"id":"2310.18021","title":"FormalGeo: An Extensible Formalized Framework for Olympiad Geometric Problem Solving","created":"2023-10-27","cited_by_count":27,"area":null},{"id":"2504.12597","title":"GeoSense: Evaluating Identification and Application of Geometric Principles in Multimodal Reasoning","created":"2025-04-17","cited_by_count":25,"area":"lr"},{"id":"2311.16476","title":"LANS: A Layout-Aware Neural Solver for Plane Geometry Problem","created":"2023-11-25","cited_by_count":24,"area":"lr"},{"id":"2312.07622","title":"Mathematical Language Models: A Survey","created":"2023-12-12","cited_by_count":24,"area":null},{"id":"2412.11863","title":"GeoX: Geometric Problem Solving Through Unified Formalized Vision-Language Pre-training","created":"2024-12-16","cited_by_count":23,"area":"mllm"},{"id":"2504.12773","title":"Enhancing the Geometric Problem-Solving Ability of Multimodal LLMs via Symbolic-Neural Integration","created":"2025-04-17","cited_by_count":18,"area":"lr"},{"id":"2401.08664","title":"Adapting Large Language Models for Education: Foundational Capabilities, Potentials, and Challenges","created":"2023-12-27","cited_by_count":13,"area":null},{"id":"2406.05194","title":"LLMs Are Not Intelligent Thinkers: Introducing Mathematical Topic Tree Benchmark for Comprehensive Evaluation of LLMs","created":"2024-06-07","cited_by_count":13,"area":"lr"},{"id":"2407.07327","title":"Fuse, Reason and Verify: Geometry Problem Solving with Parsed Clauses from Diagram","created":"2024-07-10","cited_by_count":13,"area":"lr"},{"id":"2504.15780","title":"TrustGeoGen: Formal-Verified Data Engine for Trustworthy Multi-modal Geometric Problem Solving","created":"2025-04-22","cited_by_count":13,"area":"lr"},{"id":"2405.06232","title":"Learning to Solve Geometry Problems via Simulating Human Dual-Reasoning Process","created":"2024-05-10","cited_by_count":11,"area":"lr"},{"id":"2409.04214","title":"Diagram Formalization Enhanced Multi-Modal Geometry Problem Solver","created":"2024-09-06","cited_by_count":11,"area":"lr"},{"id":"2504.10146","title":"GeoUni: A Unified Model for Generating Geometry Diagrams, Problems and Problem Solutions","created":"2025-04-14","cited_by_count":11,"area":null},{"id":"2503.05543","title":"Pi-GPS: Enhancing Geometry Problem Solving by Unleashing the Power of Diagrammatic Information","created":"2025-03-07","cited_by_count":10,"area":null},{"id":"2402.11461","title":"FGeo-HyperGNet: Geometric Problem Solving Integrating FormalGeo Symbolic System and Hypergraph Neural Network","created":"2024-02-18","cited_by_count":8,"area":"lr"},{"id":"2506.02690","title":"Towards Geometry Problem Solving in the Large Model Era: A Survey","created":"2025-06-03","cited_by_count":8,"area":"lr"},{"id":"2501.13773","title":"Do Large Language Models Truly Understand Geometric Structures?","created":"2025-01-23","cited_by_count":7,"area":null},{"id":"2502.11360","title":"GeoDANO: Geometric VLM with Domain Agnostic Vision Encoder","created":"2025-02-17","cited_by_count":6,"area":"mllm"},{"id":"2508.06226","title":"GeoLaux: A Benchmark for Evaluating MLLMs' Geometry Performance on Long-Step Problems Requiring Auxiliary Lines","created":"2025-08-08","cited_by_count":6,"area":"mllm"},{"id":"2412.00846","title":"Improving Multimodal LLMs Ability In Geometry Problem Solving, Reasoning, And Multistep Scoring","created":"2024-12-01","cited_by_count":5,"area":"lr"},{"id":"2412.10455","title":"Geo-LLaVA: A Large Multi-Modal Model for Solving Geometry Math Problems with Meta In-Context Learning","created":"2024-12-12","cited_by_count":4,"area":"lr"},{"id":"2507.11936","title":"A Survey of Deep Learning for Geometry Problem Solving","created":"2025-07-16","cited_by_count":4,"area":"lr"},{"id":"2508.00459","title":"Thinking Machines: Mathematical Reasoning in the Age of LLMs","created":"2025-08-01","cited_by_count":4,"area":"lr"},{"id":"2512.24119","title":"GeoBench: Rethinking Multimodal Geometric Problem-Solving via Hierarchical Evaluation","created":"2025-12-30","cited_by_count":4,"area":"lr"},{"id":"2601.05073","title":"Milestones over Outcome: Unlocking Geometric Reasoning with Sub-Goal Verifiable Reward","created":"2026-01-08","cited_by_count":4,"area":"lr"},{"id":"2510.22836","title":"Rethinking the Text-Vision Reasoning Imbalance in MLLMs through the Lens of Training Recipes","created":"2025-10-26","cited_by_count":3,"area":"lr"},{"id":"2512.08180","title":"GeoLoom: High-quality Geometric Diagram Generation from Textual Input","created":"2025-12-09","cited_by_count":2,"area":null},{"id":"2602.03414","title":"Socratic-Geo: Synthetic Data Generation and Geometric Reasoning via Multi-Agent Interaction","created":"2026-02-03","cited_by_count":2,"area":"lr"},{"id":"2609.01607","title":"Uncovering Understanding-Generation Synergy in Native Unified Multimodal Models: From Representation, Task to System","created":"2026-09-01","cited_by_count":2,"area":null},{"id":"2401.16287","title":"GAPS: Geometry-Aware Problem Solver","created":"2024-01-29","cited_by_count":1,"area":null},{"id":"2510.21999","title":"Foundation of Intelligence: Review of Math Word Problems from Human Cognition Perspective","created":"2025-10-24","cited_by_count":1,"area":null},{"id":"2510.22340","title":"DynaSolidGeo: A Dynamic Benchmark for Genuine Spatial Mathematical Reasoning of VLMs in Solid Geometry","created":"2025-10-25","cited_by_count":1,"area":"lr"},{"id":"2602.08524","title":"GeoFocus: Blending Efficient Global-to-Local Perception for Multimodal Geometry Problem-Solving","created":"2026-02-09","cited_by_count":1,"area":"mllm"},{"id":"2602.22703","title":"Enhancing Geometric Perception in VLMs via Translator-Guided Reinforcement Learning","created":"2026-02-26","cited_by_count":1,"area":"lr"},{"id":"2603.19252","title":"GeoChallenge: A Multi-Answer Multiple-Choice Benchmark for Geometric Reasoning with Diagrams","created":"2026-02-25","cited_by_count":1,"area":"lr"},{"id":"2604.11600","title":"Geoparsing: Diagram Parsing for Plane and Solid Geometry with a Unified Formal Language","created":"2026-04-13","cited_by_count":1,"area":"lr"},{"id":"2607.12982","title":"FormalAnalyticGeo: A Neural-Symbolic Based Framework for Multimodal Analytic Geometry Problem Generation","created":"2026-07-14","cited_by_count":1,"area":"lr"},{"id":"2509.21050","title":"GeoRef: Referring Expressions in Geometry via Task Formulation, Synthetic Supervision, and Reinforced MLLM-based Solutions","created":"2025-09-25","cited_by_count":0,"area":"lr"},{"id":"2601.21164","title":"Concise Geometric Description as a Bridge: Unleashing the Potential of LLM for Plane Geometry Problem Solving","created":"2026-01-29","cited_by_count":0,"area":"lr"},{"id":"2603.08291","title":"A Survey of Multimodal Mathematical Reasoning: From Perception, Alignment to Reasoning","created":"2026-03-09","cited_by_count":0,"area":"lr"},{"id":"2606.04648","title":"BiNSGPS: Geometry Problem Solving via Bidirectional Neuro-Symbolic Interaction","created":"2026-06-03","cited_by_count":0,"area":null},{"id":"2606.09278","title":"Internalizing Geometric Law: Learning from Solver Residuals for Precision-Critical Generation","created":"2026-06-08","cited_by_count":0,"area":null},{"id":"2606.12419","title":"GeoDial: A Multimodal Conversational Tutoring Dataset for Geometry Problem-Solving with Visual Tutor Turns","created":"2026-05-08","cited_by_count":0,"area":null},{"id":"2606.14176","title":"VeriGeo: Controllable Geometry Question Generation with Numerical and Analytical Verification","created":"2026-06-12","cited_by_count":0,"area":"lr"},{"id":"2606.27926","title":"Verifiable Geometry Problem Solving: Solver-Driven Autoformalization and Theorem Proposing","created":"2026-06-26","cited_by_count":0,"area":null},{"id":"2608.14585","title":"Euclid-Omni : A Unified Neuro-Symbolic Framework for Plane Geometry","created":"2026-06-17","cited_by_count":0,"area":null},{"id":"2608.30457","title":"Learning Where Outcomes Change:Credit-Addressable Reasoning for Multimodal Geometry","created":"2026-08-31","cited_by_count":0,"area":"lr"},{"id":"2609.10335","title":"From Symbolic Perception to Logical Deduction: A Framework for Guiding Language Models in Geometric Reasoning","created":"2026-09-09","cited_by_count":0,"area":"lr"},{"id":"2610.04280","title":"Dense Neuro-Symbolic Reasoning in a Unified Geometry State","created":"2026-10-03","cited_by_count":0,"area":"lr"}],"next_cursor":null}