Papers Geometry Problem Solving
“Geometry Problem Solving” 태그가 달린 논문 27편 · 필터 해제
A Survey of Deep Learning for Geometry Problem Solving
Geometry problem solving is a key area of mathematical reasoning, which is widely involved in many important fields such as education, mathematical ability assessment of artificial intelligence, and multimodal ability as…
Deep LearningGeometry Problem SolvingMathematical ReasoningSurveyTowards Geometry Problem Solving in the Large Model Era: A Survey
Geometry problem solving (GPS) represents a critical frontier in artificial intelligence, with profound applications in education, computer-aided design, and computational graphics. Despite its significance, automating G…
Geometry Problem SolvingLogical ReasoningAutoGPS: Automated Geometry Problem Solving via Multimodal Formalization and Deductive Reasoning
Geometry problem solving presents distinctive challenges in artificial intelligence, requiring exceptional multimodal comprehension and rigorous mathematical reasoning capabilities. Existing approaches typically fall int…
Geometry Problem SolvingMathematical ReasoningPlane Geometry Problem Solving with Multi-modal Reasoning: A Survey
Plane geometry problem solving (PGPS) has recently gained significant attention as a benchmark to assess the multi-modal reasoning capabilities of large vision-language models. Despite the growing interest in PGPS, the r…
DecoderGeometry Problem SolvingHallucinationMathCoder-VL: Bridging Vision and Code for Enhanced Multimodal Mathematical Reasoning
Natural language image-caption datasets, widely used for training Large Multimodal Models, mainly focus on natural scenarios and overlook the intricate details of mathematical figures that are critical for problem-solvin…
cross-modal alignmentGeometry Problem SolvingMathMathematical ReasoningGeoSense: Evaluating Identification and Application of Geometric Principles in Multimodal Reasoning
Geometry problem-solving (GPS), a challenging task requiring both visual comprehension and symbolic reasoning, effectively measures the reasoning capabilities of multimodal large language models (MLLMs). Humans exhibit s…
Geometry Problem SolvingMultimodal ReasoningEnhancing the Geometric Problem-Solving Ability of Multimodal LLMs via Symbolic-Neural Integration
Recent advances in Multimodal Large Language Models (MLLMs) have achieved remarkable progress in general domains and demonstrated promise in multimodal mathematical reasoning. However, applying MLLMs to geometry problem …
Geometry Problem SolvingLarge Language ModelLogical ReasoningMathematical ReasoningPi-GPS: Enhancing Geometry Problem Solving by Unleashing the Power of Diagrammatic Information
Geometry problem solving has garnered increasing attention due to its potential applications in intelligent education field. Inspired by the observation that text often introduces ambiguities that diagrams can clarify, t…
Geometry Problem SolvingMathematical ReasoningGeoX: Geometric Problem Solving Through Unified Formalized Vision-Language Pre-training
Despite their proficiency in general tasks, Multi-modal Large Language Models (MLLMs) struggle with automatic Geometry Problem Solving (GPS), which demands understanding diagrams, interpreting symbols, and performing com…
Geometry Problem SolvingGeo-LLaVA: A Large Multi-Modal Model for Solving Geometry Math Problems with Meta In-Context Learning
Geometry mathematics problems pose significant challenges for large language models (LLMs) because they involve visual elements and spatial reasoning. Current methods primarily rely on symbolic character awareness to add…
Geometry Problem SolvingIn-Context LearningMathSpatial ReasoningImproving Multimodal LLMs Ability In Geometry Problem Solving, Reasoning, And Multistep Scoring
This paper presents GPSM4K, a comprehensive geometry multimodal dataset tailored to augment the problem-solving capabilities of Large Vision Language Models (LVLMs). GPSM4K encompasses 2157 multimodal question-answer pai…
Automated Theorem ProvingGeometry Problem SolvingImage CaptioningRAGGeoCoder: Solving Geometry Problems by Generating Modular Code through Vision-Language Models
Geometry problem-solving demands advanced reasoning abilities to process multimodal inputs and employ mathematical knowledge effectively. Vision-language models (VLMs) have made significant progress in various multimodal…
Geometry Problem SolvingRAGDiagram Formalization Enhanced Multi-Modal Geometry Problem Solver
Mathematical reasoning remains an ongoing challenge for AI models, especially for geometry problems that require both linguistic and visual signals. As the vision encoders of most MLLMs are trained on natural scenes, the…
Geometry Problem SolvingMathematical ReasoningFuse, Reason and Verify: Geometry Problem Solving with Parsed Clauses from Diagram
Geometry problem solving (GPS) requires capacities of multi-modal understanding, multi-hop reasoning and theorem knowledge application. In this paper, we propose a neural-symbolic model for plane geometry problem solving…
DecoderGeometry Problem SolvingHallucinationLearning to Solve Geometry Problems via Simulating Human Dual-Reasoning Process
Geometry Problem Solving (GPS), which is a classic and challenging math problem, has attracted much attention in recent years. It requires a solver to comprehensively understand both text and diagram, master essential ge…
Geometry Problem SolvingMachine TranslationMathBBA: Bi-Modal Behavioral Alignment for Reasoning with Large Vision-Language Models
Multimodal reasoning stands as a pivotal capability for large vision-language models (LVLMs). The integration with Domain-Specific Languages (DSL), offering precise visual representations, equips these models with the op…
Geometry Problem SolvingMolecular Property PredictionMultimodal ReasoningProperty PredictionFGeo-HyperGNet: Geometric Problem Solving Integrating Formal Symbolic System and Hypergraph Neural Network
Geometric problem solving has always been a long-standing challenge in the fields of automated reasoning and artificial intelligence. We built a neural-symbolic system to automatically perform human-like geometric deduct…
Geometry Problem SolvingRelational ReasoningGeoEval: Benchmark for Evaluating LLMs and Multi-Modal Models on Geometry Problem-Solving
Recent advancements in large language models (LLMs) and multi-modal models (MMs) have demonstrated their remarkable capabilities in problem-solving. Yet, their proficiency in tackling geometry math problems, which necess…
Geometry Problem SolvingMathGAPS: Geometry-Aware Problem Solver
Geometry problem solving presents a formidable challenge within the NLP community. Existing approaches often rely on models designed for solving math word problems, neglecting the unique characteristics of geometry math …
Geometry Problem SolvingMathMathematical Question AnsweringMathematical ReasoningE-GPS: Explainable Geometry Problem Solving via Top-Down Solver and Bottom-Up Generator
Geometry Problem Solving has drawn growing attention recently due to its application prospects in intelligent education field. However existing methods are still inadequate to meet the needs of practical application …
Geometry Problem Solving