{"total":49,"rows":[{"id":"2310.02255","title":"MathVista: Evaluating Mathematical Reasoning of Foundation Models in Visual Contexts","created":"2023-10-03","cited_by_count":1614,"area":"lr"},{"id":"2203.10244","title":"ChartQA: A Benchmark for Question Answering about Charts with Visual and Logical Reasoning","created":"2022-03-19","cited_by_count":1479,"area":"lr"},{"id":"2503.06749","title":"Vision-R1: Incentivizing Reasoning Capability in Multimodal Large Language Models","created":"2025-03-09","cited_by_count":665,"area":"lr"},{"id":"2503.07536","title":"LMM-R1: Empowering 3B LMMs with Strong Reasoning Abilities Through Two-Stage Rule-Based RL","created":"2025-03-10","cited_by_count":248,"area":"lr"},{"id":"2412.18319","title":"Mulberry: Empowering MLLM with o1-like Reasoning and Reflection via Collective Monte Carlo Tree Search","created":"2024-12-24","cited_by_count":175,"area":"lr"},{"id":"2212.10505","title":"DePlot: One-shot visual language reasoning by plot-to-table translation","created":"2022-12-20","cited_by_count":160,"area":"lr"},{"id":"2212.09662","title":"MatCha: Enhancing Visual Language Pretraining with Math Reasoning and Chart Derendering","created":"2022-12-19","cited_by_count":133,"area":"lr"},{"id":"2406.17294","title":"Math-LLaVA: Bootstrapping Mathematical Reasoning for Multimodal Large Language Models","created":"2024-06-25","cited_by_count":133,"area":"lr"},{"id":"2406.09961","title":"ChartMimic: Evaluating LMM's Cross-Modal Reasoning Capability via Chart-to-Code Generation","created":"2024-06-14","cited_by_count":129,"area":"lr"},{"id":"2402.12185","title":"ChartX & ChartVLM: A Versatile Benchmark and Foundation Model for Complicated Chart Reasoning","created":"2024-02-19","cited_by_count":128,"area":"lr"},{"id":"2412.05237","title":"MAmmoTH-VL: Eliciting Multimodal Reasoning with Instruction Tuning at Scale","created":"2024-12-06","cited_by_count":127,"area":"lr"},{"id":"2312.15915","title":"ChartBench: A Benchmark for Complex Visual Reasoning in Charts","created":"2023-12-26","cited_by_count":120,"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":"2403.09028","title":"ChartInstruct: Instruction Tuning for Chart Comprehension and Reasoning","created":"2024-03-14","cited_by_count":68,"area":"lr"},{"id":"2410.18798","title":"Distill Visual Chart Reasoning Ability from LLMs to MLLMs","created":"2024-10-24","cited_by_count":31,"area":"lr"},{"id":"2406.19237","title":"FlowVQA: Mapping Multimodal Logic in Visual Question Answering with Flowcharts","created":"2024-06-27","cited_by_count":28,"area":"lr"},{"id":"2403.12596","title":"Chart-based Reasoning: Transferring Capabilities from LLMs to VLMs","created":"2024-03-19","cited_by_count":20,"area":"lr"},{"id":"2403.16385","title":"Synthesize Step-by-Step: Tools, Templates and LLMs as Data Generators for Reasoning-Based Chart VQA","created":"2024-03-25","cited_by_count":19,"area":"lr"},{"id":"2510.12171","title":"MatSciBench: Benchmarking the Reasoning Ability of Large Language Models in Materials Science","created":"2025-10-14","cited_by_count":15,"area":"lr"},{"id":"2508.09804","title":"BigCharts-R1: Enhanced Chart Reasoning with Visual Reinforcement Finetuning","created":"2025-08-13","cited_by_count":13,"area":"lr"},{"id":"2508.12680","title":"Vision-G1: Towards General Vision Language Reasoning with Multi-Domain Data Curation","created":"2025-08-18","cited_by_count":13,"area":"lr"},{"id":"2310.02804","title":"DOMINO: A Dual-System for Multi-step Visual Language Reasoning","created":"2023-10-04","cited_by_count":12,"area":"lr"},{"id":"2601.13606","title":"ChartVerse: Scaling Chart Reasoning via Reliable Programmatic Synthesis from Scratch","created":"2026-01-20","cited_by_count":10,"area":"lr"},{"id":"2404.01548","title":"mChartQA: A universal benchmark for multimodal Chart Question Answer based on Vision-Language Alignment and Reasoning","created":"2024-04-02","cited_by_count":9,"area":"lr"},{"id":"2405.00021","title":"SIMPLOT: Enhancing Chart Question Answering by Distilling Essentials","created":"2024-02-22","cited_by_count":7,"area":"lr"},{"id":"2601.05688","title":"SketchVL: Policy Optimization via Fine-Grained Credit Assignment for Chart Understanding and More","created":"2026-01-09","cited_by_count":7,"area":"lr"},{"id":"2601.05877","title":"iReasoner: Trajectory-Aware Intrinsic Reasoning Supervision for Self-Evolving Large Multimodal Models","created":"2026-01-09","cited_by_count":7,"area":"lr"},{"id":"2409.01667","title":"VProChart: Answering Chart Question through Visual Perception Alignment Agent and Programmatic Solution Reasoning","created":"2024-09-03","cited_by_count":6,"area":"lr"},{"id":"2512.00305","title":"ChartPoint: Guiding MLLMs with Grounding Reflection for Chart Reasoning","created":"2025-11-29","cited_by_count":6,"area":"lr"},{"id":"2410.13510","title":"GeoCoder: Solving Geometry Problems by Generating Modular Code through Vision-Language Models","created":"2024-10-17","cited_by_count":5,"area":"lr"},{"id":"2603.06652","title":"PaLMR: Towards Faithful Visual Reasoning via Multimodal Process Alignment","created":"2026-02-28","cited_by_count":5,"area":"lr"},{"id":"2505.20021","title":"Decomposing Complex Visual Comprehension into Atomic Visual Skills for Vision Language Models","created":"2025-05-26","cited_by_count":4,"area":"lr"},{"id":"2510.04141","title":"The Artificial Intelligence Cognitive Examination: A Survey on the Evolution of Multimodal Evaluation from Recognition to Reasoning","created":"2025-10-05","cited_by_count":4,"area":"lr"},{"id":"2509.04457","title":"Do MLLMs Really Understand the Charts?","created":"2025-08-27","cited_by_count":3,"area":"lr"},{"id":"2409.02611","title":"GoT-CQA: Graph-of-Thought Guided Compositional Reasoning for Chart Question Answering","created":"2024-09-04","cited_by_count":2,"area":"lr"},{"id":"2506.08700","title":"ClimateViz: A Benchmark for Statistical Reasoning and Fact Verification on Scientific Charts","created":"2025-06-10","cited_by_count":2,"area":"lr"},{"id":"2506.13066","title":"FinLMM-R1: Enhancing Financial Reasoning in LMM through Scalable Data and Reward Design","created":"2025-06-16","cited_by_count":2,"area":"lr"},{"id":"2508.15690","title":"GRAFT: GRaPH and Table Reasoning for Textual Alignment -- A Benchmark for Structured Instruction Following and Visual Reasoning","created":"2025-08-21","cited_by_count":2,"area":"lr"},{"id":"2605.01882","title":"Chart-FR1: Visual Focus-Driven Fine-Grained Reasoning on Dense Charts","created":"2026-05-03","cited_by_count":1,"area":"lr"},{"id":"2602.10518","title":"MapVerse: A Benchmark for Geospatial Question Answering on Diverse Real-World Maps","created":"2026-02-11","cited_by_count":0,"area":"lr"},{"id":"2602.20291","title":"De-rendering, Reasoning, and Repairing Charts with Vision-Language Models","created":"2026-02-23","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":"2603.22288","title":"Evaluating Prompting Strategies for Chart Question Answering with Large Language Models","created":"2026-03-03","cited_by_count":0,"area":"lr"},{"id":"2604.03157","title":"Chart-RL: Policy Optimization Reinforcement Learning for Enhanced Visual Reasoning in Chart Question Answering with Vision Language Models","created":"2026-04-03","cited_by_count":0,"area":"lr"},{"id":"2605.07817","title":"GazeVLM: Active Vision via Internal Attention Control for Multimodal Reasoning","created":"2026-05-08","cited_by_count":0,"area":"lr"},{"id":"2605.27311","title":"Chartographer: Counterfactual Chart Generation for Evaluating Vision-Language Models","created":"2026-05-26","cited_by_count":0,"area":"lr"},{"id":"2606.20643","title":"SPARC: A Multi-Agent System for Electrical Circuit Question Answering","created":"2026-06-05","cited_by_count":0,"area":"lr"},{"id":"2606.29984","title":"Be Faithful When Response: Returning Fluent and Grounded Answers for Vision-Language Models Reinforcement Learning","created":"2026-06-29","cited_by_count":0,"area":"lr"},{"id":"2609.39142","title":"When Can Text Replace Vision? Structural Bottlenecks in Diagram Reasoning","created":"2026-09-30","cited_by_count":0,"area":"lr"}],"next_cursor":null}