{"total":33,"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":"2506.23918","title":"Thinking with Images for Multimodal Reasoning: Foundations, Methods, and Future Frontiers","created":"2025-06-30","cited_by_count":199,"area":"lr"},{"id":"2501.05444","title":"Can MLLMs Reason in Multimodality? EMMA: An Enhanced MultiModal ReAsoning Benchmark","created":"2025-01-09","cited_by_count":134,"area":"lr"},{"id":"2501.04686","title":"Unlocking Multimodal Mathematical Reasoning via Process Reward Model","created":"2025-01-08","cited_by_count":65,"area":"lr"},{"id":"2504.21277","title":"Reinforced MLLM: A Survey on RL-Based Reasoning in Multimodal Large Language Models","created":"2025-04-30","cited_by_count":44,"area":"lr"},{"id":"2502.17651","title":"METAL: A Multi-Agent Framework for Chart Generation with Test-Time Scaling","created":"2025-02-24","cited_by_count":34,"area":"lr"},{"id":"2507.20766","title":"Learning Only with Images: Visual Reinforcement Learning with Reasoning, Rendering, and Visual Feedback","created":"2025-07-28","cited_by_count":32,"area":"lr"},{"id":"2509.25373","title":"From Perception to Cognition: A Survey of Vision-Language Interactive Reasoning in Multimodal Large Language Models","created":"2025-09-29","cited_by_count":26,"area":"lr"},{"id":"2507.15509","title":"Chart-R1: Chain-of-Thought Supervision and Reinforcement for Advanced Chart Reasoner","created":"2025-07-21","cited_by_count":25,"area":"lr"},{"id":"2410.12381","title":"HumanEval-V: Benchmarking High-Level Visual Reasoning with Complex Diagrams in Coding Tasks","created":"2024-10-16","cited_by_count":20,"area":"lr"},{"id":"2508.13587","title":"Breaking the SFT Plateau: Multimodal Structured Reinforcement Learning for Chart-to-Code Generation","created":"2025-08-19","cited_by_count":19,"area":"lr"},{"id":"2504.09479","title":"Draw with Thought: Unleashing Multimodal Reasoning for Scientific Diagram Generation","created":"2025-04-13","cited_by_count":14,"area":"lr"},{"id":"2506.10116","title":"ChartReasoner: Code-Driven Modality Bridging for Long-Chain Reasoning in Chart Question Answering","created":"2025-06-11","cited_by_count":13,"area":"lr"},{"id":"2506.14907","title":"PeRL: Permutation-Enhanced Reinforcement Learning for Interleaved Vision-Language Reasoning","created":"2025-06-17","cited_by_count":11,"area":"lr"},{"id":"2602.11455","title":"Credit Where It is Due: Cross-Modality Connectivity Drives Precise Reinforcement Learning for MLLM Reasoning","created":"2026-02-12","cited_by_count":6,"area":"lr"},{"id":"2604.06079","title":"Scientific Graphics Program Synthesis via Dual Self-Consistency Reinforcement Learning","created":"2026-04-07","cited_by_count":6,"area":"lr"},{"id":"2509.09286","title":"Visual Programmability: A Guide for Code-as-Thought in Chart Understanding","created":"2025-09-11","cited_by_count":4,"area":"lr"},{"id":"2512.14040","title":"ChartAgent: A Chart Understanding Framework with Tool Integrated Reasoning","created":"2025-12-16","cited_by_count":4,"area":"lr"},{"id":"2606.06538","title":"WorldBench: A Challenging and Visually Diverse Multimodal Reasoning Benchmark","created":"2026-06-04","cited_by_count":4,"area":"lr"},{"id":"2607.07836","title":"Infinity-Parser2 Technical Report","created":"2026-07-08","cited_by_count":4,"area":"lr"},{"id":"2512.22120","title":"See Less, See Right: Bi-directional Perceptual Shaping For Multimodal Reasoning","created":"2025-12-26","cited_by_count":3,"area":"lr"},{"id":"2603.10757","title":"CodePercept: Code-Grounded Visual STEM Perception for MLLMs","created":"2026-03-11","cited_by_count":3,"area":"lr"},{"id":"2602.10880","title":"Chart Specification: Structural Representations for Incentivizing VLM Reasoning in Chart-to-Code Generation","created":"2026-02-11","cited_by_count":2,"area":"lr"},{"id":"2603.27375","title":"Bridging Visual Representation and Reinforcement Learning from Verifiable Rewards in Large Vision-Language Models","created":"2026-03-28","cited_by_count":2,"area":"lr"},{"id":"2605.07415","title":"ChartREG++: Towards Benchmarking and Improving Chart Referring Expression Grounding under Diverse referring clues and Multi-Target Referring","created":"2026-05-08","cited_by_count":2,"area":"lr"},{"id":"2605.19382","title":"PRISM: A Benchmark for Programmatic Spatial-Temporal Reasoning","created":"2026-05-19","cited_by_count":1,"area":"lr"},{"id":"2510.08945","title":"FATHOMS-RAG: A Framework for the Assessment of Thinking and Observation in Multimodal Systems that use Retrieval Augmented Generation","created":"2025-10-10","cited_by_count":0,"area":"lr"},{"id":"2604.02794","title":"CharTool: Tool-Integrated Visual Reasoning for Chart Understanding","created":"2026-04-03","cited_by_count":0,"area":"lr"},{"id":"2604.16587","title":"Real-Time Visual Attribution Streaming in Thinking Model","created":"2026-04-17","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":"2606.11470","title":"The Periodic Table of LLM Reasoning: A Structured Survey of Reasoning Paradigms, Methods, and Failure Modes","created":"2026-06-09","cited_by_count":0,"area":"lr"},{"id":"2608.17414","title":"REChart: Reasoning-Efficient Chart Editing with Large Reasoning Models","created":"2026-08-18","cited_by_count":0,"area":"lr"},{"id":"2610.15620","title":"From Stages to States: Unified Iterative Reasoning for MLLMs","created":"2026-10-11","cited_by_count":0,"area":"lr"}],"next_cursor":null}