What You See Is What You Get: Observation-Aligned Supervision for Chart-to-Code Generation

arXiv:2607.04726 · cs.CL, cs.LG · Submitted 2026-07-06 · Read on arXiv

cs.CL, cs.LG

Submitted: 2026-07-06

Updated: 2026-09-03

Terminology

• Aggregation — 12× in this paper · explained in 1 episode
• alpha — 12× in this paper · explained in 1 episode
• Benchmark — 9× in this paper · explained in 2 episodes
• Fine-Tuning — 4× in this paper · explained in 5 episodes
• Thinking mode — 4× in this paper · explained in 2 episodes
• Robustness — 3× in this paper · explained in 5 episodes
• Alignment — 2× in this paper · explained in 1 episode
• F1 Score — 2× in this paper · explained in 3 episodes
• Reinforcement Learning — 2× in this paper · explained in 4 episodes
• Abstraction — 1× in this paper · explained in 1 episode
• Distribution Shift — 1× in this paper · explained in 5 episodes
• Evaluation Dimensions — 1× in this paper · explained in 3 episodes
• Fidelity — 1× in this paper · explained in 2 episodes
• Foundation Model — 1× in this paper · explained in 3 episodes
• Hallucination — 1× in this paper · explained in 3 episodes
• Inverse Problem — 1× in this paper · explained in 2 episodes

Sources

• RECODE: Reasoning Through Code Generation for Visual Question Answering
• Qwen2.5-VL Technical Report
• ChartMaster: Advancing Chart-to-Code Generation with Real-World Charts and Chart Similarity Reinforcement Learning
• Visual Programmability: A Guide for Code-as-Thought in Chart Understanding
• From Charts to Code: A Hierarchical Benchmark for Multimodal Models
• DeepSeek-V4: Towards Highly Efficient Million-Token Context Intelligence
• MM-ReCoder: Advancing Chart-to-Code Generation with Reinforcement Learning and Self-Correction
• Chart Specification: Structural Representations for Incentivizing VLM Reasoning in Chart-to-Code Generation
• VisCodex: Unified Multimodal Code Generation via Merging Vision and Coding Models
• Visual Self-Refine: A Pixel-Guided Paradigm for Accurate Chart Parsing
• DePlot: One-shot visual language reasoning by plot-to-table translation
• ChartX & ChartVLM: A Versatile Benchmark and Foundation Model for Complicated Chart Reasoning
• ChartMoE: Mixture of Diversely Aligned Expert Connector for Chart Understanding
• RealChart2Code: Advancing Chart-to-Code Generation with Real Data and Multi-Task Evaluation
• Aligned Multi-View Scripts for Universal Chart-to-Code Generation
• ChartCoder: Advancing Multimodal Large Language Model for Chart-to-Code Generation
• PlotGen-Bench: Evaluating VLMs on Generating Visualization Code from Diverse Plots across Multiple Libraries
• CharTide: Data-Centric Chart-to-Code Generation via Tri-Perspective Tuning and Inquiry-Driven Evolution
• LlamaFactory: Unified Efficient Fine-Tuning of 100+ Language Models
• InternVL3: Exploring Advanced Training and Test-Time Recipes for Open-Source Multimodal Models

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