From Charts to Code: A Hierarchical Benchmark for Multimodal Models

arXiv:2510.17932 · cs.SE, cs.AI · Submitted 2025-10-20 · Read on arXiv

cs.SE, cs.AI

Submitted: 2025-10-20

Updated: 2026-09-30

Terminology

• Benchmark — 5× in this paper · explained in 2 episodes
• Fidelity — 1× in this paper · explained in 2 episodes
• Multimodal Reasoning — 1× in this paper · explained in 5 episodes

Related papers

• Falsification-Based Verification of LLM-Generated Optimization Models: Sound Test Batteries and Their Detection Limits
• GitSkills: A Dataset of Agent Skills on GitHub
• SABER: Benchmarking Operational Safety of LLM Coding Agents in Stateful Project Workspaces
• PackMonitor: Enabling Zero Package Hallucinations Through Decoding-Time Monitoring
• IntentCoding: Amplifying User Intent in Code Generation
• Incentives and Outcomes in Bug Bounties