Where LLMs Fail with Visualization DSLs

arXiv:2610.01873 · cs.HC, cs.CL · Submitted 2026-10-01 · Read on arXiv

cs.HC, cs.CL

Submitted: 2026-10-01

Updated: 2026-10-01

Terminology

• Benchmark — 7× in this paper · explained in 2 episodes
• Grammar of Graphics — 4× in this paper
• Trace — 4× in this paper · explained in 2 episodes
• Alignment — 2× in this paper · explained in 1 episode
• AI Agents — 1× in this paper · explained in 2 episodes
• Abstraction — 1× in this paper · explained in 1 episode
• Benchmarking — 1× in this paper · explained in 3 episodes
• Consistency — 1× in this paper · explained in 3 episodes
• Entanglement — 1× in this paper · explained in 4 episodes
• Fidelity — 1× in this paper · explained in 2 episodes
• Instruction Tuning — 1× in this paper · explained in 2 episodes
• Prompt Engineering — 1× in this paper · explained in 4 episodes
• RAG — 1× in this paper · explained in 3 episodes
• Synthetic Data Generation — 1× in this paper · explained in 5 episodes
• Tokenization — 1× in this paper · explained in 2 episodes

Sources

• Visualization Generation with Large Language Models: An Evaluation
• Second-order Neural Network Training Using Complex-step Directional Derivative

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