Cover Image

Plot2Code: A Comprehensive Benchmark for Evaluating Multi-modal Large Language Models in Code Generation from Scientific Plots

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Wu, Chengyue, Ge, Yixiao, Guo, Qiushan, Wang, Jiahao, Liang, Zhixuan, Lu, Zeyu, Shan, Ying, Luo, Ping
Format:	Preprint
Published:	2024
Subjects:	Computation and Language Computer Vision and Pattern Recognition
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

LLaMA Pro: Progressive LLaMA with Block Expansion
by: Wu, Chengyue, et al.
Published: (2024)

PlotGen-Bench: Evaluating VLMs on Generating Visualization Code from Diverse Plots across Multiple Libraries
by: Zhao, Yi, et al.
Published: (2025)

CodePlot-CoT: Mathematical Visual Reasoning by Thinking with Code-Driven Images
by: Duan, Chengqi, et al.
Published: (2025)

SEED-Bench-2-Plus: Benchmarking Multimodal Large Language Models with Text-Rich Visual Comprehension
by: Li, Bohao, et al.
Published: (2024)

PUB: Plot Understanding Benchmark and Dataset for Evaluating Large Language Models on Synthetic Visual Data Interpretation
by: Pawelec, Aneta, et al.
Published: (2024)

PlotTwist: A Creative Plot Generation Framework with Small Language Models
by: Thorat, Abhinav, et al.
Published: (2026)

MatPlotAgent: Method and Evaluation for LLM-Based Agentic Scientific Data Visualization
by: Yang, Zhiyu, et al.
Published: (2024)

Beyond Single Plots: A Benchmark for Question Answering on Multi-Charts
by: Efat, Azher Ahmed, et al.
Published: (2026)

DiCoDe: Diffusion-Compressed Deep Tokens for Autoregressive Video Generation with Language Models
by: Li, Yizhuo, et al.
Published: (2024)

Comparative Evaluation of Animated Scatter Plot Transitions
by: Rodrigues, Nils, et al.
Published: (2024)

EgoPlan-Bench2: A Benchmark for Multimodal Large Language Model Planning in Real-World Scenarios
by: Qiu, Lu, et al.
Published: (2024)

PlotCraft: Pushing the Limits of LLMs for Complex and Interactive Data Visualization
by: Zhang, Jiajun, et al.
Published: (2025)

Divot: Diffusion Powers Video Tokenizer for Comprehension and Generation
by: Ge, Yuying, et al.
Published: (2024)

Visualization-Driven Illumination for Density Plots
by: Chen, Xin, et al.
Published: (2025)

PlotGen: Multi-Agent LLM-based Scientific Data Visualization via Multimodal Feedback
by: Goswami, Kanika, et al.
Published: (2025)

Uncertainty-Aware Scarf Plots
by: Pathmanathan, Nelusa, et al.
Published: (2025)

A Code Comprehension Benchmark for Large Language Models for Code
by: Havare, Jayant, et al.
Published: (2025)

QCalEval: Benchmarking Vision-Language Models for Quantum Calibration Plot Understanding
by: Cao, Shuxiang, et al.
Published: (2026)

Synthesizing Multimodal Geometry Datasets from Scratch and Enabling Visual Alignment via Plotting Code
by: Lin, Haobo, et al.
Published: (2026)

Aligning Latent Spaces with Flow Priors
by: Li, Yizhuo, et al.
Published: (2025)

EgoPlan-Bench: Benchmarking Multimodal Large Language Models for Human-Level Planning
by: Chen, Yi, et al.
Published: (2023)

Finding Flawed Fictions: Evaluating Complex Reasoning in Language Models via Plot Hole Detection
by: Ahuja, Kabir, et al.
Published: (2025)

SciMMIR: Benchmarking Scientific Multi-modal Information Retrieval
by: Wu, Siwei, et al.
Published: (2024)

STORYTELLER: An Enhanced Plot-Planning Framework for Coherent and Cohesive Story Generation
by: Li, Jiaming, et al.
Published: (2025)

Accessible Text Descriptions for UpSet Plots
by: McNutt, Andrew, et al.
Published: (2025)

Accessible Text Descriptions for UpSet Plots
by: A. McNutt, et al.
Published: (2025)

MVBench: A Comprehensive Multi-modal Video Understanding Benchmark
by: Li, Kunchang, et al.
Published: (2023)

Drawing Pandas: A Benchmark for LLMs in Generating Plotting Code
by: Galimzyanov, Timur, et al.
Published: (2024)

VisuLogic: A Benchmark for Evaluating Visual Reasoning in Multi-modal Large Language Models
by: Xu, Weiye, et al.
Published: (2025)

ST-LLM: Large Language Models Are Effective Temporal Learners
by: Liu, Ruyang, et al.
Published: (2024)

WebUIBench: A Comprehensive Benchmark for Evaluating Multimodal Large Language Models in WebUI-to-Code
by: Lin, Zhiyu, et al.
Published: (2025)

TokLIP: Marry Visual Tokens to CLIP for Multimodal Comprehension and Generation
by: Lin, Haokun, et al.
Published: (2025)

Video-MME: The First-Ever Comprehensive Evaluation Benchmark of Multi-modal LLMs in Video Analysis
by: Fu, Chaoyou, et al.
Published: (2024)

AudioStory: Generating Long-Form Narrative Audio with Large Language Models
by: Guo, Yuxin, et al.
Published: (2025)

DocGenome: An Open Large-scale Scientific Document Benchmark for Training and Testing Multi-modal Large Language Models
by: Xia, Renqiu, et al.
Published: (2024)

BERT-VQA: Visual Question Answering on Plots
by: Vu, Tai, et al.
Published: (2025)

Exploring the Magnitude-Shape Plot Framework for Anomaly Detection in Crowded Video Scenes
by: Wang, Zuzheng, et al.
Published: (2024)

Plotting a New Course for Metasearch
by: Breeding, Marshall
Published: (2005)

Smartphone-based Circular Plot Sampling for Forest Inventory
by: Sun, Su, et al.
Published: (2026)

CodeCriticBench: A Holistic Code Critique Benchmark for Large Language Models
by: Zhang, Alexander, et al.
Published: (2025)