GRADE: Benchmarking Discipline-Informed Reasoning in Image Editing

Export BriefConnect with Author
View PDF ↗
PDF Viewer
Open Full PDF

BUILDER'S SANDBOX

Build This Paper

Use an AI coding agent to implement this research.

OpenAI Codex
OpenAI CodexAI Agent

Lightweight coding agent in your terminal.

Claude Code
Claude CodeAI Agent

Agentic coding tool for terminal workflows.

AntiGravity IDE
AntiGravity IDEScaffolding

AI agent mindset installer and workflow scaffolder.

Cursor
CursorIDE

AI-first code editor built on VS Code.

VS Code
VS CodeIDE

Free, open-source editor by Microsoft.

Estimated $9K - $13K over 6-10 weeks.

See exactly what it costs to build this -- with 3 comparable funded startups.

7-day free trial. Cancel anytime.

Discover the researchers behind this paper and find similar experts.

7-day free trial. Cancel anytime.

References (41)

[1]
OpenAI GPT-5 System Card
2025Aaditya K. Singh, A. Fry et al.
[2]
Qwen3-VL Technical Report
2025Shuai Bai, Yuxuan Cai et al.
[3]
UniModel: A Visual-Only Framework for Unified Multimodal Understanding and Generation
2025Chi Zhang, Jiepeng Wang et al.
[4]
Large multimodal models evaluation: a survey
2025Zicheng Zhang, Junying Wang et al.
[5]
MathCanvas: Intrinsic Visual Chain-of-Thought for Multimodal Mathematical Reasoning
2025Weikang Shi, Aldrich Yu et al.
[6]
Seedream 4.0: Toward Next-generation Multimodal Image Generation
2025Yun Chen, Yu Gao et al.
[7]
GenExam: A Multidisciplinary Text-to-Image Exam
2025Zhaokai Wang, Penghao Yin et al.
[8]
InternVL3.5: Advancing Open-Source Multimodal Models in Versatility, Reasoning, and Efficiency
2025Weiyun Wang, Zhangwei Gao et al.
[9]
T2I-ReasonBench: Benchmarking Reasoning-Informed Text-to-Image Generation
2025Kaiyue Sun, Rongyao Fang et al.
[10]
Mono-InternVL-1.5: Towards Cheaper and Faster Monolithic Multimodal Large Language Models
2025Gen Luo, Wenhan Dou et al.
[11]
MMMG: A Massive, Multidisciplinary, Multi-Tier Generation Benchmark for Text-to-Image Reasoning
2025Yuxuan Luo, Yuhui Yuan et al.
[12]
SridBench: Benchmark of Scientific Research Illustration Drawing of Image Generation Model
2025Yifan Chang, Yukang Feng et al.
[13]
ImgEdit: A Unified Image Editing Dataset and Benchmark
2025Yang Ye, Xianyi He et al.
[14]
KRIS-Bench: Benchmarking Next-Level Intelligent Image Editing Models
2025Yongliang Wu, Zong-Lin Li et al.
[15]
Emerging Properties in Unified Multimodal Pretraining
2025Chaorui Deng, Deyao Zhu et al.
[16]
WorldGenBench: A World-Knowledge-Integrated Benchmark for Reasoning-Driven Text-to-Image Generation
2025Daoan Zhang, Che Jiang et al.
[17]
In-Context Edit: Enabling Instructional Image Editing with In-Context Generation in Large Scale Diffusion Transformer
2025Zechuan Zhang, Ji Xie et al.
[18]
Step1X-Edit: A Practical Framework for General Image Editing
2025Shiyu Liu, Yucheng Han et al.
[19]
Envisioning Beyond the Pixels: Benchmarking Reasoning-Informed Visual Editing
2025Xiangyu Zhao, Peiyuan Zhang et al.
[20]
WISE: A World Knowledge-Informed Semantic Evaluation for Text-to-Image Generation
2025Yuwei Niu, Munan Ning et al.

Showing 20 of 41 references

Founder's Pitch

"GRADE is a benchmark for assessing discipline-informed reasoning in image editing across various academic domains."

Image EditingScore: 7View PDF ↗

Commercial Viability Breakdown

0-10 scale

High Potential

1/4 signals

2.5

Quick Build

3/4 signals

7.5

Series A Potential

0/4 signals

0

Sources used for this analysis

arXiv Paper

Full-text PDF analysis of the research paper

GitHub Repository

Code availability, stars, and contributor activity

Citation Network

Semantic Scholar citations and co-citation patterns

Community Predictions

Crowd-sourced unicorn probability assessments

Analysis model: GPT-4o · Last scored: 3/12/2026

Explore the full citation network and related research.

7-day free trial. Cancel anytime.

Understand the commercial significance and market impact.

7-day free trial. Cancel anytime.

Get detailed profiles of the research team.

7-day free trial. Cancel anytime.

Related Papers

Loading…