ModelRefs / SWE-Bench Multimodal Methodology and Evidence

SWE-Bench Multimodal Methodology and Evidence

Fix UI bugs that require screenshot understanding alongside code. Methodology, dataset provenance, and citation sources for SWE-Bench Multimodal.

Overview

Fix UI bugs that require screenshot understanding alongside code.

How it is measured: Resolve-rate on JavaScript repos with attached screenshots.

How this benchmark is scored

Categorycoding
Maximum score100 % resolved
DirectionHigher is better

Primary source: https://www.swebench.com/multimodal.html

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Frequently asked questions

What does the SWE-Bench Multimodal benchmark measure?

Fix UI bugs that require screenshot understanding alongside code.

What is the methodology?

Resolve-rate on JavaScript repos with attached screenshots.