Pass IndexThe State of AISign in

SWE-bench Multimodal

SWE-bench Multimodal is run by SWE-bench. It has ranked 22 models, of which the catalogue holds 11, scoring from 25.34 to 35.98 on % Resolved.

measured by SWE-bench · the board itself

PlaceModelMetricScore
1stof 22o3% Resolved35.98
3rdof 22Claude Sonnet 4% Resolved35.59
3rdof 22Refact.ai Agent% Resolved35.59
4thof 22Claude Sonnet 4% Resolved (claude-sonnet 4)34.43
5thof 22o4-mini% Resolved33.85
6thof 22Claude 3.7 Sonnet% Resolved31.33
7thof 22GPT-4.1% Resolved31.14
8thof 22Zencoder% Resolved30.56
9thof 22GPT-4o% Resolved30.37
10thof 22Code Fixer Agent% Resolved29.59
12thof 22Claude 3.5 Sonnet% Resolved25.34

Read from the board on 2026-08-25