Benchmark

SWE-Bench Multimodal

What is SWE-Bench Multimodal?

SWE-Bench Multimodal extends SWE-Bench to evaluate language models on software engineering tasks that involve visual inputs such as screenshots, UI mockups…

Modality
multimodal
Evaluates
multimodal, reasoning, agents, code, vision
Openness
unknown
Importer
LLM Stats
Reported scores
4

Source provenance

SWE-Bench Multimodal results and reported scores

LLM Stats

ModelOrganizationReported valueReportedEvidence
Claude Mythos PreviewAnthropic0.592026-04-07evidence
Claude Opus 4.8Anthropic0.3842026-05-28evidence
Claude Sonnet 5Anthropic0.2812026-06-30evidence
Qwen3.8-27BQwen0.3862026-08-14evidence

Scores are partitioned by the source that reported them and are never merged into a single cross-source ranking, because the sources measure different things and say so.

Which sources cite SWE-Bench Multimodal?

Related multimodal, reasoning, agents, code, vision benchmarks