# SWE-bench Multimodal (Vals) leaderboard

external benchmark

> Every figure below is reproduced as its upstream source published it: nothing is modelled, estimated, interpolated or converted. `Unavailable` means no source published the value — it is never a zero. Each value carries its evidence state and the date it was observed.

Page: https://modelscale.dev/leaderboards/benchmarks/external-vals-swe-bench-multimodal

Vals SWE-bench Multimodal evaluation. Every model the catalog carries a published SWE-bench Multimodal (Vals) value for, ranked by that value.

## Benchmark record

| Field | Value |
| --- | --- |
| Category | external |
| Measure | Resolved issue percentage |
| Tasks | 480 JavaScript issues with visual bug reports |
| Difficulty | Visual software issue resolution |
| Published by | [SWE-bench Multimodal on Vals AI](https://www.vals.ai/benchmarks/swebench-multimodal) |

JavaScript issue resolution where bug reports depend on screenshots, evaluated by Vals AI with no agent internet access.

## SWE-bench Multimodal (Vals) ranking

No model in the catalog has a published SWE-bench Multimodal (Vals) score. The benchmark is defined by SWE-bench Multimodal on Vals AI, but the catalog carries no value for it yet. An absent value is shown as absent here rather than as a zero.

Rows are ordered by the value the source published, highest first. The source does not state whether a higher value is the better result, so this document does not either: for a benchmark that measures a rate of failure, read the table from the bottom.