# SWE-bench Multilingual (Mercor) 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-mercor-swe-multilingual

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

## Benchmark record

| Field | Value |
| --- | --- |
| Category | external |
| Measure | Pass@1 |
| Tasks | 298 source-reported tasks |
| Difficulty | Source-specific evaluation |
| Published by | [SWE-bench Multilingual evaluation results](https://www.mercor.com/apex/oss-benchmarks/oss-swe-bench-multilingual-leaderboard/) |

Resolving repository issues across programming languages. This table shows Mercor-run configurations for reference and is excluded from model rankings.

## SWE-bench Multilingual (Mercor) ranking

No model in the catalog has a published SWE-bench Multilingual (Mercor) score. The benchmark is defined by SWE-bench Multilingual evaluation results, 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.