Multilingual benchmark
INCLUDE leaderboard
Every model the catalog carries a published INCLUDE value for, ranked by that value.
CategoryMultilingual
MeasureMultilingual benchmark
TasksCross-lingual understanding
DifficultyBroad multilingual capability
Published byQwen3.6 launch benchmarks
A multilingual benchmark used in provider tables to measure inclusive language coverage and cross-lingual understanding beyond common high-resource languages.
INCLUDE ranking
4 models with a published INCLUDE value, ordered by that value, highest first. Models the source has not scored on this benchmark are not listed — they are unmeasured, not last.
| Rank | Model | Provider | Multilingual benchmark |
|---|---|---|---|
| 1 |  Claude Opus 5 | Anthropic | 89.8 |
| 2 | Claude Opus 4.8 | Anthropic | 87.6 |
| 3 |  Qwen3.7 Max | Alibaba | 86.2 |
| 4 | Qwen3.7 Plus | Alibaba | 83.0 |
Evidence key: Observed
Rows are ordered by the value Qwen3.6 launch benchmarks published, highest first. The source does not state whether a higher value is the better result, so this page does not either: for a benchmark that measures a rate of failure, read the table from the bottom.