Multilingual benchmark
MKQA-11 leaderboard
MKQA-11 multilingual retrieval. Every model the catalog carries a published MKQA-11 value for, ranked by that value.
A display-only multilingual QA retrieval benchmark reported by Liquid AI for LFM2.5 retriever models, using Recall@20 across 11 languages.
MKQA-11 ranking
2 models with a published MKQA-11 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 | Recall@20 average |
|---|---|---|---|
| 1 |  LFM2.5-ColBERT-350M | LiquidAI | 69.4 |
| 2 | LFM2.5-Embedding-350M | LiquidAI | 69.1 |
Evidence key: Observed
Rows are ordered by the value LFM2.5 Retrievers: Bi-directional LFMs for Fast Multilingual Search 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.