Hit Tmg model product
KaLM-embedding-multilingual-mini-instruct-v2 is an embedding model from Hit Tmg ranked by MTEB.
Updated Sep 8, 2026. Default version: KaLM-embedding-multilingual-mini-instruct-v2
This profile uses the model's current scored version. Arena ratings and prices are shown separately.
Benchmark scores for KaLM-embedding-multilingual-mini-instruct-v2.
Benchmark | Score | Rank | Participants | Percentile | Evidence | Evaluated |
|---|
| BenchmarkMTEB English v2 Classification | Score87.53% | Rank33 | Participants257 | Percentile87.50% | EvidenceA | EvaluatedN/A |
| BenchmarkMTEB English v2 Reranking | Score47.08% | Rank101 | Participants241 | Percentile58.33% | EvidenceA | EvaluatedN/A |
Preference and agent-evaluation results for the default version.
The default version does not have a matching Arena result yet.
Official vendor API pricing appears first, followed by individual provider offers.
The default version has no current input or output token prices.
Official prices use only the vendor's configured official Provider and positive standard USD PAYG rates. Third-party offers remain explicitly labeled.
Provider-specific output speed and catalog latency for KaLM-embedding-multilingual-mini-instruct-v2. Runtime does not affect the capability score.
No provider-specific speed or latency record is linked to the default version yet.
Output Speed is generated output tokens received per second. Catalog latency is reported separately from observed provider TTFT.
Technical details for the model's default version.
Available versions of this model. The score column identifies the version used in the overall ranking.
Version | Released | LLMBoard | Parameters | Context | Max output | Open weights | License |
|---|
| VersionKaLM-embedding-multilingual-mini-instruct-v2 | Released | LLMBoard56.33 | Parameters494M | Context512 | Max outputN/A | Open weightsYes | Licensemit |
Recommendations prioritize the same model type and family, then the closest LLMBoard score.
Key information about KaLM-embedding-multilingual-mini-instruct-v2 and its available data.
KaLM-embedding-multilingual-mini-instruct-v2 is an embedding model from Hit Tmg. It is listed as a ranked model from MTEB.
Data as of 2026-09-08.
Common questions about KaLM-embedding-multilingual-mini-instruct-v2.
KaLM-embedding-multilingual-mini-instruct-v2's default version was released on Jun 25, 2025.
No official standard PAYG price is currently available for KaLM-embedding-multilingual-mini-instruct-v2.
KaLM-embedding-multilingual-mini-instruct-v2 was created by Hit Tmg.
The default version has a 512 token context window.
Yes. The default version is marked as open weight under mit.
No provider offering is currently linked to the default version.