Kalm Embedding model product
KaLM-embedding-multilingual-mini-instruct-v2.5
5 is an embedding model from Kalm Embedding.
Updated Oct 23, 2026. Default version: KaLM-embedding-multilingual-mini-instruct-v2.5
LLMBoard Embedding Score78.8KaLM-embedding-multilingual-mini-instruct-v2.5
Coverage85%5 benchmark families
Context window512Tokens
Official input priceN/AOfficial price unavailable
KaLM-embedding-multilingual-mini-instruct-v2.5 Capability Profile
This profile uses the model's current scored version. Arena ratings and prices are shown separately.
KaLM-embedding-multilingual-mini-instruct-v2.5 Benchmark Results
Benchmark scores for KaLM-embedding-multilingual-mini-instruct-v2.5.
Sort by
Benchmark | Score | Rank | Participants | Percentile | Evidence | Evaluated |
|---|
| BenchmarkMTEB English v2 Classification | Score88.57% | Rank22 | Participants261 | Percentile91.92% | EvidenceA | EvaluatedN/A |
| BenchmarkMTEB English v2 Clustering | Score58.12% | Rank22 | Participants221 | Percentile90.45% | EvidenceA | EvaluatedN/A |
| BenchmarkMTEB English v2 Semantic Similarity | Score84.82% | Rank23 | Participants215 | Percentile89.72% | EvidenceA | EvaluatedN/A |
| BenchmarkMTEB English v2 Retrieval | Score58.46% | Rank39 | Participants218 | Percentile82.49% | EvidenceA | EvaluatedN/A |
| BenchmarkMTEB English v2 Reranking | Score47.42% | Rank89 | Participants244 | Percentile63.79% | EvidenceA | EvaluatedN/A |
KaLM-embedding-multilingual-mini-instruct-v2.5 Arena Results
Preference and agent-evaluation results for the default version.
No Arena results
The default version does not have a matching Arena result yet.
KaLM-embedding-multilingual-mini-instruct-v2.5 Pricing
Official vendor API pricing appears first, followed by individual provider offers.
- Official API
- N/A
- Official provider
- N/A
- Lowest third-party
- N/A
- Tracked offerings
- 0
No provider prices
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.
KaLM-embedding-multilingual-mini-instruct-v2.5 Runtime Performance
Provider-specific output speed and catalog latency for KaLM-embedding-multilingual-mini-instruct-v2.5. Runtime does not affect the capability score.
No runtime data
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.
KaLM-embedding-multilingual-mini-instruct-v2.5 Specifications
Technical details for the model's default version.
- Version
- KaLM-embedding-multilingual-mini-instruct-v2.5
- Released
- Sep 30, 2025
- Knowledge cutoff
- Unknown
- Parameters
- 494M
- Context window
- 512
- Max output
- N/A
- Inputs
- text
- Outputs
- embedding
- Open weights
- Yes
- License
- apache-2.0
KaLM-embedding-multilingual-mini-instruct-v2.5 Versions
Available versions of this model. The score column identifies the version used in the overall ranking.
Sort by
Version | Released | LLMBoard | Parameters | Context | Max output | Open weights | License |
|---|
| VersionKaLM-embedding-multilingual-mini-instruct-v2.5 | Released | LLMBoard78.81 | Parameters494M | Context512 | Max outputN/A | Open weightsYes | Licenseapache-2.0 |
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What is KaLM-embedding-multilingual-mini-instruct-v2.5?
Key information about KaLM-embedding-multilingual-mini-instruct-v2.5 and its available data.
5 is an embedding model from Kalm Embedding. It is a ranked model from MTEB.
Data as of 2026-10-22.
FAQ
Common questions about KaLM-embedding-multilingual-mini-instruct-v2.5.
When was KaLM-embedding-multilingual-mini-instruct-v2.5 released?
KaLM-embedding-multilingual-mini-instruct-v2.5's default version was released on Sep 30, 2025.
How much does KaLM-embedding-multilingual-mini-instruct-v2.5 cost?
No official standard PAYG price is currently available for KaLM-embedding-multilingual-mini-instruct-v2.5.
Who created KaLM-embedding-multilingual-mini-instruct-v2.5?
KaLM-embedding-multilingual-mini-instruct-v2.5 was created by Kalm Embedding.
What is the context window for KaLM-embedding-multilingual-mini-instruct-v2.5?
The default version has a 512 token context window.
Is KaLM-embedding-multilingual-mini-instruct-v2.5 open weight?
Yes. The default version is marked as open weight under apache-2.0.