Haon Chen model product
speed-embedding-7b-instruct
Ranked model from MTEB.
Updated Aug 18, 2026. Default version: speed-embedding-7b-instruct
LLMBoard Embedding Score51.1speed-embedding-7b-instruct
Coverage85%5 benchmark families
Context window32.8KTokens
Official input priceN/AOfficial price unavailable
speed-embedding-7b-instruct Capability Profile
This profile uses the model's current scored version. Arena ratings and prices are shown separately.
speed-embedding-7b-instruct Benchmark Results
Benchmark scores for speed-embedding-7b-instruct.
Sort by
Benchmark | Score | Rank | Participants | Percentile | Evidence | Evaluated |
|---|
| BenchmarkMTEB(eng, v2) Reranking | Score50.3% | Rank10 | Participants237 | PercentileN/A | EvidenceA | Evaluated |
| BenchmarkMTEB(eng, v2) Semantic Similarity | Score84.7% | Rank24 | Participants207 | PercentileN/A | EvidenceA | Evaluated |
| BenchmarkMTEB(eng, v2) Classification | Score82.3% | Rank102 | Participants253 | PercentileN/A | EvidenceA | Evaluated |
| BenchmarkMTEB(eng, v2) Clustering | Score42.3% | Rank152 | Participants213 | PercentileN/A | EvidenceA | Evaluated |
| BenchmarkMTEB(eng, v2) Retrieval | Score39.1% | Rank157 | Participants208 | PercentileN/A | EvidenceA | Evaluated |
speed-embedding-7b-instruct 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.
speed-embedding-7b-instruct 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.
speed-embedding-7b-instruct Runtime Performance
Provider-specific output speed and catalog latency for speed-embedding-7b-instruct. Runtime does not affect the capability score.
No runtime data
Browse runtime rankingsNo 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.
speed-embedding-7b-instruct Specifications
Technical details for the model's default version.
- Version
- speed-embedding-7b-instruct
- Released
- Oct 31, 2024
- Knowledge cutoff
- Unknown
- Parameters
- 7.1B
- Context window
- 32.8K
- Max output
- N/A
- Inputs
- text
- Outputs
- embedding
- Open weights
- Yes
- License
- mit
speed-embedding-7b-instruct 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 |
|---|
| Versionspeed-embedding-7b-instruct | Released | LLMBoard51.1 | Parameters7.1B | Context32.8K | Max outputN/A | Open weightsYes | Licensemit |
speed-embedding-7b-instruct vs nearby models
Open a comparison with the three ranked models immediately above and below this model.
speed-embedding-7b-instructvstomoro-colqwen3-embed-4bspeed-embedding-7b-instructvsllama-nemoretriever-colembed-1b-v1speed-embedding-7b-instructvsmmlw-e5-largespeed-embedding-7b-instructvswebAI-ColVec1-4bspeed-embedding-7b-instructvsdeepset-mxbai-embed-de-large-v1speed-embedding-7b-instructvsSauerkrautLM-ColQwen3-2b-v0.1
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What is speed-embedding-7b-instruct?
Key information about speed-embedding-7b-instruct and its available data.
Ranked model from MTEB.
Data as of 2026-08-17.
FAQ
Common questions about speed-embedding-7b-instruct.
When was speed-embedding-7b-instruct released?
speed-embedding-7b-instruct's default version was released on Oct 31, 2024.
How much does speed-embedding-7b-instruct cost?
No official standard PAYG price is currently available for speed-embedding-7b-instruct.
Who created speed-embedding-7b-instruct?
speed-embedding-7b-instruct was created by Haon Chen.
What is the context window for speed-embedding-7b-instruct?
The default version has a 32.8K token context window.
Is speed-embedding-7b-instruct open weight?
Yes. The default version is marked as open weight under mit.
How many API providers offer speed-embedding-7b-instruct?
No provider offering is currently linked to the default version.
What models should I compare speed-embedding-7b-instruct with?
Nearby ranked alternatives include tomoro-colqwen3-embed-4b, llama-nemoretriever-colembed-1b-v1, mmlw-e5-large.