Hotchpotch model product
Ranked model from MTEB.
Updated Aug 18, 2026. Default version: bekko-embedding-v1-a8m
This profile uses the model's current scored version. Arena ratings and prices are shown separately.
Benchmark scores for bekko-embedding-v1-a8m.
Benchmark | Score | Rank | Participants | Percentile | Evidence | Evaluated |
|---|
| BenchmarkMTEB(eng, v2) Retrieval | Score47.7% | Rank119 | Participants208 | PercentileN/A | EvidenceA | Evaluated |
| BenchmarkMTEB(eng, v2) Semantic Similarity | Score79.9% | Rank120 | Participants207 | PercentileN/A | EvidenceA | Evaluated |
| BenchmarkMTEB(eng, v2) Clustering | Score43.5% | Rank139 | Participants213 | PercentileN/A | EvidenceA | Evaluated |
| BenchmarkMTEB(eng, v2) Reranking | Score45.2% | Rank159 | Participants237 | PercentileN/A | EvidenceA | Evaluated |
| BenchmarkMTEB(eng, v2) Classification | Score77.6% | Rank170 | Participants253 | PercentileN/A | EvidenceA | Evaluated |
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 bekko-embedding-v1-a8m. 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 |
|---|
| Versionbekko-embedding-v1-a8m | Released | LLMBoard40.4 | Parameters106M | Context8.2K | Max outputN/A | Open weightsYes | Licensemit |
Open a comparison with the three ranked models immediately above and below this model.
Recommendations prioritize the same model type and family, then the closest LLMBoard score.
Key information about bekko-embedding-v1-a8m and its available data.
Ranked model from MTEB.
Data as of 2026-08-17.
Common questions about bekko-embedding-v1-a8m.
bekko-embedding-v1-a8m's default version was released on Jul 28, 2026.
No official standard PAYG price is currently available for bekko-embedding-v1-a8m.
bekko-embedding-v1-a8m was created by Hotchpotch.
The default version has a 8.2K token context window.
Yes. The default version is marked as open weight under mit.
No provider offering is currently linked to the default version.
Nearby ranked alternatives include udever-bloom-560m, LLM2Vec-Sheared-LLaMA-mntp-unsup-simcse, voyage-3-lite.