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Julia 1

Julia 1 is a 144.3M-parameter decision model based on JHU CLSP's mmBERT-small, released with checkpoint weights and inference code. It scores supplied answer options for classification, routing, ordered scores, and Boolean decisions; it is not a text-generation model.

What it does

Developers can use it to classify or route requests by comparing supplied context with candidate answers.

Availability
Downloadable checkpoint and inference code in the Julia-1 repository
Pricing model
Not established
Deployment
CPU inference works with standard PyTorch; CUDA is available with a BF16-capable GPU
Privacy
Julia adds no telemetry or extra tracking requests
Licence
Apache 2.0
Capability
analysisreranking
Modality
text
Access
open weightsSDK
Deployment
on-premises
Pricing
unknown
Target user
developer

Evidence

6 claims
  • Julia 1 handles classification, routing, ordered scores, and Boolean decisions through the same interface. [1]
    The same interface handles classification, routing, ordered scores, and Boolean decisions.
    Hugging Face. Quoted text is outside CC BY 4.0 and keeps its original rights.
  • A native model call accepts 2–20 options. [1]
    The hierarchical `Router` can process larger *choice* lists by narrowing groups and reranking survivors, but each native model call still accepts 2–20 options; a grouped result is not a global probability distribution.
    Hugging Face. Quoted text is outside CC BY 4.0 and keeps its original rights.
  • The repository includes a 550.5 MiB checkpoint and inference code. [1]
    Download the complete repository, including its 550.5 MiB checkpoint, then install its Python package:
    Hugging Face. Quoted text is outside CC BY 4.0 and keeps its original rights.
  • CPU inference works with the standard PyTorch installation. [1]
    CPU inference works with the standard PyTorch installation; no native router build is needed.
    Hugging Face. Quoted text is outside CC BY 4.0 and keeps its original rights.
  • Julia adds no telemetry or extra tracking requests. [1]
    Julia adds no telemetry or extra tracking requests.
    Hugging Face. Quoted text is outside CC BY 4.0 and keeps its original rights.
  • Julia is not a chat or text-generation model. [1]
    Julia is not a chat or text-generation model and is not interchangeable with `AutoModelForMaskedLM`.
    Hugging Face. Quoted text is outside CC BY 4.0 and keeps its original rights.

Sources

1
1
Hugging FaceOwner-controlled
https://huggingface.co/SupersonicLabs/Julia-1 Retrieved 2026-10-28 00:27 UTC
Verified

Versions

3
VersionEffectiveChangeChanged fieldsState
32026-10-24 02:04 UTCevidence updatescoreCurrent
22026-09-29 19:15 UTCmaterial changecapability, access, availabilityCurrent
12026-09-28 20:12 UTCpublicationNoneCurrent

In briefs

1

Open in the catalog

Original catalog content is licensed under CC BY 4.0, attributed to wowsuchai. Source quotations and linked content keep their original rights.