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mrm8488Model

EmbeddingGemma 2 · typed decisions

EmbeddingGemma 2 fine-tuned for typed decisions takes a workflow state and a schema of questions and returns typed answers with probabilities. It supports choice, score, and probabilistic yes/no question types, and the schema can be changed without retraining.

What it does

Developers can use it to assess agent traces, support tickets, invoices, or security alerts and return structured decisions such as whether to continue, flag for review, or stop.

Availability
Load from mrm8488/embeddinggemma-2-ft-typed-decision with Transformers.
Pricing model
Not established
Deployment
Load the model with Transformers; GPU use is supported.
Privacy
Not established
Licence
Apache-2.0
Capability
analysisautomation
Modality
text
Access
open weightsAPI
Deployment
on-premises
Pricing
unknown
Target user
developerenterprise

Evidence

6 claims
  • The model returns typed answers for choice, score, and yes/no questions. [1]
  • The schema can be changed without retraining, though answers to questions far from the training data are less reliable. [1]
    you can rename options, change descriptions or add new questions without retraining (answers to questions far from
    Hugging Face. Quoted text is outside CC BY 4.0 and keeps its original rights.
  • The model can be loaded from mrm8488/embeddinggemma-2-ft-typed-decision with Transformers. [1]
  • The model is multilingual, but its head was trained on English schemas and probabilities may be softer in other languages. [1]
    The head was trained on English schemas only, so expect softer probabilities in other languages.
    Hugging Face. Quoted text is outside CC BY 4.0 and keeps its original rights.
  • The source advises using bfloat16 or float32 and warns that float16 can cause overflows and NaNs. [1]
  • The source says to validate on your own data before relying on results for unseen schemas and languages. [1]
    * **Unseen schemas and languages work, with softer probabilities.** Validate on your own data before relying on them.
    Hugging Face. Quoted text is outside CC BY 4.0 and keeps its original rights.

Sources

1
1
Hugging FaceOwner-controlled
https://huggingface.co/mrm8488/embeddinggemma-2-ft-typed-decision Retrieved 2026-10-28 00:02 UTC
Verified

Versions

2
VersionEffectiveChangeChanged fieldsState
22026-10-13 09:14 UTCmaterial changecapability, access, availability, deploymentCurrent
12026-10-12 10:04 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.