Aleph AlphaPharia 1

Pharia 1 Embedding 4608 Control

Pharia 1 Embedding 4608 Control adapts the Pharia 1 7B language backbone for embeddings. It produces 4,608-dimensional vectors and can change retrieval behavior through runtime instructions.

Model design

The release uses representational instruction tuning on top of Control. It supports cross-language retrieval, where the query and indexed text can use different languages. The card discourages text generation from this embedding checkpoint. Commercial deployment requires separate arrangements.Pharia 1 Embedding 4608 Control model card

Practical use

Practical guidance. Test instructions that reflect the intended match, such as subject similarity or question-answer relevance. Keep the same instruction policy when building and querying an index. Compare retrieval across each language pair before treating the collection as uniformly multilingual.

Specifications & access

Pharia 1 Embedding 4608 Control specifications
DetailValue and conditions
AccessDownloadable, Provider product
Model identifiersAleph-Alpha/Pharia-1-Embedding-4608-control-hfAleph-Alpha/Pharia-1-Embedding-4608-control
LicenseOpen Aleph License for non-commercial research and education.Pharia 1 Embedding 4608 Control model card
Training languagesEnglish, German, French and Spanish.Pharia 1 Embedding 4608 Control model card
Instruction languageEmbedding fine-tuning used English instructions.Pharia 1 Embedding 4608 Control model card

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