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embedding · Openness profile

BAAI BGE embeddings (bge-m3, bge-small and large v1.5)

BAAI · snapshot 2026-11-07

open multilingual embedding models

Tier 3 Practical open-weight

What the publisher claims: open-source, open-weight

The one-liner: Permissively licensed embedding family that is the de facto default for retrieval.

The six questions

A AccessScore 3 of 3

weights downloadable

P PermissionScore 3 of 3

MIT or Apache 2.0 depending on checkpoint

D DeploymentScore 3 of 3

light and trivially deployable

T TransparencyScore 1 of 3

model cards and evals only; corpus withheld

R ReproducibilityScore 1 of 3

Limited to moderate.

G Governance & ParticipationScore 2 of 3

BAAI maintains active repos with merged outside PRs, but direction and releases stay corporate.

License

MIT for bge-m3 and the v1.5 encoders; Apache 2.0 for bge-reranker-v2-m3 - verify per checkpoint OSI-approved — license source ↗

What is actually released

Why it matters

Embeddings carry the same openness questions as generation models, but the licence answer here is unusually clean.

Sources

Derived from the openness dataset behind But Is It Open? — snapshot 2026-11-07 ↗. Scores are qualitative readings of the cited evidence, not verdicts; tier measures openness, not intelligence.

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