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BGE · Reranking · bge-reranker-v2-m3

bge-reranker-v2-m3: Specs, GPU requirements, hosting & deployment

bge-reranker-v2-m3 is a current Reranking release in the BGE family, certified from its immutable official source revision.

Reference only Compare this model
Technical deployment reference illustration for bge-reranker-v2-m3
Reference deployment flow; exact architecture facts are listed separately.
Total parametersThe manufacturer has not published this information.
Active parametersDense model
Context windowN/A / Not directly comparable
Release statusCurrent · Current
Architecture
ModalitiesText
Licenseapache-2.0
Deployment stateReference only
Commercial stateCommercial Use Allowed
Release date

Architecture, strengths and use cases

bge-reranker-v2-m3 is an official self-hostable BAAI release in the BGE Reranking track. It uses The manufacturer has not published this information., carries The manufacturer has not published this information., supports a verified context window of 0 tokens, and exposes only source-certified checkpoints and runtime combinations. Its release, license and deployment facts are tied to the official repository revision rather than inferred from the family name.

bge-reranker-v2-m3 uses The manufacturer has not published this information. with The manufacturer has not published this information.. The stored architecture profile records layers, hidden width , attention heads and a 0 token context ceiling where the official configuration publishes those fields.

Verified The manufacturer has not published this information. architecture
Official checkpoint and pipeline evidence
Official Unknown checkpoint coverage
Private LLM inference
Agentic workflows
Long-context document processing

Certified checkpoints and quantizations

Only exact, source-certified variants attached to this release are shown.

bge-reranker-v2-m3

BAAI/bge-reranker-v2-m3

Official · Unknown · unknown

Precision / quantizationFormatBitsPublisher trustDeployment state

Recommended hardware

Use only the listed certified runtime configuration with the exact checkpoint precision. The recommendation engine checks weight memory, KV cache, runtime overhead, safety headroom, GPU architecture and topology before ranking rentable and reference hardware.

Reference only

The official license permits commercial use; its obligations still apply.

License and self-hosting considerations

The full 0B resident weight set must fit across the selected GPUs. Context and concurrency add KV-cache memory; MoE active parameters do not replace resident-weight memory.

bge-reranker-v2-m3 is published under apache-2.0. The release-scoped official license link and verification date are retained with the catalogue record.

Commercial Use Allowed. The official license permits commercial use; its obligations still apply.

Alternatives and sibling variants

BGE Reranker v2 M3

Release timeline

baai/bge/bge-bge-reranker-v2-m3 @ 1b356f57ae4470f30f8fa3f95c8f0a253e4032038a1dd5ff51d9c463d43f0e55

Official source

BAAI/bge-reranker-v2-m3 @ 2024-09-13T06:37:24Z

Official source

Frequently asked questions

How much VRAM does bge-reranker-v2-m3 require?

The exact estimate depends on checkpoint precision, context and concurrency; the page recommendation uses the certified memory engine and compatible runtime configurations.

Which runtimes support bge-reranker-v2-m3?

No runtime is presented as supported until upstream evidence is verified.

Can bge-reranker-v2-m3 be used commercially?

The stored commercial classification is Commercial Use Allowed. Consult the official apache-2.0 terms for the final obligations.

Official references

Last verified: 2026-09-03