BAAI/bge-reranker-v2-m3

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BAAI/bge-reranker-v2-m3 is a source-linked Hugging Face repository assigned to Text classification. Its recorded task interface accepts text and produces label.

Key specifications

Specification score
8.7
Context window
8.19K
Max output
1
Input / 1M tokens
$0.01
Output / 1M tokens
$0.00

The specification score summarizes recorded features and limits. It is not a benchmark result.

Inputs and outputs

Recorded modality support shows what this model can accept and produce. An undocumented modality is shown as unknown rather than assumed to be unsupported.

Accepts

  • Text input

Produces

  • Label output

Capabilities

StreamingOpen weights

What is BAAI/bge-reranker-v2-m3?

BAAI/bge-reranker-v2-m3: overview

BAAI/bge-reranker-v2-m3 is a Hugging Face repository returned by the public Text classification task feed. Its recorded download count is 19,219,519 and it has 1,119 likes when the repository snapshot was collected. Popularity is useful for discovery, but it is not a performance ranking or a guarantee of suitability.

Task fit

This record is categorized for Text classification. A task category describes the intended machine-learning problem; it does not prove that every version, checkpoint, quantization, or deployment method produces the same quality. Teams should read the model card and test representative inputs before choosing it.

Source record

The public repository lists sentence-transformers as its library metadata. Its recorded tags include sentence-transformers, safetensors, xlm-roberta, text-classification, transformers, text-embeddings-inference, multilingual, arxiv:2312.15503. These source details are retained so readers can trace this directory entry back to the repository instead of relying on copied descriptions.

Classify text without losing the labels

Use a held-out set from your own domain. Check per-class precision and recall, ambiguous examples, class imbalance and the meaning of every returned label; an overall accuracy score can hide the errors that matter most.

Recorded interface

The Hugging Face task assignment records text as input and label as output for BAAI/bge-reranker-v2-m3. This interface summary comes from the repository’s recorded Text classification task classification. It helps readers distinguish a text, image, audio, video, document, embedding, or prediction workflow without inferring undocumented API behavior. Model wrappers can expose different preprocessing and response formats, so verify the upstream model card and the exact runtime before deployment.

Related models

Explore BAAI models and the text classification collection. Use the comparison tool to inspect a second candidate.

How to evaluate BAAI/bge-reranker-v2-m3

Compare the model on the work you need to complete.

Tasks and inputs

BAAI/bge-reranker-v2-m3 is listed for Text ranking. It accepts text and produces label. Use the publisher’s input format and preprocessing for your chosen deployment.

Capacity and cost

Documented limits: 8.19K context and 1 maximum output. The listed route charges $0.01 input and $0.00 output per million tokens. Measure a completed task using the prompts, documents and tools your application will use. Include reasoning and retries in the result.

Choosing a deployment

The weights are downloadable under the publisher’s model licence. Check runtime support and size the complete model and working context for your expected concurrency.

Frequently asked questions

BAAI/bge-reranker-v2-m3 is a Hugging Face repository listed for the Text classification task. Open the linked model card to verify the checkpoint, deployment requirements and current source details.

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