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Hugging FaceTrain Sentence Transformers
Train or fine-tune sentence-transformers models across SentenceTransformer (bi-encoder, dense or static embedding model for retrieval, similarity, clustering, classification, paraphrase mining, dedup, multimodal), CrossEncoder (reranker, pair scoring for two-stage retrieval / pair classification), SparseEncoder (SPLADE, sparse embedding model for.
What does it do?
Train or fine-tune sentence-transformers models across SentenceTransformer (bi-encoder, dense or static embedding model for retrieval, similarity, clustering, classification, paraphrase mining, dedup, multimodal), CrossEncoder (reranker, pair scoring for two-stage retrieval / pair classification), SparseEncoder (SPLADE, sparse embedding model for.
Read the publisher's original description
Train or fine-tune sentence-transformers models across `SentenceTransformer` (bi-encoder, dense or static embedding model for retrieval, similarity, clustering, classification, paraphrase mining, dedup, multimodal), `CrossEncoder` (reranker, pair scoring for two-stage retrieval / pair classification), `SparseEncoder` (SPLADE, sparse embedding model for learned-sparse retrieval), and `MultiVectorEncoder` (ColBERT / late-interaction, per-token embeddings scored with MaxSim). Covers loss selection, hard-negative mining, evaluators, distillation, LoRA, Matryoshka, and Hugging Face Hub publishing. Use for any sentence-transformers training task.
Source information
- Repository
- huggingface/skills
- Revision
25910b3- Source check
- November 11, 2026
- License
- Apache-2.0
- Content
- 31 files, includes executable scripts
File verification hash
SKILL.md / SHA-256
9bd098d81049fc245032ee4f97cf5d9de906d726731ace4a6df0bad6d9dcd182Know the source and the review scope.
This record comes from the publisher's repository. The skill and supporting files have not undergone a security audit. Review the contents and required permissions before installing.
Read the selection policyAdd to project
In your project folder's terminal
npx skills add 'https://github.com/huggingface/skills/tree/25910b3d0ba31a2ba102f901cdc9e008c278a69c/skills/train-sentence-transformers' -a claude-codeRequires Node.js 22.20 or later. The command targets the catalog's pinned revision.
- 1Run the command in your project folder.
- 2Confirm the skill and target in the CLI.
- 3Restart your agent and invoke the skill by name.
Other agents may require an external tool or adaptation.
The ZIP includes the entire repository and its supporting files.
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