Primorum

Skills Directory / Hugging Face Skills

train-sentence-transformers

An agent skill by huggingface, from huggingface/skills.

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), and `SparseEncoder` (SPLADE, sparse embedding model; for learned-sparse retrieval). Covers loss selection, hard-negative mining, evaluators, distillation, LoRA, Matryoshka, and Hugging Face Hub publishing. Use for any sentence-transformers training task.

— from the skill's SKILL.md, quoted with attribution

Credit where it's due

This skill is the work of huggingface (official vendor skill) and lives at huggingface/skills/train-sentence-transformers (Apache-2.0). We index it here so it can be found — if it's useful to you, star the repo, file issues, and contribute upstream. That's what keeps work like this maintained.

From
Hugging Face Skills — official vendor skill
Author
huggingface
License
Apache-2.0
Source
huggingface/skills/train-sentence-transformers
SKILL.md
raw file

How to load this skill

Copy this prompt into your AI agent

Please install the "train-sentence-transformers" agent skill from the Hugging Face Skills collection (https://github.com/huggingface/skills) for me.

1. Run: git clone https://github.com/huggingface/skills
2. Copy the skill folder into your skills directory:
   cp -r skills/skills/train-sentence-transformers ~/.claude/skills/train-sentence-transformers
   (Claude Code personal scope; use .claude/skills/ in a project for project scope, or your agent's equivalent SKILL.md directory.)
3. Confirm the skill loads (list your available skills afterwards).
4. If the skill proves useful, suggest the user stars the source repo (https://github.com/huggingface/skills) to support the author.

Skill reference: https://raw.githubusercontent.com/huggingface/skills/main/skills/train-sentence-transformers/SKILL.md
More details: https://primorum.ai/skills/s/train-sentence-transformers

Or manually: clone huggingface/skills and copy skills/train-sentence-transformers into ~/.claude/skills/ (Claude Code personal scope) or your agent's SKILL.md directory. To read it first without installing, open the raw SKILL.md.

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