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Fine-tuning embedding models with sentence-transformers v1.0.0

Use this resource to adapt an embedding model to a domain with sentence-transformers

New

  • 361 downloads
  • 193 likes
  • 134 saves

Free

Install with the CLI

In a terminal, from the folder you want:

npx --yes palatekit@latest install sentence-embedding-fine-tuning

With no option, the skill goes to ~/.agents/skills/; add --agent claude-code (or codex, cursor…) to target an agent.

First time: connect the CLI with

npx --yes palatekit@latest login

The agent first checks whether training is worth it, prepares pairs or triplets, picks the contrastive loss and runs training. You get a training loop and a retrieval evaluation.

Mostly picked by

Updated November 2, 2026

Card for the “Fine-tuning embedding models with sentence-transformers” skill

Details

Works in
Install guides
Generates with
Your agent's model
Licence
MIT

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What you get

  • SKILL.md: decision criteria and choice of contrastive loss
  • SKILL.md: training loop, hard negatives and GPL synthetic queries

Good fit for

  • Your domain uses legal or medical vocabulary missing from general models
  • You have few labeled pairs and need to generate queries

Not for

    Tags

    • embeddings
    • fine-tuning
    • sentence-transformers
    • retrieval
    • evaluation

    About

    You say

    “Fine-tune an embedding model on my product sheets with synthetic queries and hard negatives.”

    Card for the “Fine-tuning embedding models with sentence-transformers” skill

    Skill published by claude-dev-suite under the MIT license, delivered in its original version.

    Show more

    How to use it

    1. Install the skill in your agent's skills folder
    2. Ask your agent to adapt an embedding model to a domain with sentence-transformers
    3. Review and adjust the result

    Content preview

    Files

    • LICENSE1.1 KB
    • NOTICE-PALATEKIT.md0.5 KB
    • SKILL.md8.7 KB

    Origin and licence

    Listed unmodified

    Author
    claude-dev-suite
    Source
    github.com/claude-dev-suite/claude-dev-suite/tree/e10ab644ba43abe2abc923399226df4af7337214/skills/embeddings/embedding-fine-tuning
    Licence
    MIT

    Notice

    « embedding-fine-tuning » (claude-dev-suite, MIT) livré dans sa version d'origine : fiche en français et en anglais par PalateKit.

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