models

Guide to selecting and using sentence-transformers models.

Skills
AI research
0

What it does and how to use it

A skill that teaches Claude Code to do ai research tasks well. It is packaged knowledge the model uses whenever it is relevant.

Install the skill (command above).
In Claude Code, describe what you need - the skill turns on by itself when the context fits.
No commands to memorize: you talk in plain language and the skill does the rest.

Install (Claude Code)

mkdir -p .claude/skills/models && curl -fsSL https://doutorai.pt/data/lib/skills__models.md -o .claude/skills/models/SKILL.md

Paste this command into the terminal, in your project folder, and the component installs automatically.

Content

# Sentence Transformers Models Guide

Guide to selecting and using sentence-transformers models.

## Top recommended models

### General purpose

**all-MiniLM-L6-v2** (Default recommendation)
- Dimensions: 384
- Speed: ~2000 sentences/sec
- Quality: Good
- Use: Prototyping, general tasks

**all-mpnet-base-v2** (Best quality)
- Dimensions: 768
- Speed: ~600 sentences/sec
- Quality: Better
- Use: Production RAG

**all-roberta-large-v1** (Highest quality)
- Dimensions: 1024
- Speed: ~300 sentences/sec
- Quality: Best
- Use: When accuracy critical

### Multilingual (50+ languages)

**paraphrase-mu

- 🔒 Full content on the Pro plan (€7.99/month) -

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