Choose chunking overlap model selection for embeddings
Scanned 9/10/2026
Install to Claude Code
Skills Directorynpx -y skills add LoopyLuci/Skills --skill embedding-strategies --agent claude-codeInstalls into .claude/skills of the current project.
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---
name: embedding-strategies
description: "Choose chunking overlap model selection for embeddings"
---
# Embedding Strategies
## Chunking
| Strategy | Chunk Size | Overlap | Use Case |
|----------|-----------|---------|----------|
| Fixed | 512 tokens | 50 | General |
| Sentence | By sentence | 1 sent | Q&A |
| Paragraph | By paragraph | 0 | Documents |
| Recursive | 1000 tokens | 200 | Code |
## Models
| Model | Dimensions | When to Use |
|-------|-----------|-------------|
| all-MiniLM-L6-v2 | 384 | Fast, general |
| text-embedding-3-small | 512 | OpenAI quality |
| BGE-base-en-v1.5 | 768 | Reranking |
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