---
language:
- en
tags:
- embeddings
- information-retrieval
- ramana-maharshi
- contrastive-learning
base_model: intfloat/multilingual-e5-large
license: mit
pipeline_tag: sentence-similarity
---

# AtmicEmbedding (English query→passage)

Contrastive continue-training of v1 with mined hard negatives. Use `query: ` / `passage: ` prefixes + mean pooling + L2 normalize.