Granite Embedding Small English R2
| Entity Passport | |
| Registry ID | hf-model--ibm-granite--granite-embedding-small-english-r2 |
| License | Apache-2.0 |
| Provider | huggingface |
Cite this model
Academic & Research Attribution
@misc{hf_model__ibm_granite__granite_embedding_small_english_r2,
author = {Ibm Granite},
title = {Granite Embedding Small English R2 Model},
year = {2026},
howpublished = {\url{https://huggingface.co/ibm-granite/granite-embedding-small-english-r2}},
note = {Accessed via Free2AITools Knowledge Fortress}
} đŦTechnical Deep Dive
Full Specifications [+]âž
Quick Commands
huggingface-cli download ibm-granite/granite-embedding-small-english-r2 pip install -U transformers âī¸ Nexus Index V2.0
đŦ Index Insight
FNI V2.0 for Granite Embedding Small English R2: Semantic (S:50), Authority (A:0), Popularity (P:69), Recency (R:83), Quality (Q:50).
Verification Authority
đ What's Next?
Technical Deep Dive
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
â ī¸ Incomplete Data
Some information about this model is not available. Use with Caution - Verify details from the original source before relying on this data.
View Original Source âđ Limitations & Considerations
- âĸ Benchmark scores may vary based on evaluation methodology and hardware configuration.
- âĸ VRAM requirements are estimates; actual usage depends on quantization and batch size.
- âĸ FNI scores are relative rankings and may change as new models are added.
- â License Unknown: Verify licensing terms before commercial use.
Social Proof
AI Summary: Based on Hugging Face metadata. Not a recommendation.
đĄī¸ Model Transparency Report
Technical metadata sourced from upstream repositories.
đ Identity & Source
- id
- hf-model--ibm-granite--granite-embedding-small-english-r2
- slug
- ibm-granite--granite-embedding-small-english-r2
- source
- huggingface
- author
- Ibm Granite
- license
- Apache-2.0
- tags
- sentence-transformers, pytorch, safetensors, modernbert, feature-extraction, granite, embeddings, transformers, mteb, en, arxiv:2508.21085, license:apache-2.0, text-embeddings-inference, endpoints_compatible, deploy:azure, region:us
âī¸ Technical Specs
- architecture
- null
- params billions
- null
- context length
- null
- pipeline tag
- feature-extraction
đ Engagement & Metrics
- downloads
- 1,147,336
- stars
- 0
- forks
- 0
Data indexed from public sources. Updated daily.