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Bge Small En
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Bge Small En

huggingface.co·Infrastructure

bge-small-en-v1.5-GGUF is an open-source English language embedding model distributed in GGUF format for efficient local inference. It is designed for use with libraries like llama.cpp and llama-cpp-python, enabling developers to generate text embeddings for retrieval, search, and feature extraction tasks without cloud dependencies. Ideal for ML engineers and researchers seeking local, privacy-preserving solutions.

Open SourceApache-2.0
CLI
B
Bge Small En preview
Visit huggingface.co↗
⭐3.4k
stars
🍴640
forks
✓5
features
📅2022
since

Overview

5 features

In the Foundation models & chat space, Bge Small En takes a focused approach. It focuses on generating efficient English text embeddings for retrieval and feature extraction without relying on cloud APIs. Bge Small En is an open-source project aimed at machine learning engineers. The project is open source (Apache-2.0). The product ships for the command line.

Behind Bge Small En is SmartTasks.cloud, and the product first shipped in 2022. The project is developed in the open on GitHub with 3.4k stars and 384 commits in the last 90 days. Across PulseGate's embedding index, Bge Small En has few near neighbours, marking it as relatively distinct. Among its 5 catalogued features are text embeddings, quantized model, and local inference.

  • ✓Text embeddings
  • ✓Quantized model
  • ✓Local inference
  • ✓GGUF format
  • ✓Python integration

Tags

text-embeddingsgguf-formatlocal-inferencellama-cppfeature-extraction

AI capabilities

TextInference: LocalWeights: Open

Built with & integrations

Framework
fastapi
Hosting
aws
AI providers
local_ossopenaicohere
Runs on
CLI

Trust & compliance

LicenseApache-2.0
Verified signals
✓ HTTPS✓ Privacy Policy✓ Terms of Service✓ Open Source✓ Free tier✓ Active maintenance
Legal
Privacy Policy →Terms of Service →

Recent events

Latest indexed changes and source events

  1. IndexedJul 15, 5:41 AM

    smarttasks/bge-small-en-v1.5-GGUF discovered by the PulseGate indexer

    Source: PulseGate indexerOpen ↗

Frequently asked questions about Bge Small En

What is Bge Small En?
Bge Small En focuses on generating efficient English text embeddings for retrieval and feature extraction without relying on cloud APIs. It is catalogued under Foundation models & chat on PulseGate.
Who should use Bge Small En?
Bge Small En is an open-source project built for machine learning engineers.
Does Bge Small En have a free plan?
Yes — Bge Small En is open source under the Apache-2.0 license and free to use.
What platforms does Bge Small En run on?
Bge Small En runs on the command line.
Is Bge Small En still active?
PulseGate's automated liveness checks currently classify Bge Small En as active. The GitHub repository shows 384 commits in the last 90 days.
What tools are similar to Bge Small En?
Similar tools tracked by PulseGate include Bge M3, Qwen3 4B, and Mxbai Embed Large.Bge M3Qwen3 4BMxbai Embed Large
Who develops Bge Small En?
Bge Small En is developed by SmartTasks.cloud.
How long has Bge Small En been around?
Bge Small En first shipped in 2022.

At a glance

Pricing
Open Source
Platforms
Cli
Languages
English
License
Apache-2.0
First seen
Apr 28, 2022
Activity
🟢 Active
Status
🟢 Active
Built for
machine learning engineers
Model
Open source
Solves
Generating efficient English text embeddings for retrieval and feature extraction without relying on cloud APIs.

Developer

SmartTasks.cloud
Community-driven

Open source

⭐ Stars
3,357
🍴 Forks
640
Open issues
289
Last commit
today
Commits 90d
384
Contributors
298
Authorship
Community-driven
Default branch
main
Latest release
2.18.2 · today

Live coverage

Confidence
High · 93
Indexed
Jul 15, 2026
Lifecycle
Alive
Activity
Active
First seen
Apr 2022
Last seen
today
Freshness
Unknown
Identity audit (9)
Entity ID
cmrlnkx3w1bwjcwu51dcn0i5z
Slug
smarttasks-bge-small-en-v1-5-gguf-huggingface-co
Verification state
Indexed for public listing
Claim / listing state
Unclaimed · listed: yes
Index status
Included in index
Latest evidence snapshot
Jul 15, 2026
Timeline basis
Indexed-at chronology (no inferred launch/funding milestones).
Last updated
Jul 15, 2026
Canonical URL
https://huggingface.co/smarttasks/bge-small-en-v1.5-GGUF

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