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Bge M3 Matryoshka
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Bge M3 Matryoshka

huggingface.co·Infrastructure

bge-m3-matryoshka is an open-source sentence similarity model available on Hugging Face. It provides high-quality embeddings for natural language processing tasks and can be used via API or CLI. Ideal for developers and researchers working on semantic search or text similarity.

Open SourceApache-2.0
WebCLIAPI
B
Bge M3 Matryoshka preview
Visit huggingface.co↗
⭐18.9k
stars
🍴2.8k
forks
✓5
features
📅2019
since

Overview

5 features

In the Foundation models & chat space, Bge M3 Matryoshka takes a focused approach. Enabling developers to generate high-quality sentence embeddings for NLP tasks such as semantic search and similarity. It is built as an open-source project for NLP researchers and developers. Bge M3 Matryoshka is open source under the Apache-2.0 license. The product ships for the web, the command line, and API.

IoannisKat1 builds and maintains Bge M3 Matryoshka, and the product first shipped in 2019. Development happens publicly on GitHub with 18.9k stars and 85 commits in the last 90 days. PulseGate's similarity index finds few close equivalents — Bge M3 Matryoshka occupies a relatively distinct niche. Key capabilities include sentence embeddings, sentence similarity, and open source.

  • ✓Sentence embeddings
  • ✓Sentence similarity
  • ✓Open source
  • ✓pip installable
  • ✓Hugging Face integration

Tags

sentence-embeddingsnlp-modelhuggingface

AI capabilities

TextInference: LocalWeights: Open

Built with & integrations

Hosting
aws
AI providers
local_oss
Runs on
BrowserCLIAPI-only

Trust & compliance

LicenseApache-2.0
Verified signals
✓ HTTPS✓ Open Source✓ Free tier✓ Active maintenance

Recent events

Latest indexed changes and source events

  1. IndexedJul 12, 9:48 PM

    IoannisKat1/bge-m3-matryoshka discovered by the PulseGate indexer

    Source: PulseGate indexerOpen ↗

Frequently asked questions about Bge M3 Matryoshka

What does Bge M3 Matryoshka do?
Enabling developers to generate high-quality sentence embeddings for NLP tasks such as semantic search and similarity. It is catalogued under Foundation models & chat on PulseGate.
Who is Bge M3 Matryoshka for?
Bge M3 Matryoshka is an open-source project built for NLP researchers and developers.
Is Bge M3 Matryoshka free?
Yes — Bge M3 Matryoshka is open source under the Apache-2.0 license and free to use.
What platforms does Bge M3 Matryoshka run on?
Bge M3 Matryoshka runs on the web, the command line, and API.
Is Bge M3 Matryoshka still maintained?
PulseGate's automated liveness checks currently classify Bge M3 Matryoshka as active. The GitHub repository shows 85 commits in the last 90 days.
What are alternatives to Bge M3 Matryoshka?
Similar tools tracked by PulseGate include Multilingual E5 Large Matryoshka, Hy3, and Hy3.Multilingual E5 Large MatryoshkaHy3Hy3See all 7 alternatives
Who makes Bge M3 Matryoshka?
Bge M3 Matryoshka is developed by IoannisKat1.
When did Bge M3 Matryoshka launch?
Bge M3 Matryoshka first shipped in 2019.

At a glance

Pricing
Open Source
Platforms
Cli · Web
Languages
English
License
Apache-2.0
First seen
Jul 12, 2026
Activity
🟢 Active
Status
🟢 Active
Built for
NLP researchers and developers
Model
Open source
Solves
Enabling developers to generate high-quality sentence embeddings for NLP tasks such as semantic search and similarity.

Developer

IoannisKat1
Community-driven

Open source

⭐ Stars
18,903
🍴 Forks
2,826
Open issues
1,303
Last commit
6d ago
Commits 90d
85
Contributors
273
Authorship
Community-driven
Default branch
main
Latest release
v5.6.0 · 4w ago

PulseGate index

Confidence
Medium · 70
Indexed
Jul 12, 2026
Lifecycle
Alive
Activity
Active
First seen
Jul 2026
Last seen
2d ago
Freshness
Unknown
Identity audit (9)
Entity ID
cmribsxq200rgl2icqi0fyg1s
Slug
ioanniskat1-bge-m3-matryoshka-huggingface-co
Verification state
Indexed for public listing
Claim / listing state
Unclaimed · listed: yes
Index status
Included in index
Latest evidence snapshot
Jul 12, 2026
Timeline basis
Indexed-at chronology (no inferred launch/funding milestones).
Last updated
Jul 12, 2026
Canonical URL
https://huggingface.co/IoannisKat1/bge-m3-matryoshka

Similar apps

Other apps tracked under the same category.

  • Multilingual E5 Large Matryoshka
    huggingface.co
  • Hy3
    huggingface.co
  • Hy3
    huggingface.co
  • Gemma 3 12b It Q4 K M.gguf
    huggingface.co
  • Mamba Ssm
    huggingface.co
  • BiRefNet Matting
    huggingface.co

See 7 alternatives to Bge M3 Matryoshka