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Ms Marco MiniLM L4
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Ms Marco MiniLM L4

huggingface.co·Infrastructure

ms-marco-MiniLM-L4-v2 is an open-source cross-encoder model optimized for text ranking and semantic search tasks. It is used by NLP developers and researchers to improve information retrieval and ranking in search systems.

Open SourceMIT
WebCLIAPISelf-hosted
M
Ms Marco MiniLM L4 preview
Visit huggingface.co↗
⭐343
stars
🍴36
forks
✓5
features
📅2019
since

Overview

5 features

Ms Marco MiniLM L4 sits in PulseGate's Foundation models & chat category. It focuses on enabling accurate text ranking and semantic search for information retrieval applications. Ms Marco MiniLM L4 is an open-source project aimed at NLP developers and researchers. The project is open source (MIT). It runs on the web, the command line, and API, and it can be self-hosted.

Behind Ms Marco MiniLM L4 is cross-encoder, and the product first shipped in 2019. The GitHub repository has been archived. Among its 5 catalogued features are text ranking, semantic search, and cross-encoder architecture.

  • ✓Text ranking
  • ✓Semantic search
  • ✓Cross-encoder architecture
  • ✓Open weights
  • ✓Python integration

Tags

cross-encodersemantic-searchtext-rankingopen-weightspython-integration

AI capabilities

TextInference: LocalWeights: Open

Built with & integrations

Hosting
aws
Runs on
BrowserCLIAPI-onlySelf-hosted

Trust & compliance

LicenseMIT
Verified signals
✓ HTTPS✓ Privacy Policy✓ Terms of Service✓ Open Source✓ Free tier✓ GitHub · ★ 343
Legal
Privacy Policy →Terms of Service →

Recent events

Latest indexed changes and source events

  1. IndexedJul 19, 7:17 PM

    cross-encoder/ms-marco-MiniLM-L4-v2 verified by the PulseGate indexer

    Source: PulseGate indexerOpen ↗

Frequently asked questions about Ms Marco MiniLM L4

What is Ms Marco MiniLM L4?
Ms Marco MiniLM L4 focuses on enabling accurate text ranking and semantic search for information retrieval applications. It is catalogued under Foundation models & chat on PulseGate.
Who should use Ms Marco MiniLM L4?
Ms Marco MiniLM L4 is an open-source project built for NLP developers and researchers.
Does Ms Marco MiniLM L4 have a free plan?
Yes — Ms Marco MiniLM L4 is open source under the MIT license and free to use.
What platforms does Ms Marco MiniLM L4 run on?
Ms Marco MiniLM L4 runs on the web, the command line, and API. It can also be self-hosted.
Is Ms Marco MiniLM L4 still active?
PulseGate's liveness checks currently classify Ms Marco MiniLM L4 as active.
What tools are similar to Ms Marco MiniLM L4?
Similar tools tracked by PulseGate include Mmarco mMiniLMv2 L12 H384, Nli MiniLM2 L6 H768, and All MiniLM L6.Mmarco mMiniLMv2 L12 H384Nli MiniLM2 L6 H768All MiniLM L6
Who develops Ms Marco MiniLM L4?
Ms Marco MiniLM L4 is developed by cross-encoder.
How long has Ms Marco MiniLM L4 been around?
Ms Marco MiniLM L4 first shipped in 2019.

At a glance

Pricing
Open Source
Platforms
Web
Languages
English
Open source
Yes · ★ 343 · archived
License
MIT
First seen
Jul 19, 2026
Activity
🟢 Active
Status
🟢 Active
Built for
NLP developers and researchers
Model
Open source
Solves
Enabling accurate text ranking and semantic search for information retrieval applications.

Developer

cross-encoder
Team
↗ GitHub

Open source

View on GitHub →

⚠ Archived

⭐ Stars
343
🍴 Forks
36
Open issues
8
Last commit
3y ago
Commits 90d
0
Contributors
6
Authorship
Team
Default branch
master

Live coverage

Confidence
Medium · 70
Indexed
Jul 19, 2026
Lifecycle
Alive
Activity
Active
First seen
Jul 2026
Last seen
2d ago
Identity audit (9)
Entity ID
cmrs6hwm900ea4xrcgbx1w4un
Slug
cross-encoder-ms-marco-minilm-l4-v2-huggingface-co
Verification state
Indexed for public listing
Claim / listing state
Unclaimed · listed: yes
Index status
Included in index
Latest evidence snapshot
Jul 19, 2026
Timeline basis
Indexed-at chronology (no inferred launch/funding milestones).
Last updated
Jul 21, 2026
Canonical URL
https://huggingface.co/cross-encoder/ms-marco-MiniLM-L4-v2

Similar apps

Other apps tracked under the same category.

  • Mmarco mMiniLMv2 L12 H384
    huggingface.co
  • Nli MiniLM2 L6 H768
    huggingface.co
  • All MiniLM L6
    huggingface.co
  • Paraphrase Multilingual MiniLM L12
    huggingface.co
  • Japanese Reranker Cross Encoder Small
    huggingface.co
  • MicroLLM 005 Q4 K M
    huggingface.co