Who should use KaLM Embedding Multilingual Mini Instruct V2.5 Q8 0?

KaLM Embedding Multilingual Mini Instruct V2.5 Q8 0 is an open-source project built for developers.

What platforms does KaLM Embedding Multilingual Mini Instruct V2.5 Q8 0 run on?

KaLM Embedding Multilingual Mini Instruct V2.5 Q8 0 runs on the web, the command line, and API.

Is KaLM Embedding Multilingual Mini Instruct V2.5 Q8 0 still active?

The GitHub repository shows 1.2k commits in the last 90 days.

Who makes KaLM Embedding Multilingual Mini Instruct V2.5 Q8 0?

KaLM Embedding Multilingual Mini Instruct V2.5 Q8 0 is developed by Aashraf995.

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KaLM Embedding Multilingual Mini Instruct V2.5 Q8 0

Name: KaLM Embedding Multilingual Mini Instruct V2.5 Q8 0
Author: Aashraf995

huggingface.coInfrastructure

This is a GGUF-quantized (Q8_0) version of the KaLM-embedding-multilingual-mini-instruct-v2.5 model. It supports feature extraction, sentence embeddings, and multilingual instruction following. The model is designed for local inference using tools compatible with the GGUF format such as llama.cpp.

Open SourceMITWebCLIAPI

KaLM Embedding Multilingual Mini Instruct V2.5 Q8 0 preview

Visit huggingface.co

121.8kstars

21.1kforks

3features

2023since

Overview

3 features

KaLM Embedding Multilingual Mini Instruct V2.5 Q8 0 sits in PulseGate's Foundation models & chat category. It focuses on running multilingual embedding and instruction-tuned models locally with reduced memory requirements. It is built as an open-source project for developers. KaLM Embedding Multilingual Mini Instruct V2.5 Q8 0 is open source under the MIT license. KaLM Embedding Multilingual Mini Instruct V2.5 Q8 0 is available on the web, the command line, and API.

Behind KaLM Embedding Multilingual Mini Instruct V2.5 Q8 0 is Aashraf995, and it first shipped in 2023. The project is developed in the open on GitHub with 121.8k stars and 1.2k commits in the last 90 days. Key capabilities include sentence embeddings, multilingual support, and GGUF format. It exposes integrations via a public API.

Summary written by a language model from the project’s public pages.

Sentence embeddings
Multilingual support
GGUF format

Built with & integrations

Hosting

AWS

AI providers

local_oss

Connectors

API

Runs on

BrowserCLIAPI-only

Detected from

AWS: x-amz-cf-id header · x-amz-cf-pop header · via header
local_oss: bollama in the HTML · bllama in the HTML · bvllm in the HTML

Trust & compliance

License

MIT

Verified signals

HTTPSPrivacy Policy Terms of ServiceOpen SourceFree tierActive maintenance

Legal

Indexing history

What PulseGate has recorded for this listing

Indexed28 Jul · 00:27 UTC
Aashraf995/KaLM-embedding-multilingual-mini-instruct-v2.5-Q8_0-GGUF verified against its public source
Source: PulseGate · Open

Frequently asked questions about KaLM Embedding Multilingual Mini Instruct V2.5 Q8 0

What does KaLM Embedding Multilingual Mini Instruct V2.5 Q8 0 do?: KaLM Embedding Multilingual Mini Instruct V2.5 Q8 0 focuses on running multilingual embedding and instruction-tuned models locally with reduced memory requirements. It is catalogued under Foundation models & chat on PulseGate.
Who should use KaLM Embedding Multilingual Mini Instruct V2.5 Q8 0?: KaLM Embedding Multilingual Mini Instruct V2.5 Q8 0 is an open-source project built for developers.
Does KaLM Embedding Multilingual Mini Instruct V2.5 Q8 0 have a free plan?: Yes — KaLM Embedding Multilingual Mini Instruct V2.5 Q8 0 is open source under the MIT license and free to use.
What platforms does KaLM Embedding Multilingual Mini Instruct V2.5 Q8 0 run on?: KaLM Embedding Multilingual Mini Instruct V2.5 Q8 0 runs on the web, the command line, and API.
Is KaLM Embedding Multilingual Mini Instruct V2.5 Q8 0 still active?: The GitHub repository shows 1.2k commits in the last 90 days.
Who makes KaLM Embedding Multilingual Mini Instruct V2.5 Q8 0?: KaLM Embedding Multilingual Mini Instruct V2.5 Q8 0 is developed by Aashraf995.
How long has KaLM Embedding Multilingual Mini Instruct V2.5 Q8 0 been around?: KaLM Embedding Multilingual Mini Instruct V2.5 Q8 0 first shipped in 2023.
Is KaLM Embedding Multilingual Mini Instruct V2.5 Q8 0 open source?: Yes — KaLM Embedding Multilingual Mini Instruct V2.5 Q8 0 is open source under the MIT license.

At a glance

Pricing: Open Source
Platforms: Cli · Web
Languages: English
License: MIT
Built for: developers
Model: Open source
Solves: Running multilingual embedding and instruction-tuned models locally with reduced memory requirements.

Registered as

Hugging Face: Aashraf995/KaLM-embedding-multilingual-mini-instruct-v2.5-Q8_0-GGUF

Developer

Aashraf995

Community-driven

Open source

Stars: 121,803
Forks: 21,055
Open issues: 1,901
Last commit: 27 Jul 2026
Commits 90d: 1,189
Contributors: 1,850
Authorship: Community-driven
Default branch: master
Latest release: b10155 · 27 Jul 2026

Live coverage

Identity confidence: Medium · 70.4
Indexed: 28 Jul 2026
Lifecycle: Alive
Last seen: 28 Jul 2026

Identity audit (13)

Slug: aashraf995-kalm-embedding-multilingual-mini-instruct-v2-huggingface-co
Lifecycle state recorded: 28 Jul 2026
Verification state: Indexed for public listing
Listing state: Listed: yes
Index status: Included in index
Latest evidence snapshot: 28 Jul 2026
Timeline basis: Indexed-at chronology. This listing's first-seen date was written by the catalog backfill, not observed here, so it is not treated as a sighting.
Name from: Derived from the project's own page and URL.
Category from: Derived from the model's own Hugging Face metadata.
Summary from: Written by a language model from public pages.
Languages from: Detected by a language model from page content.
Last updated: 5 Aug 2026
Canonical URL: https://huggingface.co/Aashraf995/KaLM-embedding-multilingual-mini-instruct-v2.5-Q8_0-GGUF

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