embedders · Ollama

qwen3-embedding

Building upon the foundational models of the Qwen3 series, Qwen3 Embedding provides a comprehensive range of text embeddings models in various sizes

embedding 0.6b 4b 8b

1.9M Pulls 12 Tags Updated 8 months ago

snowflake-arctic-embed2

Snowflake's frontier embedding model. Arctic Embed 2.0 adds multilingual support without sacrificing English performance or scalability.

embedding 568m

395.7K Pulls 3 Tags Updated 1 year ago

Unitymbed/unitymbed

unitymbed:v1 is a fine-tuned thinking model specialized for embedded systems development on ARM Cortex microcontrollers. Built on top of DeepSeek R1 8B, it is optimized for generating, debugging, and explaining embedded C/C++ code across the full devel

thinking

116 Pulls 1 Tag Updated 2 months ago

DedeProgames/orion-embedding

Orion Embedding offers a good, comprehensive range of text embedding templates in 2 sizes.

embedding 22m 4b

29 Pulls 2 Tags Updated 2 months ago

aligh4699/heydariAI-persian-embeddings

This model is an Ollama version of heydariAI-persian-embeddings from Hugging Face. This is fine-tuned version of xlm-roberta-base, specifically trained on a massive corpus of Persian data to create high-quality contextual embedding for Persian usages.

embedding

631 Pulls 1 Tag Updated 10 months ago

MadMind/Qwen3-Embedding-8B-GGUF-Q4_K_M

Embedding version of hf.co/Qwen/Qwen3-Embedding-8B-GGUF:Q4_K_M

tools

516 Pulls 1 Tag Updated 11 months ago

alishendi/persian-embeddings

This model is a GGUF version of embedding model which exists in this huggingface repository: https://huggingface.co/heydariAI/persian-embeddings

embedding

150 Pulls 1 Tag Updated 9 months ago

jettanakorn/JFOX-AI

JFOX-AI as an Embedded Diagnostic Copilot. This turns JFOX-AI into a true copilot for drone test engineers, aligning perfectly with your work at JFOX Aircraft, Beluga Firehawk Team and the Readbee Team.

tools

5 Pulls 1 Tag Updated 4 months ago

shaw/dmeta-embedding-zh-small-q4

The Q4_K_M quantized version of dmeta-embedding-zh-small.

embedding

1,070 Pulls 1 Tag Updated 2 years ago

shaw/dmeta-embedding-zh-q4

The Q4_K_M quantized version of dmeta-embedding-zh.

embedding

856 Pulls 1 Tag Updated 2 years ago

twine/noinstruct-small-embedding-v0

q8_0 version of https://huggingface.co/avsolatorio/NoInstruct-small-Embedding-v0 , all credit to that person. I just made this version as an experiment and this model seemed interesting

embedding

127 Pulls 1 Tag Updated 1 year ago

MedAIBase/Qwen3-VL-Embedding

The Qwen3-VL-Embedding model series are the latest additions to the Qwen family, built upon the recently open-sourced and powerful Qwen3-VL foundation model.

2b

2,284 Pulls 3 Tags Updated 4 months ago

avr/sfr-embedding-mistral

An embedding model created by Salesforce Research that you can use for semantic search. Currently the best open source embedding model on MTEB.

32.8K Pulls 4 Tags Updated 2 years ago

oscardp96/medcpt-query

MedCPT generates embeddings of biomedical texts that can be used for semantic search (dense retrieval). Compute the embeddings of short texts (e.g., questions, search queries, sentences).

embedding

268 Pulls 1 Tag Updated 1 year ago

demonbyron/embeddinggemma-300m-lawvault

EmbeddingGemma-300M-LawVault is a high-performance embedding model fine-tuned specifically for Chinese Legal RAG (Retrieval-Augmented Generation) scenarios.

embedding

134 Pulls 1 Tag Updated 5 months ago

jina/jina-embeddings-v2-base-de

Text embedding model (base) for English and German input of size up to 8192 tokens

embedding

340.4K Pulls 1 Tag Updated 2 years ago

milkey/gte

General Text Embeddings (GTE) model. Towards General Text Embeddings with Multi-stage Contrastive Learning trained by Alibaba DAMO Academy.

embedding

3,190 Pulls 2 Tags Updated 2 years ago

joanfm/jina-embeddings-v2-base-de

Text embedding model (base) for English and German input of size up to 8192 tokens

embedding

588 Pulls 1 Tag Updated 2 years ago

ALIENTELLIGENCE/embeddedsystemsengineer

AI Embedded Systems Engineer

tools

122 Pulls 1 Tag Updated 1 year ago

dengcao/Qwen3-Embedding-0.6B

Alibaba's text embedding model.Qwen3-Embedding-0.6B has the following features: Model Type: Text Embedding Supported Languages: 100+ Languages Number of Paramaters: 0.6B Context Length: 32k Embedding Dimension: Up to 1024, supports user-defined output...

embedding

41.9K Pulls 2 Tags Updated 7 months ago