Best Open Source Embedding Models (MTEB)


AA74.7	Qwen3-Embedding-0.6B Alibaba	65 Average	1024	33K	0.596B
AA73.7	harrier-oss-v1-270m Microsoft	66 Average	640	33K	0.268B
AA72.7	multilingual-e5-large-instruct Microsoft	62 Average	1024	514	0.56B
AA72.5	harrier-oss-v1-0.6b Microsoft	69 Average	1024	33K	0.596B
AA72.5	Qwen3-Embedding-4B Alibaba	70 Average	2560	33K	4B
AA71.9	Qwen3-Embedding-8B Alibaba	71 Average	4096	33K	7.6B
AA70.5	jina-embeddings-v5-text-small Jina AI	68 Average	1024	33K	0.596B
BB68.2	jina-embeddings-v5-text-nano Jina AI	67 Average	768	8K	0.212B
BB64.2	llama-embed-nemotron-8b NVIDIA	69 Average	4096	33K	7.5B
BB61.3	Octen-Embedding-8BTrending Octen AI	69 Average	4096	33K	7.6B
BB60.2	e5-mistral-7b-instruct Microsoft	61 Average	4096	33K	7.1B
BB59.6	gte-Qwen2-7B-instruct Alibaba	64 Average	3584	33K	7.1B
BB56.6	KaLM-Embedding-Gemma3-12B-2511 Tencent	72 Average	3840	33K	11.8B
BB55.9	F2LLM-v2-0.6B CodeFuse-AI (Ant Group)	64 Average	1024	41K	0.596B
BB55.7	SFR-Embedding-Mistral Salesforce	63 Average	4096	33K	7.1B

Model Providers

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Every AI lab that ships models we track, ranked by model count, average score, and frontier presence. Compare OpenAI, Anthropic, Meta, Google, Alibaba, and more.

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Model Families

AI Models by Family

Every model series we track, grouped by family. See every Llama, Qwen, GPT, Claude, Gemini, and beyond on a single page.

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Free Monthly Report

The AI Build Report August 2026

Which models lead, where API prices moved, and what it costs to run them. Measured from live data.


AA74.7	Qwen3-Embedding-0.6B Alibaba	65 Average	1024	33K	0.596B
AA73.7	harrier-oss-v1-270m Microsoft	66 Average	640	33K	0.268B
AA72.7	multilingual-e5-large-instruct Microsoft	62 Average	1024	514	0.56B
AA72.5	harrier-oss-v1-0.6b Microsoft	69 Average	1024	33K	0.596B
AA72.5	Qwen3-Embedding-4B Alibaba	70 Average	2560	33K	4B
AA71.9	Qwen3-Embedding-8B Alibaba	71 Average	4096	33K	7.6B
AA70.5	jina-embeddings-v5-text-small Jina AI	68 Average	1024	33K	0.596B
BB68.2	jina-embeddings-v5-text-nano Jina AI	67 Average	768	8K	0.212B
BB64.2	llama-embed-nemotron-8b NVIDIA	69 Average	4096	33K	7.5B
BB61.3	Octen-Embedding-8BTrending Octen AI	69 Average	4096	33K	7.6B
BB60.2	e5-mistral-7b-instruct Microsoft	61 Average	4096	33K	7.1B
BB59.6	gte-Qwen2-7B-instruct Alibaba	64 Average	3584	33K	7.1B
BB56.6	KaLM-Embedding-Gemma3-12B-2511 Tencent	72 Average	3840	33K	11.8B
BB55.9	F2LLM-v2-0.6B CodeFuse-AI (Ant Group)	64 Average	1024	41K	0.596B
BB55.7	SFR-Embedding-Mistral Salesforce	63 Average	4096	33K	7.1B

Model Providers

AI Models by Provider

Every AI lab that ships models we track, ranked by model count, average score, and frontier presence. Compare OpenAI, Anthropic, Meta, Google, Alibaba, and more.

Browse Providers

Model Families

AI Models by Family

Every model series we track, grouped by family. See every Llama, Qwen, GPT, Claude, Gemini, and beyond on a single page.

Browse Families

Free Monthly Report

The AI Build Report August 2026

Which models lead, where API prices moved, and what it costs to run them. Measured from live data.

Best Embedding Models

AI Models by Provider

AI Models by Family

The AI Build Report August 2026

All AI Models

Hardware Fit Guides

Best Embedding Models

AI Models by Provider

AI Models by Family

The AI Build Report August 2026

All AI Models

Hardware Fit Guides