Embedding Model Rankings

Best Embedding Models

Text and multimodal embedding models ranked by the MTEB leaderboard: retrieval, classification, clustering, and STS.

Benchmark data last synced Nov 8, 2026

36 models


AA75.8	Qwen3-Embedding-0.6B Alibaba	65 Average	1024	33K	0.596B
AA75.7	harrier-oss-v1-0.6b Microsoft	69 Average	1024	33K	0.596B
AA73.8	harrier-oss-v1-270m Microsoft	66 Average	640	33K	0.268B
AA72.8	Qwen3-Embedding-4B Alibaba	70 Average	2560	33K	4B
AA72.5	jina-embeddings-v5-text-small Jina AI	68 Average	1024	33K	0.596B
AA72.5	Qwen3-Embedding-8B Alibaba	71 Average	4096	33K	7.6B
AA72.2	multilingual-e5-large-instruct Microsoft	62 Average	1024	514	0.56B
AA72.0	jina-embeddings-v5-text-nano Jina AI	67 Average	768	8K	0.212B
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BB63.5	llama-embed-nemotron-8b NVIDIA	69 Average	4096	33K	7.5B
BB61.8	gte-Qwen2-7B-instruct Alibaba	64 Average	3584	33K	7.1B
BB61.6	KaLM-Embedding-Gemma3-12B-2511 Tencent	72 Average	3840	33K	11.8B
BB61.0	F2LLM-v2-0.6BRising CodeFuse-AI (Ant Group)	64 Average	1024	41K	0.596B
BB60.2	e5-mistral-7b-instruct Microsoft	61 Average	4096	33K	7.1B
BB60.1	SFR-Embedding-Mistral Salesforce	63 Average	4096	33K	7.1B
BB60.0	harrier-oss-v1-27b Microsoft	74 Average	5376	131K	27B

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