Text embeddings and similarity
Text embedding models and tools for sentence similarity or semantic matching
Where it stands
Open models741 products0.99× its peers
Fastest products
1ChristianAzinn/mxbai-embed-large-v1-gguf · Open models220×
2nvidia/dragon-multiturn-query-encoder · Open models143×3nvidia/dragon-multiturn-context-encoder · Open models143×4leliuga/all-MiniLM-L6-v2-GGUF · Open models77×
5naver/splade-cocondenser-selfdistil · Open models66×6hunkim/sentence-transformer-klue · Open models28×
7ai-sage/Giga-Embeddings-instruct-480M-0826 · Open models24×
8georgelpreput/jina-embeddings-v5-omni-small-retrieval-NVFP4 · Open models23×
9Qodo/Qodo-Embed-1-1.5B · Open models18×
10jinaai/jina-embeddings-v5-omni-small · Open models18×11deepvk/USER2-base · Open models17×12namdp-ptit/ViDense · Open models16×
13jhu-clsp/ettin-encoder-1b · Open models15×14ai-sage/Giga-Embeddings-instruct-10B-A1.8B-0826 · Open models15×
15dell-research-harvard/lt-wikidata-comp-en · Open models14×
16ai-forever/sbert_large_nlu_ru · Open models12×
17pfnet/plamo-embedding-1b · Open models11×
18jinaai/jina-embeddings-v5-omni-nano · Open models11×19krutrim-ai-labs/Vyakyarth · Open models10×20jinaai/jina-embeddings-v4-vllm-retrieval · Open models10.0×21jinaai/jina-embeddings-v5-text-small-text-matching · Open models9.7×22tsystems/colqwen2.5-3b-multilingual-v1.0 · Open models9.2×23minishlab/M2V_multilingual_output · Open models8.5×24lightonai/Agent-ModernColBERT · Open models7.9×25jinaai/jina-embeddings-v3-hf · Open models7.4×867 products carry this theme. “× its peers” is the theme's median growth against the place's median.