Embedding models
Embedding models output dense vectors. Use them for retrieval, clustering, classification, and reranking.
50 models in this category. See also the “Best embedding models” ranking with editorial picks and FAQ.
| Model | Provider | Context | Input price / 1M | Tier |
|---|---|---|---|---|
| BAAI/bge-base-en-v1.5 huggingface/BAAI/bge-base-en-v1.5 | Hugging Face | Unknown Unknown context | Custom | Variable |
| BAAI/bge-large-en-v1.5 huggingface/BAAI/bge-large-en-v1.5 | Hugging Face | Unknown Unknown context | Custom | Variable |
| BAAI/bge-m3 huggingface/BAAI/bge-m3 | Hugging Face | Unknown Unknown context | Custom | Variable |
| BAAI/bge-reranker-base huggingface/BAAI/bge-reranker-base | Hugging Face | Unknown Unknown context | Custom | Variable |
| BAAI/bge-reranker-large huggingface/BAAI/bge-reranker-large | Hugging Face | Unknown Unknown context | Custom | Variable |
| BAAI/bge-reranker-v2-m3 huggingface/BAAI/bge-reranker-v2-m3 | Hugging Face | Unknown Unknown context | Custom | Variable |
| BAAI/bge-small-en-v1.5 huggingface/BAAI/bge-small-en-v1.5 | Hugging Face | Unknown Unknown context | Custom | Variable |
| BAAI/bge-small-zh-v1.5 huggingface/BAAI/bge-small-zh-v1.5 | Hugging Face | Unknown Unknown context | Custom | Variable |
| cross-encoder/mmarco-mMiniLMv2-L12-H384-v1 huggingface/cross-encoder/mmarco-mMiniLMv2-L12-H384-v1 | Hugging Face | Unknown Unknown context | Custom | Variable |
| cross-encoder/ms-marco-MiniLM-L12-v2 huggingface/cross-encoder/ms-marco-MiniLM-L12-v2 | Hugging Face | Unknown Unknown context | Custom | Variable |
| cross-encoder/ms-marco-MiniLM-L4-v2 huggingface/cross-encoder/ms-marco-MiniLM-L4-v2 | Hugging Face | Unknown Unknown context | Custom | Variable |
| cross-encoder/ms-marco-MiniLM-L6-v2 huggingface/cross-encoder/ms-marco-MiniLM-L6-v2 | Hugging Face | Unknown Unknown context | Custom | Variable |
| datasocietyco/bge-base-en-v1.5-course-recommender-v5 huggingface/datasocietyco/bge-base-en-v1.5-course-recommender-v5 | Hugging Face | Unknown Unknown context | Custom | Variable |
| sentence-transformers/all-MiniLM-L12-v2 huggingface/sentence-transformers/all-MiniLM-L12-v2 | Hugging Face | Unknown Unknown context | Custom | Variable |
| sentence-transformers/all-MiniLM-L6-v2 sentence-transformers/all-minilm-l6-v2 | Sentence Transformers | Unknown Unknown context | Custom | Variable |
| sentence-transformers/all-mpnet-base-v2 sentence-transformers/all-mpnet-base-v2 | Sentence Transformers | Unknown Unknown context | Custom | Variable |
| sentence-transformers/multi-qa-mpnet-base-dot-v1 huggingface/sentence-transformers/multi-qa-mpnet-base-dot-v1 | Hugging Face | Unknown Unknown context | Custom | Variable |
| sentence-transformers/paraphrase-MiniLM-L3-v2 huggingface/sentence-transformers/paraphrase-MiniLM-L3-v2 | Hugging Face | Unknown Unknown context | Custom | Variable |
| sentence-transformers/paraphrase-MiniLM-L6-v2 huggingface/sentence-transformers/paraphrase-MiniLM-L6-v2 | Hugging Face | Unknown Unknown context | Custom | Variable |
| sentence-transformers/paraphrase-mpnet-base-v2 huggingface/sentence-transformers/paraphrase-mpnet-base-v2 | Hugging Face | Unknown Unknown context | Custom | Variable |
| sentence-transformers/paraphrase-multilingual-MiniLM-L12-v2 huggingface/sentence-transformers/paraphrase-multilingual-MiniLM-L12-v2 | Hugging Face | Unknown Unknown context | Custom | Variable |
| sentence-transformers/paraphrase-multilingual-mpnet-base-v2 huggingface/sentence-transformers/paraphrase-multilingual-mpnet-base-v2 | Hugging Face | Unknown Unknown context | Custom | Variable |
| Xenova/paraphrase-multilingual-MiniLM-L12-v2 huggingface/Xenova/paraphrase-multilingual-MiniLM-L12-v2 | Hugging Face | Unknown Unknown context | Custom | Variable |
| Google: Gemma 3n 4B (free) google/gemma-3n-e4b-it:free | 8K Short/standard context | $0.00 | Budget | |
| Alibaba-NLP/gte-reranker-modernbert-base huggingface/Alibaba-NLP/gte-reranker-modernbert-base | Hugging Face | Unknown Unknown context | Custom | Variable |
| facebook/bart-base huggingface/facebook/bart-base | Hugging Face | Unknown Unknown context | Custom | Variable |
| facebook/dinov2-base huggingface/facebook/dinov2-base | Hugging Face | Unknown Unknown context | Custom | Variable |
| facebook/dinov2-small huggingface/facebook/dinov2-small | Hugging Face | Unknown Unknown context | Custom | Variable |
| facebook/w2v-bert-2.0 huggingface/facebook/w2v-bert-2.0 | Hugging Face | Unknown Unknown context | Custom | Variable |
| finiteautomata/beto-sentiment-analysis huggingface/finiteautomata/beto-sentiment-analysis | Hugging Face | Unknown Unknown context | Custom | Variable |
| google/embeddinggemma-300m huggingface/google/embeddinggemma-300m | Hugging Face | Unknown Unknown context | Custom | Variable |
| ibm-granite/granite-embedding-small-english-r2 huggingface/ibm-granite/granite-embedding-small-english-r2 | Hugging Face | Unknown Unknown context | Custom | Variable |
| intfloat/e5-large-v2 huggingface/intfloat/e5-large-v2 | Hugging Face | Unknown Unknown context | Custom | Variable |
| intfloat/multilingual-e5-base huggingface/intfloat/multilingual-e5-base | Hugging Face | Unknown Unknown context | Custom | Variable |
| intfloat/multilingual-e5-large huggingface/intfloat/multilingual-e5-large | Hugging Face | Unknown Unknown context | Custom | Variable |
| intfloat/multilingual-e5-small huggingface/intfloat/multilingual-e5-small | Hugging Face | Unknown Unknown context | Custom | Variable |
| jinaai/jina-embeddings-v3 huggingface/jinaai/jina-embeddings-v3 | Hugging Face | Unknown Unknown context | Custom | Variable |
| meta-llama/Prompt-Guard-86M huggingface/meta-llama/Prompt-Guard-86M | Hugging Face | Unknown Unknown context | Custom | Variable |
| mixedbread-ai/mxbai-embed-large-v1 huggingface/mixedbread-ai/mxbai-embed-large-v1 | Hugging Face | Unknown Unknown context | Custom | Variable |
| nomic-ai/nomic-embed-text-v1 huggingface/nomic-ai/nomic-embed-text-v1 | Hugging Face | Unknown Unknown context | Custom | Variable |
| nomic-ai/nomic-embed-text-v1.5 huggingface/nomic-ai/nomic-embed-text-v1.5 | Hugging Face | Unknown Unknown context | Custom | Variable |
| opensearch-project/opensearch-neural-sparse-encoding-doc-v2-distill huggingface/opensearch-project/opensearch-neural-sparse-encoding-doc-v2-distill | Hugging Face | Unknown Unknown context | Custom | Variable |
| pyannote/wespeaker-voxceleb-resnet34-LM huggingface/pyannote/wespeaker-voxceleb-resnet34-LM | Hugging Face | Unknown Unknown context | Custom | Variable |
| Qwen/Qwen3-Embedding-0.6B huggingface/Qwen/Qwen3-Embedding-0.6B | Hugging Face | Unknown Unknown context | Custom | Variable |
| Qwen/Qwen3-Embedding-4B huggingface/Qwen/Qwen3-Embedding-4B | Hugging Face | Unknown Unknown context | Custom | Variable |
| Qwen/Qwen3-Embedding-8B huggingface/Qwen/Qwen3-Embedding-8B | Hugging Face | Unknown Unknown context | Custom | Variable |
| Qwen/Qwen3-VL-Embedding-8B huggingface/Qwen/Qwen3-VL-Embedding-8B | Hugging Face | Unknown Unknown context | Custom | Variable |
| sentence-transformers/all-distilroberta-v1 huggingface/sentence-transformers/all-distilroberta-v1 | Hugging Face | Unknown Unknown context | Custom | Variable |
| speechbrain/spkrec-ecapa-voxceleb huggingface/speechbrain/spkrec-ecapa-voxceleb | Hugging Face | Unknown Unknown context | Custom | Variable |
| speechbrain/spkrec-resnet-voxceleb huggingface/speechbrain/spkrec-resnet-voxceleb | Hugging Face | Unknown Unknown context | Custom | Variable |