Top Embedding Fine-Tunes
Best fine-tuned embedding models for semantic search, RAG, and vector similarity.
Last updated April 3, 2026 · Updated daily
all-MiniLM-L12-v2 by sentence-transformers holds the #1 position with 3.7M downloads, ahead of all-MiniLM-L6-v2 at 1.5M.
The top 10 is dominated by sentence-transformers, Xenova, NeuML. This is the first snapshot — future updates will track position changes and emerging trends.
The gap between #1 and #100 is 3.7M vs 7.3K downloads, showing massive concentration at the top.
all-MiniLM-L12-v2
Silver52sentence-transformers · Embeddings · from microsoft/MiniLM-L12-H384-uncased
downloads
all-MiniLM-L6-v2
Bronze48Xenova · Embeddings · from sentence-transformers/all-MiniLM-L6-v2
downloads
bge-base-en-v1.5
Bronze41Xenova · Embeddings · from BAAI/bge-base-en-v1.5
downloads
pubmedbert-base-embeddings
Bronze48NeuML · Embeddings · from microsoft/BiomedNLP-BiomedBERT-base-uncased-abstract-fulltext
downloads
embedic-base
Bronze36djovak · Embeddings · from intfloat/multilingual-e5-base
downloads
RadEvalModernBERT
Bronze37IAMJB · Embeddings · from answerdotai/ModernBERT-base
downloads
OTel-Embedding-22M
Bronze32farbodtavakkoli · Embeddings · from sentence-transformers/all-MiniLM-L6-v2
downloads
OTel-Embedding-33M
Bronze32farbodtavakkoli · Embeddings · from BAAI/bge-small-en-v1.5
downloads
OTel-Embedding-34M
Bronze32farbodtavakkoli · Embeddings · from sentence-transformers/all-MiniLM-L12-v2
downloads
langcache-embed-v1
Bronze39redis · Embeddings · from Alibaba-NLP/gte-modernbert-base
downloads
OTel-Embedding-109M
Bronze32farbodtavakkoli · Embeddings · from sentence-transformers/all-mpnet-base-v2
downloads
OTel-Embedding-335M
Bronze32farbodtavakkoli · Embeddings · from BAAI/bge-large-en-v1.5
downloads
OTel-Embedding-0.6B
Bronze32farbodtavakkoli · Embeddings · from Qwen/Qwen3-Embedding-0.6B
downloads
OTel-Embedding-4B
Bronze32farbodtavakkoli · Embeddings · from Qwen/Qwen3-Embedding-4B
downloads
OTel-Embedding-568M
Bronze32farbodtavakkoli · Embeddings · from BAAI/bge-m3
downloads
jina-embeddings-v5-text-nano
Bronze42jinaai · Embeddings · from EuroBERT/EuroBERT-210m
downloads
Vietnamese_Embedding
Bronze42AITeamVN · Embeddings · from BAAI/bge-m3
downloads
OTel-Embedding-8B
Bronze31farbodtavakkoli · Embeddings · from Qwen/Qwen3-Embedding-8B
downloads
DEk21_hcmute_embedding
Bronze40huyydangg · Embeddings · from bkai-foundation-models/vietnamese-bi-encoder
downloads
jina-code-embeddings-1.5b
Bronze40jinaai · Embeddings · from Qwen/Qwen2.5-Coder-1.5B
downloads
modernbert-embed-base
Bronze44nomic-ai · Embeddings · from answerdotai/ModernBERT-base
downloads
bge-m3-spa-law-qa
Bronze38littlejohn-ai · Embeddings · from BAAI/bge-m3
downloads
BGE-m3-ko
Bronze41dragonkue · Embeddings · from BAAI/bge-m3
downloads
gte-modernbert-base
Bronze43Alibaba-NLP · Embeddings · from answerdotai/ModernBERT-base
downloads
jina-embeddings-v5-text-small
Bronze42jinaai · Embeddings · from Qwen/Qwen3-0.6B-Base
downloads
bge-small-en-v1.5
Bronze36Xenova · Embeddings · from BAAI/bge-small-en-v1.5
downloads
scion-snowflake-arctic-embed-s-v2
Bronze29tjohn327 · Embeddings · from Snowflake/snowflake-arctic-embed-s
downloads
paraphrase-multilingual-MiniLM-L12-v2
Bronze36Xenova · Embeddings · from sentence-transformers/paraphrase-multilingual-MiniLM-L12-v2
downloads
KaLM-Embedding-Gemma3-12B-2511
Bronze40tencent · Embeddings · from google/gemma-3-12b-pt
downloads
nomic-embed-code
Bronze41nomic-ai · Embeddings · from Qwen/Qwen2.5-Coder-7B-Instruct
downloads
distilbert-base-uncased
Bronze28OrcaDB · Embeddings · from distilbert/distilbert-base-uncased
downloads
embeddinggemma-300m-qat-q8_0-GGUF
Bronze35ggml-org · Embeddings · from google/embeddinggemma-300m-qat-q8_0-unquantized
downloads
Qwen3-Embedding-4B-W4A16-G128
Bronze31boboliu · Embeddings · from Qwen/Qwen3-Embedding-4B
downloads
GTE-ModernColBERT-v1
Bronze41lightonai · Embeddings · from Alibaba-NLP/gte-modernbert-base
downloads
JobBERT-v3
Bronze35TechWolf · Embeddings · from sentence-transformers/paraphrase-multilingual-mpnet-base-v2
downloads
minicoil-v1
Bronze36Qdrant · Embeddings · from jinaai/jina-embeddings-v2-small-en
downloads
zembed-1
Bronze39zeroentropy · Embeddings · from Qwen/Qwen3-4B
downloads
JobBERT-v2
Bronze36TechWolf · Embeddings · from sentence-transformers/all-mpnet-base-v2
downloads
KURE-v1
Bronze38nlpai-lab · Embeddings · from BAAI/bge-m3
downloads
nomic-embed-text-v2-moe-distilled-high-quality
Bronze30cnmoro · Embeddings · from nomic-ai/nomic-embed-text-v2-moe
downloads
ViDense
Bronze31namdp-ptit · Embeddings · from FacebookAI/xlm-roberta-large
downloads
headline-similarity
Bronze26davanstrien · Embeddings · from dbmdz/bert-base-historic-multilingual-cased
downloads
bge-base-en-v1.5-onnx-Q
Bronze28Qdrant · Embeddings · from BAAI/bge-base-en-v1.5
downloads
bge-m3-korean
Bronze37upskyy · Embeddings · from BAAI/bge-m3
downloads
multilingual-e5-small
Bronze32Xenova · Embeddings · from intfloat/multilingual-e5-small
downloads
fine-tuned-column-mapper
Bronze26abdur197 · Embeddings · from sentence-transformers/all-MiniLM-L6-v2
downloads
modernbert-embed-base_finetune_512
Bronze30freelawproject · Embeddings · from nomic-ai/modernbert-embed-base
downloads
Arabic-SBERT-100K
Bronze33akhooli · Embeddings · from aubmindlab/bert-base-arabertv02
downloads
rubert-tiny-turbo
Bronze34sergeyzh · Embeddings · from cointegrated/rubert-tiny2
downloads
Giga-Embeddings-instruct-4bit-nf4
Bronze25iMiW · Embeddings · from ai-sage/Giga-Embeddings-instruct
downloads
jina-embeddings-v3-separation-distilled
Bronze27CISCai · Embeddings · from jinaai/jina-embeddings-v3
downloads
colbert-xm
Bronze36antoinelouis · Embeddings · from facebook/xmod-base
downloads
German-RAG-UAE-LARGE-V1-TRIPLES-MERGED-HESSIAN-AI
Bronze25avemio · Embeddings · from merge:avemio/German-RAG-UAE-LARGE-V1-TRIPLES-HESSIAN-AI
downloads
jina-embeddings-v2-small-en
Bronze25Xenova · Embeddings · from jinaai/jina-embeddings-v2-small-en
downloads
bioclinical-modernbert-base-embeddings
Bronze31NeuML · Embeddings · from thomas-sounack/BioClinical-ModernBERT-base
downloads
modernbert-embed-base_finetune_8192
Bronze25freelawproject · Embeddings · from nomic-ai/modernbert-embed-base
downloads
arabic-english-bge-m3
Bronze30sayed0am · Embeddings · from BAAI/bge-m3
downloads
bge-m3
Bronze35Xenova · Embeddings · from BAAI/bge-m3
downloads
cde-small-v2
Bronze37jxm · Embeddings · from answerdotai/ModernBERT-base
downloads
embeddinggemma-300m-ONNX
Bronze36onnx-community · Embeddings · from google/embeddinggemma-300m
downloads
bge-base-en-v1.5-course-recommender-v5
Bronze25datasocietyco · Embeddings · from BAAI/bge-base-en-v1.5
downloads
gte-small
Bronze33Xenova · Embeddings · from thenlper/gte-small
downloads
snowflake-arctic-embed-l-v2.0-gguf
Bronze31Casual-Autopsy · Embeddings · from Snowflake/snowflake-arctic-embed-l-v2.0
downloads
KoE5
Bronze35nlpai-lab · Embeddings · from intfloat/multilingual-e5-large
downloads
jina-code-embeddings-0.5b
Bronze32jinaai · Embeddings · from Qwen/Qwen2.5-Coder-0.5B
downloads
gme-Qwen2-VL-2B-Instruct
Bronze37Alibaba-NLP · Embeddings · from Qwen/Qwen2-VL-2B-Instruct
downloads
snowflake-arctic-embed-l-v2.0-ko
Bronze34dragonkue · Embeddings · from Snowflake/snowflake-arctic-embed-l-v2.0
downloads
jina-embeddings-v2-base-en
Bronze30Xenova · Embeddings · from jinaai/jina-embeddings-v2-base-en
downloads
GLuCoSE-base-ja
Bronze34pkshatech · Embeddings · from studio-ousia/luke-japanese-base-lite
downloads
gte-multilingual-base
Bronze31onnx-community · Embeddings · from Alibaba-NLP/gte-multilingual-base
downloads
Qwen3-Embedding-0.6B-250-v1-GGUF
NewENOSYS · Embeddings · from unsloth/Qwen3-Embedding-0.6B
downloads
halong_embedding
Bronze33contextboxai · Embeddings · from intfloat/multilingual-e5-base
downloads
Qodo-Embed-1-1.5B
Bronze35Qodo · Embeddings · from Alibaba-NLP/gte-Qwen2-1.5B-instruct
downloads
sft-sql-embedding
Bronze27s2593817 · Embeddings · from sentence-transformers/all-mpnet-base-v2
downloads
embeddinggemma-300m-medical
Bronze34sentence-transformers · Embeddings · from google/embeddinggemma-300m
downloads
Clinical_ModernBERT
Bronze33Simonlee711 · Embeddings · from answerdotai/ModernBERT-base
downloads
distiluse-base-multilingual-cased-v2
Bronze28Xenova · Embeddings · from sentence-transformers/distiluse-base-multilingual-cased-v2
downloads
all-mpnet-base-v2
Bronze27Xenova · Embeddings · from sentence-transformers/all-mpnet-base-v2
downloads
blair-roberta-large
Bronze25hyp1231 · Embeddings · from FacebookAI/roberta-base
downloads
gte-small
NewOrcaDB · Embeddings · from Supabase/gte-small
downloads
robbert-2022-dutch-sentence-transformers
Bronze30NetherlandsForensicInstitute · Embeddings · from DTAI-KULeuven/robbert-2022-dutch-base
downloads
Octen-Embedding-0.6B
Bronze32Octen · Embeddings · from Qwen/Qwen3-Embedding-0.6B
downloads
vietnamese-sbert-v3
NewCloyne · Embeddings · from keepitreal/vietnamese-sbert
downloads
All-MiniLM-L6-v2-Embedding-GGUF
Bronze31second-state · Embeddings · from sentence-transformers/all-MiniLM-L6-v2
downloads
Qwen3-Voice-Embedding-12Hz-1.7B
Bronze31marksverdhei · Embeddings · from adapter:Qwen/Qwen3-TTS-12Hz-1.7B-Base
downloads
Qwen3-Embedding-0.6B-ONNX
Bronze32onnx-community · Embeddings · from Qwen/Qwen3-Embedding-0.6B
downloads
KaLM-embedding-multilingual-mini-instruct-v2.5
Bronze33KaLM-Embedding · Embeddings · from HIT-TMG/KaLM-embedding-multilingual-mini-instruct-v2
downloads
bge-m3-Q8_0-GGUF
Bronze28ggml-org · Embeddings · from BAAI/bge-m3
downloads
financial-rag-matryoshka
Bronze25rbhatia46 · Embeddings · from Alibaba-NLP/gte-large-en-v1.5
downloads
Qwen3-Embedding-0.6B
Bronze27unsloth · Embeddings · from Qwen/Qwen3-0.6B-Base
downloads
nomic-embed-text-v1
Bronze27Xenova · Embeddings · from nomic-ai/nomic-embed-text-v1
downloads
bge-small-zh-v1.5
Bronze25Xenova · Embeddings · from BAAI/bge-small-zh-v1.5
downloads
inf-retriever-v1-1.5b
Bronze32infly · Embeddings · from Alibaba-NLP/gte-Qwen2-1.5B-instruct
downloads
Style-Embedding
Bronze31AnnaWegmann · Embeddings · from FacebookAI/roberta-base
downloads
Octen-Embedding-8B
Bronze35Octen · Embeddings · from Qwen/Qwen3-Embedding-8B
downloads
embeddinggemma-300m-GGUF
Bronze32unsloth · Embeddings · from google/embeddinggemma-300m
downloads
xcodec-hubert-general
Newhf-audio · Embeddings · from ZhenYe234/hubert_base_general_audio
downloads
splade-tiny
Bronze28rasyosef · Embeddings · from prajjwal1/bert-tiny
downloads
Penguin-Encoder
Bronze30tencent · Embeddings · from Qwen/Qwen3-0.6B
downloads
bge-large-en-v1.5
Bronze26Xenova · Embeddings · from BAAI/bge-large-en-v1.5
downloads