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Embeddings / RAG AI Models

Vector representations, semantic search, and knowledge retrieval.

OpenAI
Paid API

text-embedding-3-large

Embedding Model

text-embedding-3-large by OpenAI - Embedding Model for enterprise and developer workflows.

Context Window8k
MTEB64.6
Cloud Only
#embeddings#rag
OpenAI
Paid API

text-embedding-3-small

Embedding Model

text-embedding-3-small by OpenAI - Embedding Model for enterprise and developer workflows.

Context Window8k
MTEB62.3
Cloud Only
#embeddings#cheap
OpenAI
Paid API

text-embedding-ada-002

Embedding Model

text-embedding-ada-002 by OpenAI - Embedding Model for enterprise and developer workflows.

Context Window8k
MTEB61
Cloud Only
#embeddings#ada
Hugging Face
Open Weights

BGE-M3

Embedding Model

BGE-M3 - Open-source benchmarked model available on Hugging Face Hub.

Context Window8k-32k
MTEB75
Cloud API Local Run
#huggingface#open-source
Hugging Face
Open Weights

BGE-Large-EN-v1.5

Embedding Model

BGE-Large-EN-v1.5 - Open-source benchmarked model available on Hugging Face Hub.

Context Window8k-32k
MTEB76
Cloud API Local Run
#huggingface#open-source
Hugging Face
Open Weights

BGE-Small-EN-v1.5

Embedding Model

BGE-Small-EN-v1.5 - Open-source benchmarked model available on Hugging Face Hub.

Context Window8k-32k
MTEB77
Cloud API Local Run
#huggingface#open-source
Hugging Face
Open Weights

BGE-Reranker-Large

Embedding Model

BGE-Reranker-Large - Open-source benchmarked model available on Hugging Face Hub.

Context Window8k-32k
MTEB78
Cloud API Local Run
#huggingface#open-source
Hugging Face
Open Weights

Nomic Embed Text v1.5

Embedding Model

Nomic Embed Text v1.5 - Open-source benchmarked model available on Hugging Face Hub.

Context Window8k-32k
MTEB79
Cloud API Local Run
#huggingface#open-source
Hugging Face
Open Weights

GTE-Large-en-v1.5

Embedding Model

GTE-Large-en-v1.5 - Open-source benchmarked model available on Hugging Face Hub.

Context Window8k-32k
MTEB81
Cloud API Local Run
#huggingface#open-source
Hugging Face
Open Weights

GTE-Qwen2-7B-instruct

Embedding Model

GTE-Qwen2-7B-instruct - Open-source benchmarked model available on Hugging Face Hub.

Context Window8k-32k
MTEB82
Cloud API Local Run
#huggingface#open-source
Hugging Face
Open Weights

Sentence-Transformers All-MiniLM-L6-v2

Embedding Model

Sentence-Transformers All-MiniLM-L6-v2 - Open-source benchmarked model available on Hugging Face Hub.

Context Window8k-32k
MTEB84
Cloud API Local Run
#huggingface#open-source
Hugging Face
Open Weights

ModernBERT Base

Embedding Model

ModernBERT Base - Open-source benchmarked model available on Hugging Face Hub.

Context Window8k-32k
MTEB86
Cloud API Local Run
#huggingface#open-source
Hugging Face
Open Weights

ModernBERT Large

Embedding Model

ModernBERT Large - Open-source benchmarked model available on Hugging Face Hub.

Context Window8k-32k
MTEB87
Cloud API Local Run
#huggingface#open-source
Hugging Face
Open Weights

BERT Base Uncased

Embedding Model

BERT Base Uncased - Open-source benchmarked model available on Hugging Face Hub.

Context Window8k-32k
MTEB88
Cloud API Local Run
#huggingface#open-source
Hugging Face
Open Weights

RoBERTa Large

Embedding Model

RoBERTa Large - Open-source benchmarked model available on Hugging Face Hub.

Context Window8k-32k
MTEB89
Cloud API Local Run
#huggingface#open-source
Hugging Face
Open Weights

BioBERT

Embedding Model

BioBERT - Open-source benchmarked model available on Hugging Face Hub.

Context Window8k-32k
MTEB60
Cloud API Local Run
#huggingface#open-source
Hugging Face
Open Weights

SciBERT

Embedding Model

SciBERT - Open-source benchmarked model available on Hugging Face Hub.

Context Window8k-32k
MTEB61
Cloud API Local Run
#huggingface#open-source
Hugging Face
Open Weights

ClinicalBERT

Embedding Model

ClinicalBERT - Open-source benchmarked model available on Hugging Face Hub.

Context Window8k-32k
MTEB62
Cloud API Local Run
#huggingface#open-source
Hugging Face
Open Weights

PubMedBERT

Embedding Model

PubMedBERT - Open-source benchmarked model available on Hugging Face Hub.

Context Window8k-32k
MTEB63
Cloud API Local Run
#huggingface#open-source
Hugging Face
Open Weights

FinBERT

Embedding Model

FinBERT - Open-source benchmarked model available on Hugging Face Hub.

Context Window8k-32k
MTEB64
Cloud API Local Run
#huggingface#open-source
Cohere
Open Weights

Cohere Embed v3

Embedding Model

Cohere Embed v3 - Open-source benchmarked model available on Hugging Face Hub.

Context Window8k-32k
MTEB82
Cloud API Local Run
#huggingface#open-source
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