Embeddings & rerankers compared head to head

Ranked

1. #1Amazon Nova Multimodal EmbeddingsBB75
2. #2OpenAI embeddingsBB73.2
3. #3Cohere Embed and RerankBB72.5
4. #4Gemini EmbeddingBB70.6
5. #5Jina Embeddings and RerankerC61
6. #6NVIDIA NeMo Retriever Embedding and Reranking NIMsC61
7. #7Voyage AI embeddings and rerankersC58.8
8. #8Mistral Embed and Codestral EmbedC57.9
9. #9Nomic EmbedD49.2
10. #10ZeroEntropy zerank and zembedF13.7

Text embeddings 45

• Amazon Nova Multimodal Embeddings vs Cohere Embed and Rerank BB 75 vs BB 72.5
• Amazon Nova Multimodal Embeddings vs Gemini Embedding BB 75 vs BB 70.6
• Amazon Nova Multimodal Embeddings vs Jina Embeddings and Reranker BB 75 vs C 61
• Amazon Nova Multimodal Embeddings vs Mistral Embed and Codestral Embed BB 75 vs C 57.9
• Amazon Nova Multimodal Embeddings vs Nomic Embed BB 75 vs D 49.2
• Amazon Nova Multimodal Embeddings vs NVIDIA NeMo Retriever Embedding and Reranking NIMs BB 75 vs C 61
• Amazon Nova Multimodal Embeddings vs OpenAI embeddings BB 75 vs BB 73.2
• Amazon Nova Multimodal Embeddings vs Voyage AI embeddings and rerankers BB 75 vs C 58.8
• Amazon Nova Multimodal Embeddings vs ZeroEntropy zerank and zembed BB 75 vs F 13.7
• Cohere Embed and Rerank vs Gemini Embedding BB 72.5 vs BB 70.6
• Cohere Embed and Rerank vs Jina Embeddings and Reranker BB 72.5 vs C 61
• Cohere Embed and Rerank vs Mistral Embed and Codestral Embed BB 72.5 vs C 57.9
• Cohere Embed and Rerank vs Nomic Embed BB 72.5 vs D 49.2
• Cohere Embed and Rerank vs NVIDIA NeMo Retriever Embedding and Reranking NIMs BB 72.5 vs C 61
• Cohere Embed and Rerank vs OpenAI embeddings BB 72.5 vs BB 73.2
• Cohere Embed and Rerank vs Voyage AI embeddings and rerankers BB 72.5 vs C 58.8
• Cohere Embed and Rerank vs ZeroEntropy zerank and zembed BB 72.5 vs F 13.7
• Gemini Embedding vs Jina Embeddings and Reranker BB 70.6 vs C 61
• Gemini Embedding vs Mistral Embed and Codestral Embed BB 70.6 vs C 57.9
• Gemini Embedding vs Nomic Embed BB 70.6 vs D 49.2
• Gemini Embedding vs NVIDIA NeMo Retriever Embedding and Reranking NIMs BB 70.6 vs C 61
• Gemini Embedding vs OpenAI embeddings BB 70.6 vs BB 73.2
• Gemini Embedding vs Voyage AI embeddings and rerankers BB 70.6 vs C 58.8
• Gemini Embedding vs ZeroEntropy zerank and zembed BB 70.6 vs F 13.7
• Jina Embeddings and Reranker vs Mistral Embed and Codestral Embed C 61 vs C 57.9
• Jina Embeddings and Reranker vs Nomic Embed C 61 vs D 49.2
• Jina Embeddings and Reranker vs NVIDIA NeMo Retriever Embedding and Reranking NIMs C 61 vs C 61
• Jina Embeddings and Reranker vs OpenAI embeddings C 61 vs BB 73.2
• Jina Embeddings and Reranker vs Voyage AI embeddings and rerankers C 61 vs C 58.8
• Jina Embeddings and Reranker vs ZeroEntropy zerank and zembed C 61 vs F 13.7
• Mistral Embed and Codestral Embed vs Nomic Embed C 57.9 vs D 49.2
• Mistral Embed and Codestral Embed vs NVIDIA NeMo Retriever Embedding and Reranking NIMs C 57.9 vs C 61
• Mistral Embed and Codestral Embed vs OpenAI embeddings C 57.9 vs BB 73.2
• Mistral Embed and Codestral Embed vs Voyage AI embeddings and rerankers C 57.9 vs C 58.8
• Mistral Embed and Codestral Embed vs ZeroEntropy zerank and zembed C 57.9 vs F 13.7
• Nomic Embed vs NVIDIA NeMo Retriever Embedding and Reranking NIMs D 49.2 vs C 61
• Nomic Embed vs OpenAI embeddings D 49.2 vs BB 73.2
• Nomic Embed vs Voyage AI embeddings and rerankers D 49.2 vs C 58.8
• Nomic Embed vs ZeroEntropy zerank and zembed D 49.2 vs F 13.7
• NVIDIA NeMo Retriever Embedding and Reranking NIMs vs OpenAI embeddings C 61 vs BB 73.2
• NVIDIA NeMo Retriever Embedding and Reranking NIMs vs Voyage AI embeddings and rerankers C 61 vs C 58.8
• NVIDIA NeMo Retriever Embedding and Reranking NIMs vs ZeroEntropy zerank and zembed C 61 vs F 13.7
• OpenAI embeddings vs Voyage AI embeddings and rerankers BB 73.2 vs C 58.8
• OpenAI embeddings vs ZeroEntropy zerank and zembed BB 73.2 vs F 13.7
• Voyage AI embeddings and rerankers vs ZeroEntropy zerank and zembed C 58.8 vs F 13.7