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Add nomic-ai/nomic-embed-text-v1.5

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  1. README.md +20 -0
  2. embeddings/huggingface/nomic-ai-nomic-embed-text-v1.5/1 Chronicles/001.json +3 -0
  3. embeddings/huggingface/nomic-ai-nomic-embed-text-v1.5/1 Chronicles/002.json +3 -0
  4. embeddings/huggingface/nomic-ai-nomic-embed-text-v1.5/1 Chronicles/003.json +3 -0
  5. embeddings/huggingface/nomic-ai-nomic-embed-text-v1.5/1 Chronicles/004.json +3 -0
  6. embeddings/huggingface/nomic-ai-nomic-embed-text-v1.5/1 Chronicles/005.json +3 -0
  7. embeddings/huggingface/nomic-ai-nomic-embed-text-v1.5/1 Chronicles/006.json +3 -0
  8. embeddings/huggingface/nomic-ai-nomic-embed-text-v1.5/1 Chronicles/007.json +3 -0
  9. embeddings/huggingface/nomic-ai-nomic-embed-text-v1.5/1 Chronicles/008.json +3 -0
  10. embeddings/huggingface/nomic-ai-nomic-embed-text-v1.5/1 Chronicles/009.json +3 -0
  11. embeddings/huggingface/nomic-ai-nomic-embed-text-v1.5/1 Chronicles/010.json +3 -0
  12. embeddings/huggingface/nomic-ai-nomic-embed-text-v1.5/1 Chronicles/011.json +3 -0
  13. embeddings/huggingface/nomic-ai-nomic-embed-text-v1.5/1 Chronicles/012.json +3 -0
  14. embeddings/huggingface/nomic-ai-nomic-embed-text-v1.5/1 Chronicles/013.json +3 -0
  15. embeddings/huggingface/nomic-ai-nomic-embed-text-v1.5/1 Chronicles/014.json +3 -0
  16. embeddings/huggingface/nomic-ai-nomic-embed-text-v1.5/1 Chronicles/015.json +3 -0
  17. embeddings/huggingface/nomic-ai-nomic-embed-text-v1.5/1 Chronicles/016.json +3 -0
  18. embeddings/huggingface/nomic-ai-nomic-embed-text-v1.5/1 Chronicles/017.json +3 -0
  19. embeddings/huggingface/nomic-ai-nomic-embed-text-v1.5/1 Chronicles/018.json +3 -0
  20. embeddings/huggingface/nomic-ai-nomic-embed-text-v1.5/1 Chronicles/019.json +3 -0
  21. embeddings/huggingface/nomic-ai-nomic-embed-text-v1.5/1 Chronicles/020.json +3 -0
  22. embeddings/huggingface/nomic-ai-nomic-embed-text-v1.5/1 Chronicles/021.json +3 -0
  23. embeddings/huggingface/nomic-ai-nomic-embed-text-v1.5/1 Chronicles/022.json +3 -0
  24. embeddings/huggingface/nomic-ai-nomic-embed-text-v1.5/1 Chronicles/023.json +3 -0
  25. embeddings/huggingface/nomic-ai-nomic-embed-text-v1.5/1 Chronicles/024.json +3 -0
  26. embeddings/huggingface/nomic-ai-nomic-embed-text-v1.5/1 Chronicles/025.json +3 -0
  27. embeddings/huggingface/nomic-ai-nomic-embed-text-v1.5/1 Chronicles/026.json +3 -0
  28. embeddings/huggingface/nomic-ai-nomic-embed-text-v1.5/1 Chronicles/027.json +3 -0
  29. embeddings/huggingface/nomic-ai-nomic-embed-text-v1.5/1 Chronicles/028.json +3 -0
  30. embeddings/huggingface/nomic-ai-nomic-embed-text-v1.5/1 Chronicles/029.json +3 -0
  31. embeddings/huggingface/nomic-ai-nomic-embed-text-v1.5/1 Corinthians/001.json +3 -0
  32. embeddings/huggingface/nomic-ai-nomic-embed-text-v1.5/1 Corinthians/002.json +3 -0
  33. embeddings/huggingface/nomic-ai-nomic-embed-text-v1.5/1 Corinthians/003.json +3 -0
  34. embeddings/huggingface/nomic-ai-nomic-embed-text-v1.5/1 Corinthians/004.json +3 -0
  35. embeddings/huggingface/nomic-ai-nomic-embed-text-v1.5/1 Corinthians/005.json +3 -0
  36. embeddings/huggingface/nomic-ai-nomic-embed-text-v1.5/1 Corinthians/006.json +3 -0
  37. embeddings/huggingface/nomic-ai-nomic-embed-text-v1.5/1 Corinthians/007.json +3 -0
  38. embeddings/huggingface/nomic-ai-nomic-embed-text-v1.5/1 Corinthians/008.json +3 -0
  39. embeddings/huggingface/nomic-ai-nomic-embed-text-v1.5/1 Corinthians/009.json +3 -0
  40. embeddings/huggingface/nomic-ai-nomic-embed-text-v1.5/1 Corinthians/010.json +3 -0
  41. embeddings/huggingface/nomic-ai-nomic-embed-text-v1.5/1 Corinthians/011.json +3 -0
  42. embeddings/huggingface/nomic-ai-nomic-embed-text-v1.5/1 Corinthians/012.json +3 -0
  43. embeddings/huggingface/nomic-ai-nomic-embed-text-v1.5/1 Corinthians/013.json +3 -0
  44. embeddings/huggingface/nomic-ai-nomic-embed-text-v1.5/1 Corinthians/014.json +3 -0
  45. embeddings/huggingface/nomic-ai-nomic-embed-text-v1.5/1 Corinthians/015.json +3 -0
  46. embeddings/huggingface/nomic-ai-nomic-embed-text-v1.5/1 Corinthians/016.json +3 -0
  47. embeddings/huggingface/nomic-ai-nomic-embed-text-v1.5/1 John/001.json +3 -0
  48. embeddings/huggingface/nomic-ai-nomic-embed-text-v1.5/1 John/002.json +3 -0
  49. embeddings/huggingface/nomic-ai-nomic-embed-text-v1.5/1 John/003.json +3 -0
  50. embeddings/huggingface/nomic-ai-nomic-embed-text-v1.5/1 John/004.json +3 -0
README.md CHANGED
@@ -145,6 +145,7 @@ The tool supports embedding models from multiple providers:
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  - **IBM Granite**: `ibm-granite/granite-embedding-30m-english`, `ibm-granite/granite-embedding-125m-english`, `ibm-granite/granite-embedding-107m-multilingual`, `ibm-granite/granite-embedding-278m-multilingual`
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  - **E5**: `intfloat/e5-large-v2`, `intfloat/e5-base-v2`, `intfloat/e5-small-v2`
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  - **Jina**: `jinaai/jina-embeddings-v3`
 
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  - **NVIDIA**: `nvidia/NV-Embed-V2`
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  - **Sentence Transformers**: `sentence-transformers/all-MiniLM-L6-v2`
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  - **Salesforce**: `Salesforce/SFR-Embedding-Mistral`
@@ -384,6 +385,25 @@ For high-level information about these models, see the [MTEB Leaderboard](https:
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  *... and 522 more queries*
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  ### huggingface/intfloat-e5-base-v2 (BSB)
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  **Accuracy: 65.7%** (1049/1596 points across 532 queries)
 
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  - **IBM Granite**: `ibm-granite/granite-embedding-30m-english`, `ibm-granite/granite-embedding-125m-english`, `ibm-granite/granite-embedding-107m-multilingual`, `ibm-granite/granite-embedding-278m-multilingual`
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  - **E5**: `intfloat/e5-large-v2`, `intfloat/e5-base-v2`, `intfloat/e5-small-v2`
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  - **Jina**: `jinaai/jina-embeddings-v3`
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+ - **Nomic**: `nomic-ai/nomic-embed-text-v1.5`
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  - **NVIDIA**: `nvidia/NV-Embed-V2`
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  - **Sentence Transformers**: `sentence-transformers/all-MiniLM-L6-v2`
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  - **Salesforce**: `Salesforce/SFR-Embedding-Mistral`
 
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  *... and 522 more queries*
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+ ### huggingface/nomic-ai-nomic-embed-text-v1.5 (BSB)
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+
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+ **Accuracy: 66.3%** (1058/1596 points across 532 queries)
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+
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+ | Query | Expected | Top Result | Score | ✓ |
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+ |-------|----------|------------|-------|---|
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+ | isn't there a verse about god is love? | ['1 John 4:8', '1 John 4:16'] | 1 John 4:16 | 0.7783 | ✅ |
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+ | god is love | ['1 John 4:8', '1 John 4:16'] | 1 John 4:16 | 0.8608 | ✅ |
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+ | verse about they meant bad but god meant good (rou... | ['Genesis 50:20'] | 3 John 1:11 | 0.7218 | ❌ |
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+ | they meant bad but god meant good | ['Genesis 50:20'] | 3 John 1:11 | 0.7603 | ❌ |
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+ | isn't there a verse about god loves the world? | ['John 3:16'] | 1 John 4:10 | 0.7358 | ❌ |
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+ | god loves the world | ['John 3:16'] | Psalms 33:5 | 0.7586 | ❌ |
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+ | isn't there a verse about god loved the whole worl... | ['John 3:16'] | Psalms 47:7 | 0.7419 | ⚠️ |
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+ | god loved the whole world | ['John 3:16'] | John 3:16 | 0.7542 | ✅ |
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+ | isn't there a verse about in the beginning god cre... | ['Genesis 1:1'] | Genesis 1:1 | 0.7893 | ✅ |
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+ | in the beginning god created | ['Genesis 1:1'] | Genesis 1:1 | 0.8856 | ✅ |
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+
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+ *... and 522 more queries*
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+
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  ### huggingface/intfloat-e5-base-v2 (BSB)
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  **Accuracy: 65.7%** (1049/1596 points across 532 queries)
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