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Add Qwen3 Embeddings

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  1. README.md +59 -1
  2. embeddings/huggingface/Qwen-Qwen3-Embedding-0.6B/1 Chronicles/001.json +3 -0
  3. embeddings/huggingface/Qwen-Qwen3-Embedding-0.6B/1 Chronicles/002.json +3 -0
  4. embeddings/huggingface/Qwen-Qwen3-Embedding-0.6B/1 Chronicles/003.json +3 -0
  5. embeddings/huggingface/Qwen-Qwen3-Embedding-0.6B/1 Chronicles/004.json +3 -0
  6. embeddings/huggingface/Qwen-Qwen3-Embedding-0.6B/1 Chronicles/005.json +3 -0
  7. embeddings/huggingface/Qwen-Qwen3-Embedding-0.6B/1 Chronicles/006.json +3 -0
  8. embeddings/huggingface/Qwen-Qwen3-Embedding-0.6B/1 Chronicles/007.json +3 -0
  9. embeddings/huggingface/Qwen-Qwen3-Embedding-0.6B/1 Chronicles/008.json +3 -0
  10. embeddings/huggingface/Qwen-Qwen3-Embedding-0.6B/1 Chronicles/009.json +3 -0
  11. embeddings/huggingface/Qwen-Qwen3-Embedding-0.6B/1 Chronicles/010.json +3 -0
  12. embeddings/huggingface/Qwen-Qwen3-Embedding-0.6B/1 Chronicles/011.json +3 -0
  13. embeddings/huggingface/Qwen-Qwen3-Embedding-0.6B/1 Chronicles/012.json +3 -0
  14. embeddings/huggingface/Qwen-Qwen3-Embedding-0.6B/1 Chronicles/013.json +3 -0
  15. embeddings/huggingface/Qwen-Qwen3-Embedding-0.6B/1 Chronicles/014.json +3 -0
  16. embeddings/huggingface/Qwen-Qwen3-Embedding-0.6B/1 Chronicles/015.json +3 -0
  17. embeddings/huggingface/Qwen-Qwen3-Embedding-0.6B/1 Chronicles/016.json +3 -0
  18. embeddings/huggingface/Qwen-Qwen3-Embedding-0.6B/1 Chronicles/017.json +3 -0
  19. embeddings/huggingface/Qwen-Qwen3-Embedding-0.6B/1 Chronicles/018.json +3 -0
  20. embeddings/huggingface/Qwen-Qwen3-Embedding-0.6B/1 Chronicles/019.json +3 -0
  21. embeddings/huggingface/Qwen-Qwen3-Embedding-0.6B/1 Chronicles/020.json +3 -0
  22. embeddings/huggingface/Qwen-Qwen3-Embedding-0.6B/1 Chronicles/021.json +3 -0
  23. embeddings/huggingface/Qwen-Qwen3-Embedding-0.6B/1 Chronicles/022.json +3 -0
  24. embeddings/huggingface/Qwen-Qwen3-Embedding-0.6B/1 Chronicles/023.json +3 -0
  25. embeddings/huggingface/Qwen-Qwen3-Embedding-0.6B/1 Chronicles/024.json +3 -0
  26. embeddings/huggingface/Qwen-Qwen3-Embedding-0.6B/1 Chronicles/025.json +3 -0
  27. embeddings/huggingface/Qwen-Qwen3-Embedding-0.6B/1 Chronicles/026.json +3 -0
  28. embeddings/huggingface/Qwen-Qwen3-Embedding-0.6B/1 Chronicles/027.json +3 -0
  29. embeddings/huggingface/Qwen-Qwen3-Embedding-0.6B/1 Chronicles/028.json +3 -0
  30. embeddings/huggingface/Qwen-Qwen3-Embedding-0.6B/1 Chronicles/029.json +3 -0
  31. embeddings/huggingface/Qwen-Qwen3-Embedding-0.6B/1 Corinthians/001.json +3 -0
  32. embeddings/huggingface/Qwen-Qwen3-Embedding-0.6B/1 Corinthians/002.json +3 -0
  33. embeddings/huggingface/Qwen-Qwen3-Embedding-0.6B/1 Corinthians/003.json +3 -0
  34. embeddings/huggingface/Qwen-Qwen3-Embedding-0.6B/1 Corinthians/004.json +3 -0
  35. embeddings/huggingface/Qwen-Qwen3-Embedding-0.6B/1 Corinthians/005.json +3 -0
  36. embeddings/huggingface/Qwen-Qwen3-Embedding-0.6B/1 Corinthians/006.json +3 -0
  37. embeddings/huggingface/Qwen-Qwen3-Embedding-0.6B/1 Corinthians/007.json +3 -0
  38. embeddings/huggingface/Qwen-Qwen3-Embedding-0.6B/1 Corinthians/008.json +3 -0
  39. embeddings/huggingface/Qwen-Qwen3-Embedding-0.6B/1 Corinthians/009.json +3 -0
  40. embeddings/huggingface/Qwen-Qwen3-Embedding-0.6B/1 Corinthians/010.json +3 -0
  41. embeddings/huggingface/Qwen-Qwen3-Embedding-0.6B/1 Corinthians/011.json +3 -0
  42. embeddings/huggingface/Qwen-Qwen3-Embedding-0.6B/1 Corinthians/012.json +3 -0
  43. embeddings/huggingface/Qwen-Qwen3-Embedding-0.6B/1 Corinthians/013.json +3 -0
  44. embeddings/huggingface/Qwen-Qwen3-Embedding-0.6B/1 Corinthians/014.json +3 -0
  45. embeddings/huggingface/Qwen-Qwen3-Embedding-0.6B/1 Corinthians/015.json +3 -0
  46. embeddings/huggingface/Qwen-Qwen3-Embedding-0.6B/1 Corinthians/016.json +3 -0
  47. embeddings/huggingface/Qwen-Qwen3-Embedding-0.6B/1 John/001.json +3 -0
  48. embeddings/huggingface/Qwen-Qwen3-Embedding-0.6B/1 John/002.json +3 -0
  49. embeddings/huggingface/Qwen-Qwen3-Embedding-0.6B/1 John/003.json +3 -0
  50. embeddings/huggingface/Qwen-Qwen3-Embedding-0.6B/1 John/004.json +3 -0
README.md CHANGED
@@ -155,13 +155,14 @@ The tool supports embedding models from multiple providers:
155
  - **Jina**: `jinaai/jina-embeddings-v3`
156
  - **Nomic**: `nomic-ai/nomic-embed-text-v1.5`
157
  - **NVIDIA**: `nvidia/NV-Embed-V2`
 
158
  - **Sentence Transformers**: `sentence-transformers/all-MiniLM-L6-v2`
159
  - **Salesforce**: `Salesforce/SFR-Embedding-Mistral`
160
  - **GTE**: `thenlper/gte-large`, `thenlper/gte-base`, `thenlper/gte-small`
161
 
162
  ## Features
163
 
164
- - **Multiple Providers**: Support for OpenAI, Google Gemini, Voyage AI, and 15+ HuggingFace models
165
  - **Batch Processing**: Efficient batch embedding generation with configurable batch sizes
166
  - **FAISS Integration**: Fast approximate nearest neighbor search using HNSW indexing
167
  - **Evaluation Framework**: Comprehensive batch query evaluation with accuracy scoring
@@ -397,6 +398,25 @@ For high-level information about these models, see the [MTEB Leaderboard](https:
397
 
398
  *... and 522 more queries*
399
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
400
  ### huggingface/nomic-ai-nomic-embed-text-v1.5 (BSB)
401
 
402
  **Accuracy: 66.3%** (1058/1596 points across 532 queries)
@@ -606,6 +626,25 @@ For high-level information about these models, see the [MTEB Leaderboard](https:
606
 
607
  *... and 522 more queries*
608
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
609
  ### huggingface/BAAI-bge-base-en (BSB)
610
 
611
  **Accuracy: 53.9%** (861/1596 points across 532 queries)
@@ -625,6 +664,25 @@ For high-level information about these models, see the [MTEB Leaderboard](https:
625
 
626
  *... and 522 more queries*
627
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
628
  ### huggingface/google-embeddinggemma-300m (BSB)
629
 
630
  **Accuracy: 44.4%** (708/1596 points across 532 queries)
 
155
  - **Jina**: `jinaai/jina-embeddings-v3`
156
  - **Nomic**: `nomic-ai/nomic-embed-text-v1.5`
157
  - **NVIDIA**: `nvidia/NV-Embed-V2`
158
+ - **Qwen**: `Qwen/Qwen3-Embedding-0.6B`, `Qwen/Qwen3-Embedding-4B`, `Qwen/Qwen3-Embedding-8B`
159
  - **Sentence Transformers**: `sentence-transformers/all-MiniLM-L6-v2`
160
  - **Salesforce**: `Salesforce/SFR-Embedding-Mistral`
161
  - **GTE**: `thenlper/gte-large`, `thenlper/gte-base`, `thenlper/gte-small`
162
 
163
  ## Features
164
 
165
+ - **Multiple Providers**: Support for OpenAI, Google Gemini, Voyage AI, and 18+ HuggingFace models
166
  - **Batch Processing**: Efficient batch embedding generation with configurable batch sizes
167
  - **FAISS Integration**: Fast approximate nearest neighbor search using HNSW indexing
168
  - **Evaluation Framework**: Comprehensive batch query evaluation with accuracy scoring
 
398
 
399
  *... and 522 more queries*
400
 
401
+ ### huggingface/Qwen-Qwen3-Embedding-8B (BSB)
402
+
403
+ **Accuracy: 67.5%** (1077/1596 points across 532 queries)
404
+
405
+ | Query | Expected | Top Result | Score | ✓ |
406
+ |-------|----------|------------|-------|---|
407
+ | isn't there a verse about god is love? | ['1 John 4:8', '1 John 4:16'] | 1 John 4:8 | 0.7362 | ✅ |
408
+ | god is love | ['1 John 4:8', '1 John 4:16'] | 1 John 4:8 | 0.7374 | ✅ |
409
+ | verse about they meant bad but god meant good (rou... | ['Genesis 50:20'] | Romans 12:21 | 0.6828 | ⚠️ |
410
+ | they meant bad but god meant good | ['Genesis 50:20'] | Romans 12:21 | 0.7262 | ❌ |
411
+ | isn't there a verse about god loves the world? | ['John 3:16'] | 1 John 4:8 | 0.7306 | ❌ |
412
+ | god loves the world | ['John 3:16'] | Psalms 67:7 | 0.7223 | ❌ |
413
+ | isn't there a verse about god loved the whole worl... | ['John 3:16'] | Psalms 67:7 | 0.7155 | ⚠️ |
414
+ | god loved the whole world | ['John 3:16'] | Psalms 145:9 | 0.7543 | ❌ |
415
+ | isn't there a verse about in the beginning god cre... | ['Genesis 1:1'] | Genesis 1:1 | 0.8065 | ✅ |
416
+ | in the beginning god created | ['Genesis 1:1'] | Genesis 1:1 | 0.8381 | ✅ |
417
+
418
+ *... and 522 more queries*
419
+
420
  ### huggingface/nomic-ai-nomic-embed-text-v1.5 (BSB)
421
 
422
  **Accuracy: 66.3%** (1058/1596 points across 532 queries)
 
626
 
627
  *... and 522 more queries*
628
 
629
+ ### huggingface/Qwen-Qwen3-Embedding-4B (BSB)
630
+
631
+ **Accuracy: 55.5%** (885/1596 points across 532 queries)
632
+
633
+ | Query | Expected | Top Result | Score | ✓ |
634
+ |-------|----------|------------|-------|---|
635
+ | isn't there a verse about god is love? | ['1 John 4:8', '1 John 4:16'] | 1 John 4:8 | 0.7756 | ✅ |
636
+ | god is love | ['1 John 4:8', '1 John 4:16'] | 1 John 4:8 | 0.7562 | ✅ |
637
+ | verse about they meant bad but god meant good (rou... | ['Genesis 50:20'] | Genesis 50:20 | 0.7200 | ✅ |
638
+ | they meant bad but god meant good | ['Genesis 50:20'] | Genesis 50:20 | 0.7370 | ✅ |
639
+ | isn't there a verse about god loves the world? | ['John 3:16'] | 1 John 4:8 | 0.7019 | ❌ |
640
+ | god loves the world | ['John 3:16'] | Job 20:5 | 0.7062 | ❌ |
641
+ | isn't there a verse about god loved the whole worl... | ['John 3:16'] | 1 John 4:11 | 0.7045 | ❌ |
642
+ | god loved the whole world | ['John 3:16'] | 1 Corinthians 16:14 | 0.7100 | ❌ |
643
+ | isn't there a verse about in the beginning god cre... | ['Genesis 1:1'] | Genesis 1:1 | 0.7725 | ✅ |
644
+ | in the beginning god created | ['Genesis 1:1'] | Genesis 1:1 | 0.8114 | ✅ |
645
+
646
+ *... and 522 more queries*
647
+
648
  ### huggingface/BAAI-bge-base-en (BSB)
649
 
650
  **Accuracy: 53.9%** (861/1596 points across 532 queries)
 
664
 
665
  *... and 522 more queries*
666
 
667
+ ### huggingface/Qwen-Qwen3-Embedding-0.6B (BSB)
668
+
669
+ **Accuracy: 53.6%** (855/1596 points across 532 queries)
670
+
671
+ | Query | Expected | Top Result | Score | ✓ |
672
+ |-------|----------|------------|-------|---|
673
+ | isn't there a verse about god is love? | ['1 John 4:8', '1 John 4:16'] | 1 John 4:8 | 0.6569 | ✅ |
674
+ | god is love | ['1 John 4:8', '1 John 4:16'] | Psalms 59:10 | 0.7234 | ❌ |
675
+ | verse about they meant bad but god meant good (rou... | ['Genesis 50:20'] | Proverbs 16:4 | 0.6752 | ⚠️ |
676
+ | they meant bad but god meant good | ['Genesis 50:20'] | Proverbs 16:4 | 0.6880 | ❌ |
677
+ | isn't there a verse about god loves the world? | ['John 3:16'] | 1 John 2:15 | 0.6984 | ❌ |
678
+ | god loves the world | ['John 3:16'] | Psalms 47:7 | 0.6723 | ❌ |
679
+ | isn't there a verse about god loved the whole worl... | ['John 3:16'] | 1 John 2:15 | 0.6837 | ⚠️ |
680
+ | god loved the whole world | ['John 3:16'] | Psalms 67:7 | 0.6642 | ❌ |
681
+ | isn't there a verse about in the beginning god cre... | ['Genesis 1:1'] | Genesis 1:1 | 0.6984 | ✅ |
682
+ | in the beginning god created | ['Genesis 1:1'] | John 1:2 | 0.7343 | ⚠️ |
683
+
684
+ *... and 522 more queries*
685
+
686
  ### huggingface/google-embeddinggemma-300m (BSB)
687
 
688
  **Accuracy: 44.4%** (708/1596 points across 532 queries)
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