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Add bge-m3

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  1. README.md +56 -1
  2. embeddings/huggingface/BAAI-bge-m3-dense/1 Chronicles/001.json +3 -0
  3. embeddings/huggingface/BAAI-bge-m3-dense/1 Chronicles/002.json +3 -0
  4. embeddings/huggingface/BAAI-bge-m3-dense/1 Chronicles/003.json +3 -0
  5. embeddings/huggingface/BAAI-bge-m3-dense/1 Chronicles/004.json +3 -0
  6. embeddings/huggingface/BAAI-bge-m3-dense/1 Chronicles/005.json +3 -0
  7. embeddings/huggingface/BAAI-bge-m3-dense/1 Chronicles/006.json +3 -0
  8. embeddings/huggingface/BAAI-bge-m3-dense/1 Chronicles/007.json +3 -0
  9. embeddings/huggingface/BAAI-bge-m3-dense/1 Chronicles/008.json +3 -0
  10. embeddings/huggingface/BAAI-bge-m3-dense/1 Chronicles/009.json +3 -0
  11. embeddings/huggingface/BAAI-bge-m3-dense/1 Chronicles/010.json +3 -0
  12. embeddings/huggingface/BAAI-bge-m3-dense/1 Chronicles/011.json +3 -0
  13. embeddings/huggingface/BAAI-bge-m3-dense/1 Chronicles/012.json +3 -0
  14. embeddings/huggingface/BAAI-bge-m3-dense/1 Chronicles/013.json +3 -0
  15. embeddings/huggingface/BAAI-bge-m3-dense/1 Chronicles/014.json +3 -0
  16. embeddings/huggingface/BAAI-bge-m3-dense/1 Chronicles/015.json +3 -0
  17. embeddings/huggingface/BAAI-bge-m3-dense/1 Chronicles/016.json +3 -0
  18. embeddings/huggingface/BAAI-bge-m3-dense/1 Chronicles/017.json +3 -0
  19. embeddings/huggingface/BAAI-bge-m3-dense/1 Chronicles/018.json +3 -0
  20. embeddings/huggingface/BAAI-bge-m3-dense/1 Chronicles/019.json +3 -0
  21. embeddings/huggingface/BAAI-bge-m3-dense/1 Chronicles/020.json +3 -0
  22. embeddings/huggingface/BAAI-bge-m3-dense/1 Chronicles/021.json +3 -0
  23. embeddings/huggingface/BAAI-bge-m3-dense/1 Chronicles/022.json +3 -0
  24. embeddings/huggingface/BAAI-bge-m3-dense/1 Chronicles/023.json +3 -0
  25. embeddings/huggingface/BAAI-bge-m3-dense/1 Chronicles/024.json +3 -0
  26. embeddings/huggingface/BAAI-bge-m3-dense/1 Chronicles/025.json +3 -0
  27. embeddings/huggingface/BAAI-bge-m3-dense/1 Chronicles/026.json +3 -0
  28. embeddings/huggingface/BAAI-bge-m3-dense/1 Chronicles/027.json +3 -0
  29. embeddings/huggingface/BAAI-bge-m3-dense/1 Chronicles/028.json +3 -0
  30. embeddings/huggingface/BAAI-bge-m3-dense/1 Chronicles/029.json +3 -0
  31. embeddings/huggingface/BAAI-bge-m3-dense/1 Corinthians/001.json +3 -0
  32. embeddings/huggingface/BAAI-bge-m3-dense/1 Corinthians/002.json +3 -0
  33. embeddings/huggingface/BAAI-bge-m3-dense/1 Corinthians/003.json +3 -0
  34. embeddings/huggingface/BAAI-bge-m3-dense/1 Corinthians/004.json +3 -0
  35. embeddings/huggingface/BAAI-bge-m3-dense/1 Corinthians/005.json +3 -0
  36. embeddings/huggingface/BAAI-bge-m3-dense/1 Corinthians/006.json +3 -0
  37. embeddings/huggingface/BAAI-bge-m3-dense/1 Corinthians/007.json +3 -0
  38. embeddings/huggingface/BAAI-bge-m3-dense/1 Corinthians/008.json +3 -0
  39. embeddings/huggingface/BAAI-bge-m3-dense/1 Corinthians/009.json +3 -0
  40. embeddings/huggingface/BAAI-bge-m3-dense/1 Corinthians/010.json +3 -0
  41. embeddings/huggingface/BAAI-bge-m3-dense/1 Corinthians/011.json +3 -0
  42. embeddings/huggingface/BAAI-bge-m3-dense/1 Corinthians/012.json +3 -0
  43. embeddings/huggingface/BAAI-bge-m3-dense/1 Corinthians/013.json +3 -0
  44. embeddings/huggingface/BAAI-bge-m3-dense/1 Corinthians/014.json +3 -0
  45. embeddings/huggingface/BAAI-bge-m3-dense/1 Corinthians/015.json +3 -0
  46. embeddings/huggingface/BAAI-bge-m3-dense/1 Corinthians/016.json +3 -0
  47. embeddings/huggingface/BAAI-bge-m3-dense/1 John/001.json +3 -0
  48. embeddings/huggingface/BAAI-bge-m3-dense/1 John/002.json +3 -0
  49. embeddings/huggingface/BAAI-bge-m3-dense/1 John/003.json +3 -0
  50. embeddings/huggingface/BAAI-bge-m3-dense/1 John/004.json +3 -0
README.md CHANGED
@@ -63,6 +63,13 @@ uv run main.py embed --translation bsb --model "text-embedding-3-small" --skip-e
63
 
64
  # Customize batch size for processing
65
  uv run main.py embed --translation bsb --model "sentence-transformers/all-MiniLM-L6-v2" --batch-size 50
 
 
 
 
 
 
 
66
  ```
67
 
68
  ### Search Verses
@@ -90,6 +97,10 @@ uv run main.py batch --queries-file custom_queries.yaml --results-file results.c
90
 
91
  # Disable HNSW optimization for exact results
92
  uv run main.py batch --translation bsb --model "BAAI/bge-large-en" --no-hnsw
 
 
 
 
93
  ```
94
 
95
  ### Generate Reports
@@ -148,7 +159,7 @@ The tool supports embedding models from multiple providers:
148
  ### Open Source (HuggingFace)
149
 
150
  - **ModernBERT**: `answerdotai/ModernBERT-base`, `answerdotai/ModernBERT-large`
151
- - **BGE**: `BAAI/bge-large-en`, `BAAI/bge-base-en`, `BAAI/bge-small-en`
152
  - **Google EmbeddingGemma**: `google/embeddinggemma-300m`
153
  - **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`
154
  - **INF Retriever**: `infly/inf-retriever-v1`
@@ -201,6 +212,12 @@ For high-level information about these models, see the [MTEB Leaderboard](https:
201
  - [BAAI/bge-small-en](https://huggingface.co/BAAI/bge-small-en)
202
  - 384 dimensions
203
  - BSB: 338.351 MB
 
 
 
 
 
 
204
  - [google/embeddinggemma-300m](https://huggingface.co/google/embeddinggemma-300m)
205
  - 768 dimensions (also supports 512, 256, 128 via MRL)
206
  - BSB: 645.719 MB
@@ -677,6 +694,44 @@ For high-level information about these models, see the [MTEB Leaderboard](https:
677
 
678
  *... and 522 more queries*
679
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
680
  ### huggingface/ibm-granite-granite-embedding-107m-multilingual (BSB)
681
 
682
  **Accuracy: 61.3%** (978/1596 points across 532 queries)
 
63
 
64
  # Customize batch size for processing
65
  uv run main.py embed --translation bsb --model "sentence-transformers/all-MiniLM-L6-v2" --batch-size 50
66
+
67
+ # BGE-M3 dense mode (default - uses FlagEmbedding library
68
+ uv run main.py embed --translation bsb --model "BAAI/bge-m3"
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+ uv run main.py embed --translation bsb --model "BAAI/bge-m3:dense"
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+
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+ # BGE-M3 hybrid mode (combines dense + sparse for hybrid search)
72
+ uv run main.py embed --translation bsb --model "BAAI/bge-m3:hybrid"
73
  ```
74
 
75
  ### Search Verses
 
97
 
98
  # Disable HNSW optimization for exact results
99
  uv run main.py batch --translation bsb --model "BAAI/bge-large-en" --no-hnsw
100
+
101
+ # BGE-M3 evaluation with different modes
102
+ uv run main.py batch --translation bsb --model "BAAI/bge-m3:dense"
103
+ uv run main.py batch --translation bsb --model "BAAI/bge-m3:hybrid"
104
  ```
105
 
106
  ### Generate Reports
 
159
  ### Open Source (HuggingFace)
160
 
161
  - **ModernBERT**: `answerdotai/ModernBERT-base`, `answerdotai/ModernBERT-large`
162
+ - **BGE**: `BAAI/bge-large-en`, `BAAI/bge-base-en`, `BAAI/bge-small-en`, `BAAI/bge-m3` (use `:dense` or `:hybrid` suffix)
163
  - **Google EmbeddingGemma**: `google/embeddinggemma-300m`
164
  - **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`
165
  - **INF Retriever**: `infly/inf-retriever-v1`
 
212
  - [BAAI/bge-small-en](https://huggingface.co/BAAI/bge-small-en)
213
  - 384 dimensions
214
  - BSB: 338.351 MB
215
+ - [BAAI/bge-m3](https://huggingface.co/BAAI/bge-m3)
216
+ - 1024 dimensions (dense mode)
217
+ - Multi-functionality: supports dense retrieval and hybrid search
218
+ - Multilingual support (100+ languages)
219
+ - Max input tokens: 8,192
220
+ - No instruction needed for queries
221
  - [google/embeddinggemma-300m](https://huggingface.co/google/embeddinggemma-300m)
222
  - 768 dimensions (also supports 512, 256, 128 via MRL)
223
  - BSB: 645.719 MB
 
694
 
695
  *... and 522 more queries*
696
 
697
+ ### huggingface/BAAI-bge-m3-dense (BSB)
698
+
699
+ **Accuracy: 62.2%** (992/1596 points across 532 queries)
700
+
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+ | Query | Expected | Top Result | Score | ✓ |
702
+ |-------|----------|------------|-------|---|
703
+ | isn't there a verse about god is love? | ['1 John 4:8', '1 John 4:16'] | 1 John 4:8 | 0.6699 | ✅ |
704
+ | god is love | ['1 John 4:8', '1 John 4:16'] | 1 John 4:8 | 0.7351 | ✅ |
705
+ | verse about they meant bad but god meant good (rou... | ['Genesis 50:20'] | Proverbs 12:2 | 0.6369 | ❌ |
706
+ | they meant bad but god meant good | ['Genesis 50:20'] | Proverbs 12:2 | 0.6630 | ❌ |
707
+ | isn't there a verse about god loves the world? | ['John 3:16'] | 1 John 2:15 | 0.6499 | ❌ |
708
+ | god loves the world | ['John 3:16'] | Psalms 33:5 | 0.7644 | ❌ |
709
+ | isn't there a verse about god loved the whole worl... | ['John 3:16'] | Psalms 33:5 | 0.6185 | ❌ |
710
+ | god loved the whole world | ['John 3:16'] | Psalms 33:5 | 0.7214 | ❌ |
711
+ | isn't there a verse about in the beginning god cre... | ['Genesis 1:1'] | Genesis 1:1 | 0.6806 | ✅ |
712
+ | in the beginning god created | ['Genesis 1:1'] | Genesis 1:1 | 0.8226 | ✅ |
713
+
714
+ *... and 522 more queries*
715
+
716
+ ### huggingface/BAAI-bge-m3-hybrid (BSB)
717
+
718
+ **Accuracy: 62.2%** (992/1596 points across 532 queries)
719
+
720
+ | Query | Expected | Top Result | Score | ✓ |
721
+ |-------|----------|------------|-------|---|
722
+ | isn't there a verse about god is love? | ['1 John 4:8', '1 John 4:16'] | 1 John 4:8 | 0.6698 | ✅ |
723
+ | god is love | ['1 John 4:8', '1 John 4:16'] | 1 John 4:8 | 0.7352 | ✅ |
724
+ | verse about they meant bad but god meant good (rou... | ['Genesis 50:20'] | Proverbs 12:2 | 0.6369 | ❌ |
725
+ | they meant bad but god meant good | ['Genesis 50:20'] | Proverbs 12:2 | 0.6630 | ❌ |
726
+ | isn't there a verse about god loves the world? | ['John 3:16'] | 1 John 2:15 | 0.6499 | ❌ |
727
+ | god loves the world | ['John 3:16'] | Psalms 33:5 | 0.7644 | ❌ |
728
+ | isn't there a verse about god loved the whole worl... | ['John 3:16'] | Psalms 33:5 | 0.6185 | ❌ |
729
+ | god loved the whole world | ['John 3:16'] | Psalms 33:5 | 0.7214 | ❌ |
730
+ | isn't there a verse about in the beginning god cre... | ['Genesis 1:1'] | Genesis 1:1 | 0.6806 | ✅ |
731
+ | in the beginning god created | ['Genesis 1:1'] | Genesis 1:1 | 0.8226 | ✅ |
732
+
733
+ *... and 522 more queries*
734
+
735
  ### huggingface/ibm-granite-granite-embedding-107m-multilingual (BSB)
736
 
737
  **Accuracy: 61.3%** (978/1596 points across 532 queries)
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