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README.md

@@ -308,6 +308,139 @@ For high-level information about these models, see the [MTEB Leaderboard](https:
 
 *... and 522 more queries*
 
+### huggingface/thenlper-gte-large (BSB)
+
+**Accuracy: 69.2%** (1105/1596 points across 532 queries)
+
+| Query | Expected | Top Result | Score | ✓ |
+|-------|----------|------------|-------|---|
+| isn't there a verse about god is love? | ['1 John 4:8', '1 John 4:16'] | 1 John 4:8 | 0.9098 | ✅ |
+| god is love | ['1 John 4:8', '1 John 4:16'] | 1 John 4:8 | 0.9222 | ✅ |
+| verse about they meant bad but god meant good (rou... | ['Genesis 50:20'] | 3 John 1:11 | 0.8815 | ❌ |
+| they meant bad but god meant good | ['Genesis 50:20'] | Jonah 3:10 | 0.8847 | ❌ |
+| isn't there a verse about god loves the world? | ['John 3:16'] | 1 John 2:15 | 0.8870 | ❌ |
+| god loves the world | ['John 3:16'] | John 3:16 | 0.8905 | ✅ |
+| isn't there a verse about god loved the whole worl... | ['John 3:16'] | John 3:16 | 0.8947 | ✅ |
+| god loved the whole world | ['John 3:16'] | John 3:16 | 0.9046 | ✅ |
+| isn't there a verse about in the beginning god cre... | ['Genesis 1:1'] | Genesis 1:1 | 0.8984 | ✅ |
+| in the beginning god created | ['Genesis 1:1'] | Genesis 1:1 | 0.9218 | ✅ |
+
+*... and 522 more queries*
+
+### huggingface/thenlper-gte-base (BSB)
+
+**Accuracy: 68.7%** (1096/1596 points across 532 queries)
+
+| Query | Expected | Top Result | Score | ✓ |
+|-------|----------|------------|-------|---|
+| isn't there a verse about god is love? | ['1 John 4:8', '1 John 4:16'] | 1 John 4:8 | 0.9002 | ✅ |
+| god is love | ['1 John 4:8', '1 John 4:16'] | 1 John 4:8 | 0.9417 | ✅ |
+| verse about they meant bad but god meant good (rou... | ['Genesis 50:20'] | 3 John 1:11 | 0.8719 | ❌ |
+| they meant bad but god meant good | ['Genesis 50:20'] | Jonah 3:10 | 0.8689 | ❌ |
+| isn't there a verse about god loves the world? | ['John 3:16'] | 1 John 2:15 | 0.8811 | ❌ |
+| god loves the world | ['John 3:16'] | Psalms 33:5 | 0.9002 | ❌ |
+| isn't there a verse about god loved the whole worl... | ['John 3:16'] | John 3:16 | 0.8809 | ✅ |
+| god loved the whole world | ['John 3:16'] | John 3:16 | 0.8958 | ✅ |
+| isn't there a verse about in the beginning god cre... | ['Genesis 1:1'] | Genesis 1:1 | 0.8916 | ✅ |
+| in the beginning god created | ['Genesis 1:1'] | Genesis 1:1 | 0.9297 | ✅ |
+
+*... and 522 more queries*
+
+### huggingface/intfloat-e5-large-v2 (BSB)
+
+**Accuracy: 68.0%** (1085/1596 points across 532 queries)
+
+| Query | Expected | Top Result | Score | ✓ |
+|-------|----------|------------|-------|---|
+| isn't there a verse about god is love? | ['1 John 4:8', '1 John 4:16'] | 1 John 4:8 | 0.8351 | ✅ |
+| god is love | ['1 John 4:8', '1 John 4:16'] | 1 John 4:8 | 0.8575 | ✅ |
+| verse about they meant bad but god meant good (rou... | ['Genesis 50:20'] | Nehemiah 9:18 | 0.8333 | ❌ |
+| they meant bad but god meant good | ['Genesis 50:20'] | Psalms 106:21 | 0.8294 | ❌ |
+| isn't there a verse about god loves the world? | ['John 3:16'] | 1 John 2:15 | 0.8405 | ⚠️ |
+| god loves the world | ['John 3:16'] | Psalms 33:5 | 0.8530 | ⚠️ |
+| isn't there a verse about god loved the whole worl... | ['John 3:16'] | John 3:16 | 0.8522 | ✅ |
+| god loved the whole world | ['John 3:16'] | John 3:16 | 0.8700 | ✅ |
+| isn't there a verse about in the beginning god cre... | ['Genesis 1:1'] | Genesis 1:1 | 0.8597 | ✅ |
+| in the beginning god created | ['Genesis 1:1'] | Genesis 1:1 | 0.9041 | ✅ |
+
+*... and 522 more queries*
+
+### huggingface/intfloat-e5-base-v2 (BSB)
+
+**Accuracy: 65.7%** (1049/1596 points across 532 queries)
+
+| Query | Expected | Top Result | Score | ✓ |
+|-------|----------|------------|-------|---|
+| isn't there a verse about god is love? | ['1 John 4:8', '1 John 4:16'] | 1 John 4:8 | 0.8580 | ✅ |
+| god is love | ['1 John 4:8', '1 John 4:16'] | 1 John 4:8 | 0.8625 | ✅ |
+| verse about they meant bad but god meant good (rou... | ['Genesis 50:20'] | Psalms 73:1 | 0.8428 | ⚠️ |
+| they meant bad but god meant good | ['Genesis 50:20'] | Genesis 50:20 | 0.8596 | ✅ |
+| isn't there a verse about god loves the world? | ['John 3:16'] | Psalms 33:5 | 0.8482 | ❌ |
+| god loves the world | ['John 3:16'] | Psalms 33:5 | 0.8802 | ⚠️ |
+| isn't there a verse about god loved the whole worl... | ['John 3:16'] | John 3:16 | 0.8514 | ✅ |
+| god loved the whole world | ['John 3:16'] | John 3:16 | 0.8836 | ✅ |
+| isn't there a verse about in the beginning god cre... | ['Genesis 1:1'] | Genesis 1:1 | 0.8900 | ✅ |
+| in the beginning god created | ['Genesis 1:1'] | Genesis 1:1 | 0.9330 | ✅ |
+
+*... and 522 more queries*
+
+### huggingface/thenlper-gte-small (BSB)
+
+**Accuracy: 65.6%** (1047/1596 points across 532 queries)
+
+| Query | Expected | Top Result | Score | ✓ |
+|-------|----------|------------|-------|---|
+| isn't there a verse about god is love? | ['1 John 4:8', '1 John 4:16'] | 1 John 4:8 | 0.8877 | ✅ |
+| god is love | ['1 John 4:8', '1 John 4:16'] | 1 John 4:8 | 0.9231 | ✅ |
+| verse about they meant bad but god meant good (rou... | ['Genesis 50:20'] | Psalms 16:2 | 0.8769 | ❌ |
+| they meant bad but god meant good | ['Genesis 50:20'] | Psalms 99:8 | 0.8747 | ❌ |
+| isn't there a verse about god loves the world? | ['John 3:16'] | Psalms 33:5 | 0.8803 | ❌ |
+| god loves the world | ['John 3:16'] | John 3:16 | 0.8953 | ✅ |
+| isn't there a verse about god loved the whole worl... | ['John 3:16'] | John 3:16 | 0.8759 | ✅ |
+| god loved the whole world | ['John 3:16'] | John 3:16 | 0.9033 | ✅ |
+| isn't there a verse about in the beginning god cre... | ['Genesis 1:1'] | Genesis 1:1 | 0.8878 | ✅ |
+| in the beginning god created | ['Genesis 1:1'] | Genesis 1:1 | 0.9345 | ✅ |
+
+*... and 522 more queries*
+
+### huggingface/Salesforce-SFR-Embedding-Mistral (BSB)
+
+**Accuracy: 65.1%** (1039/1596 points across 532 queries)
+
+| Query | Expected | Top Result | Score | ✓ |
+|-------|----------|------------|-------|---|
+| isn't there a verse about god is love? | ['1 John 4:8', '1 John 4:16'] | 1 John 4:8 | 0.7445 | ✅ |
+| god is love | ['1 John 4:8', '1 John 4:16'] | 1 Corinthians 16:14 | 0.7566 | ⚠️ |
+| verse about they meant bad but god meant good (rou... | ['Genesis 50:20'] | 2 Corinthians 4:9 | 0.7691 | ❌ |
+| they meant bad but god meant good | ['Genesis 50:20'] | 2 Corinthians 4:9 | 0.7431 | ❌ |
+| isn't there a verse about god loves the world? | ['John 3:16'] | 1 Corinthians 10:26 | 0.7314 | ❌ |
+| god loves the world | ['John 3:16'] | 1 Timothy 2:4 | 0.7534 | ❌ |
+| isn't there a verse about god loved the whole worl... | ['John 3:16'] | Luke 6:32 | 0.7255 | ❌ |
+| god loved the whole world | ['John 3:16'] | 1 Timothy 2:4 | 0.7873 | ❌ |
+| isn't there a verse about in the beginning god cre... | ['Genesis 1:1'] | Genesis 2:4 | 0.7391 | ⚠️ |
+| in the beginning god created | ['Genesis 1:1'] | Genesis 1:1 | 0.8207 | ✅ |
+
+*... and 522 more queries*
+
+### huggingface/ibm-granite-granite-embedding-125m-english (BSB)
+
+**Accuracy: 65.1%** (1039/1596 points across 532 queries)
+
+| Query | Expected | Top Result | Score | ✓ |
+|-------|----------|------------|-------|---|
+| isn't there a verse about god is love? | ['1 John 4:8', '1 John 4:16'] | 1 John 4:8 | 0.9067 | ✅ |
+| god is love | ['1 John 4:8', '1 John 4:16'] | 1 Corinthians 8:3 | 0.8899 | ⚠️ |
+| verse about they meant bad but god meant good (rou... | ['Genesis 50:20'] | 1 Samuel 20:7 | 0.8453 | ❌ |
+| they meant bad but god meant good | ['Genesis 50:20'] | Genesis 50:20 | 0.8547 | ✅ |
+| isn't there a verse about god loves the world? | ['John 3:16'] | John 3:16 | 0.8874 | ✅ |
+| god loves the world | ['John 3:16'] | 1 Corinthians 8:3 | 0.8800 | ❌ |
+| isn't there a verse about god loved the whole worl... | ['John 3:16'] | John 3:16 | 0.8965 | ✅ |
+| god loved the whole world | ['John 3:16'] | John 3:16 | 0.8781 | ✅ |
+| isn't there a verse about in the beginning god cre... | ['Genesis 1:1'] | Genesis 1:1 | 0.9000 | ✅ |
+| in the beginning god created | ['Genesis 1:1'] | Genesis 1:1 | 0.9231 | ✅ |
+
+*... and 522 more queries*
+
 ### voyage/voyage-3 (BSB)
 
 **Accuracy: 63.6%** (1015/1596 points across 532 queries)
@@ -327,6 +460,101 @@ For high-level information about these models, see the [MTEB Leaderboard](https:
 
 *... and 522 more queries*
 
+### huggingface/ibm-granite-granite-embedding-30m-english (BSB)
+
+**Accuracy: 62.4%** (996/1596 points across 532 queries)
+
+| Query | Expected | Top Result | Score | ✓ |
+|-------|----------|------------|-------|---|
+| isn't there a verse about god is love? | ['1 John 4:8', '1 John 4:16'] | 1 John 4:8 | 0.8550 | ✅ |
+| god is love | ['1 John 4:8', '1 John 4:16'] | 1 John 4:8 | 0.8605 | ✅ |
+| verse about they meant bad but god meant good (rou... | ['Genesis 50:20'] | 3 John 1:11 | 0.7846 | ❌ |
+| they meant bad but god meant good | ['Genesis 50:20'] | 3 John 1:11 | 0.8021 | ❌ |
+| isn't there a verse about god loves the world? | ['John 3:16'] | 1 John 2:15 | 0.8359 | ❌ |
+| god loves the world | ['John 3:16'] | 1 Corinthians 8:3 | 0.8507 | ❌ |
+| isn't there a verse about god loved the whole worl... | ['John 3:16'] | John 3:16 | 0.8176 | ✅ |
+| god loved the whole world | ['John 3:16'] | John 3:16 | 0.8326 | ✅ |
+| isn't there a verse about in the beginning god cre... | ['Genesis 1:1'] | Genesis 1:1 | 0.8433 | ✅ |
+| in the beginning god created | ['Genesis 1:1'] | Genesis 1:1 | 0.8949 | ✅ |
+
+*... and 522 more queries*
+
+### huggingface/ibm-granite-granite-embedding-278m-multilingual (BSB)
+
+**Accuracy: 61.3%** (979/1596 points across 532 queries)
+
+| Query | Expected | Top Result | Score | ✓ |
+|-------|----------|------------|-------|---|
+| isn't there a verse about god is love? | ['1 John 4:8', '1 John 4:16'] | 1 John 4:8 | 0.8351 | ✅ |
+| god is love | ['1 John 4:8', '1 John 4:16'] | Deuteronomy 2:17 | 0.7579 | ⚠️ |
+| verse about they meant bad but god meant good (rou... | ['Genesis 50:20'] | 3 John 1:11 | 0.7421 | ❌ |
+| they meant bad but god meant good | ['Genesis 50:20'] | 3 John 1:11 | 0.7788 | ❌ |
+| isn't there a verse about god loves the world? | ['John 3:16'] | 1 John 2:15 | 0.8356 | ⚠️ |
+| god loves the world | ['John 3:16'] | 1 John 2:15 | 0.8032 | ❌ |
+| isn't there a verse about god loved the whole worl... | ['John 3:16'] | 1 John 2:15 | 0.8294 | ⚠️ |
+| god loved the whole world | ['John 3:16'] | John 3:16 | 0.8055 | ✅ |
+| isn't there a verse about in the beginning god cre... | ['Genesis 1:1'] | Genesis 1:1 | 0.8190 | ✅ |
+| in the beginning god created | ['Genesis 1:1'] | Genesis 1:1 | 0.8354 | ✅ |
+
+*... and 522 more queries*
+
+### huggingface/intfloat-e5-small-v2 (BSB)
+
+**Accuracy: 60.5%** (966/1596 points across 532 queries)
+
+| Query | Expected | Top Result | Score | ✓ |
+|-------|----------|------------|-------|---|
+| isn't there a verse about god is love? | ['1 John 4:8', '1 John 4:16'] | 1 John 4:8 | 0.8610 | ✅ |
+| god is love | ['1 John 4:8', '1 John 4:16'] | 1 John 4:16 | 0.8750 | ✅ |
+| verse about they meant bad but god meant good (rou... | ['Genesis 50:20'] | 1 Peter 3:17 | 0.8781 | ❌ |
+| they meant bad but god meant good | ['Genesis 50:20'] | 1 Peter 3:17 | 0.8570 | ❌ |
+| isn't there a verse about god loves the world? | ['John 3:16'] | Romans 3:6 | 0.8696 | ❌ |
+| god loves the world | ['John 3:16'] | Psalms 33:5 | 0.8835 | ❌ |
+| isn't there a verse about god loved the whole worl... | ['John 3:16'] | Romans 3:6 | 0.8743 | ❌ |
+| god loved the whole world | ['John 3:16'] | John 3:16 | 0.8768 | ✅ |
+| isn't there a verse about in the beginning god cre... | ['Genesis 1:1'] | 1 Corinthians 14:36 | 0.8613 | ❌ |
+| in the beginning god created | ['Genesis 1:1'] | Genesis 1:1 | 0.8985 | ✅ |
+
+*... and 522 more queries*
+
+### huggingface/ibm-granite-granite-embedding-107m-multilingual (BSB)
+
+**Accuracy: 58.2%** (929/1596 points across 532 queries)
+
+| Query | Expected | Top Result | Score | ✓ |
+|-------|----------|------------|-------|---|
+| isn't there a verse about god is love? | ['1 John 4:8', '1 John 4:16'] | 1 John 4:8 | 0.8308 | ✅ |
+| god is love | ['1 John 4:8', '1 John 4:16'] | 1 John 4:7 | 0.7601 | ⚠️ |
+| verse about they meant bad but god meant good (rou... | ['Genesis 50:20'] | 3 John 1:11 | 0.7560 | ❌ |
+| they meant bad but god meant good | ['Genesis 50:20'] | 3 John 1:11 | 0.7977 | ❌ |
+| isn't there a verse about god loves the world? | ['John 3:16'] | 1 John 2:15 | 0.8450 | ❌ |
+| god loves the world | ['John 3:16'] | 1 John 2:15 | 0.8174 | ⚠️ |
+| isn't there a verse about god loved the whole worl... | ['John 3:16'] | 1 John 2:15 | 0.8514 | ❌ |
+| god loved the whole world | ['John 3:16'] | 1 John 2:15 | 0.8083 | ⚠️ |
+| isn't there a verse about in the beginning god cre... | ['Genesis 1:1'] | Genesis 1:1 | 0.8195 | ✅ |
+| in the beginning god created | ['Genesis 1:1'] | Genesis 1:1 | 0.8433 | ✅ |
+
+*... and 522 more queries*
+
+### huggingface/sentence-transformers-all-MiniLM-L6-v2 (BSB)
+
+**Accuracy: 57.0%** (910/1596 points across 532 queries)
+
+| Query | Expected | Top Result | Score | ✓ |
+|-------|----------|------------|-------|---|
+| isn't there a verse about god is love? | ['1 John 4:8', '1 John 4:16'] | 1 John 4:16 | 0.6131 | ✅ |
+| god is love | ['1 John 4:8', '1 John 4:16'] | 1 John 4:16 | 0.6814 | ✅ |
+| verse about they meant bad but god meant good (rou... | ['Genesis 50:20'] | Luke 18:19 | 0.5797 | ❌ |
+| they meant bad but god meant good | ['Genesis 50:20'] | Luke 18:19 | 0.5357 | ❌ |
+| isn't there a verse about god loves the world? | ['John 3:16'] | Psalms 33:5 | 0.5652 | ⚠️ |
+| god loves the world | ['John 3:16'] | Psalms 33:5 | 0.6514 | ⚠️ |
+| isn't there a verse about god loved the whole worl... | ['John 3:16'] | John 3:16 | 0.6053 | ✅ |
+| god loved the whole world | ['John 3:16'] | John 3:16 | 0.6701 | ✅ |
+| isn't there a verse about in the beginning god cre... | ['Genesis 1:1'] | Genesis 1:1 | 0.6438 | ✅ |
+| in the beginning god created | ['Genesis 1:1'] | Genesis 1:1 | 0.8086 | ✅ |
+
+*... and 522 more queries*
+
 ### huggingface/BAAI-bge-base-en (BSB)
 
 **Accuracy: 53.9%** (861/1596 points across 532 queries)