Add query examples

README.md

@@ -80,3 +80,14 @@ For high-level information about these models, see the [MTEB Leaderboard](https:
 - [text-embedding-ada-002](https://platform.openai.com/docs/guides/embeddings)
   - 1536 dimensions
   - BSB: 1359.56 MB
+
+## Query Examples
+
+✅ denotes accurate result.
+
+| Translation | Query                             | text-embedding-ada-002                                                 | all-MiniLM-L6-v2                                                      | e5-large-v2                                                           | e5-base-v2                                                               | e5-small-v2                                                             | gte-large                                                             | gte-base                                                            | gte-small                                                                   | bge-large-en                                                         | bge-base-en                                                                  | bge-small-en                                                         |
+| ----------- | --------------------------------- | ---------------------------------------------------------------------- | --------------------------------------------------------------------- | --------------------------------------------------------------------- | ------------------------------------------------------------------------ | ----------------------------------------------------------------------- | --------------------------------------------------------------------- | ------------------------------------------------------------------- | --------------------------------------------------------------------------- | -------------------------------------------------------------------- | ---------------------------------------------------------------------------- | -------------------------------------------------------------------- |
+| BSB         | God is love                       | 1 John 4:16 (0.8935) ✅, 1 John 4:8 (0.8930) ✅, 1 John 4:7 (0.8854)   | 1 John 4:16 (0.6814) ✅, 1 John 4:8 (0.6255) ✅, 1 John 4:12 (0.6056) | 1 John 4:8 (0.8575) ✅, 1 John 4:16 (0.8354) ✅, Psalm 115:3 (0.8270) | 1 John 4:8 (0.8625) ✅, 1 John 4:12 (0.8353), 1 John 4:7 (0.8301)        | 1 John 4:16 (0.8750) ✅, 1 John 4:8 (0.8741) ✅, 1 John 4:12 (0.8573)   | 1 John 4:8 (0.9222) ✅, 1 John 4:16 (0.8993) ✅, 1 John 4:10 (0.8941) | 1 John 4:8 (0.9417), 1 John 4:16 (0.9147), 1 John 4:7 (0.8977)      | 1 John 4:8 (0.9231) ✅, 1 John 4:16 (0.9065) ✅, 1 Corinthians 8:3 (0.8928) | 1 John 4:8 (0.9084) ✅, 1 John 4:16 (0.9073) ✅, 1 John 4:7 (0.8963) | 1 John 4:16 (0.9078) ✅, 1 John 4:8 (0.8906) ✅, 1 John 4:7 (0.8882)         | 1 John 4:16 (0.9193) ✅, Psalm 73:1 (0.9131), 1 John 4:8 (0.9069) ✅ |
+| BSB         | They meant bad but God meant good | Genesis 50:20 (0.8718) ✅, Jonah 3:10 (0.8536), Hebrews 11:40 (0.8433) | Luke 18:19 (0.5357), Mark 10:18 (0.5457), 3 John 11 (0.5030)          | Psalm 106:21 (0.8293), Romans 12:21 (0.8288), Romans 1:25 (0.8284)    | Genesis 50:20 (0.8596) ✅, 1 Peter 3:17 (0.8507), Hebrews 11:16 (0.8484) | 1 Peter 3:17 (0.8570), Isaiah 5:20 (0.8536), Ecclesiastes 7:18 (0.8510) | Jonah 3:10 (0.8847), Luke 18:19 (0.8835), Mark 10:18 (0.8835)         | Jonah 3:10 (0.8689), Jeremiah 18:20 (0.8668), Romans 14:16 (0.8657) | Psalm 99:8 (0.8747), 3 John 1:11 (0.8747), Galatians 1:24 (0.8744)          | Amos 5:14 (0.8809), Proverbs 12:2 (0.8797), 3 John 1:11 (0.8793)     | 3 John 11 (0.8639), Acts 13:32 (0.8625), Titus 3:8 (0.8618)                  | 3 John 11 (0.8871), Psalm 73:1 (0.8860), Psalm 76:9 (0.8857)         |
+| BSB         | God loves the world               | John 3:16 (0.8704) ✅, 1 John 4:19 (0.8662), Psalm 67:7 (0.8643)       | Psalm 33:5 (0.6514), John 3:16 (0.6381) ✅, Psalm 47:7 (0.5882)       | Psalm 33:5 (0.8530), John 3:16 (0.8503) ✅, Psalm 146:8 (0.8409)      | Psalm 33:5 (0.8802), John 3:16 (0.8565) ✅, Psalm 146:8 (0.8501)         | Psalm 33:5 (0.8835), Psalm 47:7 (0.8734), Genesis 1:17 (0.8585)         | John 3:16 (0.8905), Psalm 33:5 (0.8889), 1 John 2:15 (0.8839)         | Psalm 33:5 (0.9002), 1 Corinthians 8:3 (0.8939), John 3:16 (0.8747) | John 3:16 (0.8953) ✅, Psalm 47:7 (0.8923), Psalm 33:5 (0.8921)             | Psalm 33:5 (0.8973), Isaiah 12:5 (0.8839), Psalm 115:3 (0.8817)      | Psalm 33:5 (0.8953), 1 Chronicles 16:31 (0.8755), 1 Corinthians 8:3 (0.8755) | Psalm 47:7 (0.9070), Psalm 24:1 (0.9059), Psalm 76:9 (0.8996)        |
+| BSB         | God loved the world               | John 3:16 (0.8751) ✅, John 1:2 (0.8720), 1 John 4:19 (0.8671)         | John 3:16 (0.6464) ✅, John 3:17 (0.5846), Genesis 1:10 (0.5638)      | John 3:16 (0.8627) ✅, Psalm 33:5 (0.8456), Psalm 47:7 (0.8388)       | John 3:16 (0.8685) ✅, Psalm 33:5 (0.8631), Psalm 136:6 (0.8472)         | Psalm 33:5 (0.8738), John 3:16 (0.8725) ✅, Psalm 47:7 (0.8676)         | John 3:16 (0.8965), 1 John 4:9 (0.8838), Jeremiah 10:12 (0.8798)      | John 3:16 (0.8950) ��, Psalm 33:5 (0.8871), Psalm 136:6 (0.8722)    | John 3:16 (0.9107) ✅, John 3:17 (0.8872), Genesis 1:10 (0.8866)            | Psalm 33:5 (0.8850), John 3:16 (0.8824) ✅, Genesis 1:1 (0.8824)     | John 3:16 (0.8864) ✅, Psalm 33:5 (0.8853), Acts 2:47 (0.8765)               | Psalm 76:9 (0.9071), Genesis 1:1 (0.9053), John 3:16 (0.8979) ✅     |

query.py

@@ -29,4 +29,6 @@ for verse in verses:
     results.append((score, item))
 
 results.sort(key=lambda res: res[0], reverse=True)
-print(json.dumps(results[:10], indent=2))
+# print(json.dumps(results[:3], indent=2))
+formatted = [f"{item[1]['book']} {item[1]['chapter']}:{item[1]['verse']} ({item[0]:.4f})" for item in results[:3]]
+print(", ".join(formatted))