Fix inf-retriever

README.md

@@ -295,6 +295,25 @@ For high-level information about these models, see the [MTEB Leaderboard](https:
 
 *... and 522 more queries*
 
+### huggingface/infly-inf-retriever-v1 (BSB)
+
+**Accuracy: 84.2%** (1344/1596 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 | 0.6382 | ✅ |
+| god is love | ['1 John 4:8', '1 John 4:16'] | 1 John 4:8 | 0.7273 | ✅ |
+| verse about they meant bad but god meant good (rou... | ['Genesis 50:20'] | Genesis 50:20 | 0.5889 | ✅ |
+| they meant bad but god meant good | ['Genesis 50:20'] | Genesis 50:20 | 0.6316 | ✅ |
+| isn't there a verse about god loves the world? | ['John 3:16'] | 1 John 2:15 | 0.6489 | ❌ |
+| god loves the world | ['John 3:16'] | John 3:16 | 0.6032 | ✅ |
+| isn't there a verse about god loved the whole worl... | ['John 3:16'] | John 3:16 | 0.6330 | ✅ |
+| god loved the whole world | ['John 3:16'] | John 3:16 | 0.6363 | ✅ |
+| isn't there a verse about in the beginning god cre... | ['Genesis 1:1'] | Genesis 1:1 | 0.6488 | ✅ |
+| in the beginning god created | ['Genesis 1:1'] | Genesis 1:1 | 0.7496 | ✅ |
+
+*... and 522 more queries*
+
 ### huggingface/Qwen-Qwen3-Embedding-8B (BSB)
 
 **Accuracy: 82.8%** (1322/1596 points across 532 queries)
@@ -371,25 +390,6 @@ For high-level information about these models, see the [MTEB Leaderboard](https:
 
 *... and 522 more queries*
 
-### huggingface/infly-inf-retriever-v1 (BSB)
-
-**Accuracy: 76.7%** (1224/1596 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 | 0.8655 | ✅ |
-| god is love | ['1 John 4:8', '1 John 4:16'] | 1 John 4:8 | 0.9140 | ✅ |
-| verse about they meant bad but god meant good (rou... | ['Genesis 50:20'] | Genesis 50:20 | 0.8936 | ✅ |
-| they meant bad but god meant good | ['Genesis 50:20'] | Genesis 50:20 | 0.9071 | ✅ |
-| isn't there a verse about god loves the world? | ['John 3:16'] | Romans 3:6 | 0.8693 | ❌ |
-| god loves the world | ['John 3:16'] | 1 John 2:15 | 0.8919 | ⚠️ |
-| isn't there a verse about god loved the whole worl... | ['John 3:16'] | John 3:16 | 0.8678 | ✅ |
-| god loved the whole world | ['John 3:16'] | John 3:16 | 0.9053 | ✅ |
-| isn't there a verse about in the beginning god cre... | ['Genesis 1:1'] | Genesis 1:1 | 0.8934 | ✅ |
-| in the beginning god created | ['Genesis 1:1'] | Genesis 1:1 | 0.9496 | ✅ |
-
-*... and 522 more queries*
-
 ### huggingface/Qwen-Qwen3-Embedding-0.6B (BSB)
 
 **Accuracy: 73.9%** (1179/1596 points across 532 queries)

main.py

@@ -265,6 +265,11 @@ class HuggingFaceProvider(EmbeddingProvider):
                 "prompt_name": "query",
                 "instruction_template": "Instruct: Given a biblical passage, retrieve verses that are semantically related or answer the query\nQuery: {query}"
             }
+        elif "inf-retriever-v1" in self.model_name:
+            return {
+                "enabled": True,
+                "prompt_name": "query"
+            }
         elif "e5-" in self.model_name.lower():
             # E5 models use "query: " and "passage: " prefixes for retrieval tasks
             return {