Add infly/inf-retriever-v1

README.md

@@ -37,6 +37,7 @@ export HF_TOKEN="your-huggingface-token"
 ```
 
 **Note**: The HuggingFace token is optional for most public models but required for:
+
 - Private or gated models (like some variants of EmbeddingGemma)
 - Avoiding rate limits when downloading models
 - Models that require authentication
@@ -151,6 +152,7 @@ The tool supports embedding models from multiple providers:
 - **BGE**: `BAAI/bge-large-en`, `BAAI/bge-base-en`, `BAAI/bge-small-en`
 - **Google EmbeddingGemma**: `google/embeddinggemma-300m`
 - **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`
+- **INF Retriever**: `infly/inf-retriever-v1`
 - **E5**: `intfloat/e5-large-v2`, `intfloat/e5-base-v2`, `intfloat/e5-small-v2`
 - **Jina**: `jinaai/jina-embeddings-v3`
 - **Nomic**: `nomic-ai/nomic-embed-text-v1.5`
@@ -215,6 +217,10 @@ For high-level information about these models, see the [MTEB Leaderboard](https:
 - [ibm-granite/granite-embedding-278m-multilingual](https://huggingface.co/ibm-granite/granite-embedding-278m-multilingual)
   - 768 dimensions
   - BSB: 642.516 MB
+- [infly/inf-retriever-v1](https://huggingface.co/infly/inf-retriever-v1)
+  - 3584 dimensions
+  - 7B parameters, optimized for Chinese & English retrieval
+  - Max input tokens: 32,768
 - [intfloat/e5-large-v2](https://huggingface.co/intfloat/e5-large-v2)
   - 1024 dimensions
   - BSB: 898.283 MB
@@ -341,6 +347,25 @@ For high-level information about these models, see the [MTEB Leaderboard](https:
 
 *... and 522 more queries*
 
+### huggingface/infly-inf-retriever-v1 (BSB)
+
+**Accuracy: 72.6%** (1158/1596 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/thenlper-gte-large (BSB)
 
 **Accuracy: 69.2%** (1105/1596 points across 532 queries)

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