diff --git a/README.md b/README.md index 818cbd9..59d488c 100755 --- a/README.md +++ b/README.md @@ -412,27 +412,6 @@ The script will print the recall and search time for each query, followed by the 3. **🔄 Search Coordinator**: Orchestrates embedding + graph search 4. **⚡ Backend Adapters**: Pluggable algorithm implementations -## 🎓 Supported Models & Backends - -### 🤖 Embedding Models - -- **sentence-transformers/all-mpnet-base-v2** (default) -- **sentence-transformers/all-MiniLM-L6-v2** (lightweight) -- Any HuggingFace sentence-transformer model -- Custom model support via API - -### 🔧 Search Backends - -- **DiskANN**: Microsoft's billion-scale ANN algorithm -- **HNSW**: Hierarchical Navigable Small World graphs -- **Coming soon**: ScaNN, Faiss-IVF, NSG - -### 📏 Distance Functions - -- **L2**: Euclidean distance for precise similarity -- **Cosine**: Angular similarity for normalized vectors -- **MIPS**: Maximum Inner Product Search for recommendation systems - ## 🔬 Paper If you find Leann useful, please cite: