| license: apache-2.0 | |
| tags: | |
| - embedding | |
| - memory | |
| - retrieval | |
| - matverse | |
| - verified-memory | |
| # MatVerse Core Embedder | |
| A lightweight sentence embedding model optimized for memory retrieval, semantic consistency, and structured knowledge systems. | |
| ## Purpose | |
| Built for: | |
| - semantic search | |
| - memory systems | |
| - retrieval pipelines | |
| - governance knowledge bases | |
| - causal document ranking | |
| ## Why | |
| Most embedding models optimize generic similarity. MatVerse Core Embedder prioritizes structured relevance and stable retrieval. | |
| ## Status | |
| v0.1 Initial Public Release (Placeholder) | |
| ## Roadmap | |
| - [ ] Fine-tune on MatVerse benchmark data | |
| - [ ] Benchmark against MTEB leaderboard | |
| - [ ] Release model weights | |
| - [ ] Add ONNX export | |
| ## Organization | |
| [MatverseHub](https://hf.co/MatverseHub) | |