AI is happening. The future is updating.KaLM-Embedding-Gemma3-12B-2511
**KaLM-Embedding-Gemma3-12B-2511** is a versatile and compact embedding model, which achieves SOTA performance in MMTEB (due to 11-2025). - Model Size: 11.76B - Embedding Dimension: 3840 - Max Input Tokens: 32k - MRL dimensions: 3840, 2048, 1024, 512, 256, 128, and 64 - Pooling: lasttoken pooling Using this model becomes easy when you have sentence-transformers installed:
**KaLM-Embedding-Gemma3-12B-2511** is a versatile and compact embedding model, which achieves SOTA performance in MMTEB (due to 11-2025). - Model Size: 11.76B - Embedding Dimension: 3840 - Max Input Tokens: 32k - MRL dimensions: 3840, 2048, 1024, 512, 256, 128, and 64 - Pooling: lasttoken pooling Using this model becomes easy when you have sentence-transformers installed: