KaLM Embedding Gemma3 12B 2511 Short Description KaLM Embedding Gemma3 12B 2511 is a versatile and compact embedding model, which achieves SOTA performance in MMTEB (due to 11 2025). MMTEB Evaluation Results Rank (Borda) Model Mean (Task) Mean (TaskType) Bitext Mining Classification Clustering Instruction Reranking Multilabel Classification Pair Classification Reranking Retrieval STS : : : : : : : : : : : : : 1 KaLM Embedding Gemma3 12B 2511 72.32 62.51 83.76 77.88 55.77 5.49 33.03 84.73 67.27 75.66 79.02 2 llama embed nemotron 8b 69.46 61.09 81.72 73.21 54.35 10.82 29.86 83.97 67.78 68.69 79.41 3 Qwen3 Embedding 8B 70.58 61.69 80.89 74.00 57.65 10.06 28.66 86.40 65.63 70.88 81.08 4 gemini embedding 001 68.37 59.59 79.28 71.82 54.59 5.18 29.16 83.63 65.58 67.71 79.40 5 Qwen3 Embedding 4B 69.45 60.86 79.36 72.33 57.15 11.56 26.77 85.05 65.08 69.60 80.86 6 Qwen3 Embedding 0.6B 64.34 56.01 72.23 66.83 52.33 5.09 24.59 80.83 61.41 64.65 76.17 7 gte Qwen2 7B instruct 62.51 55.93 73.92 61.55 52.77 4.94 25.48 85.13 65.55 60.08 73.98 8 Linq Embed Mistral 61.47 54.14 70.34 62.24 50.60 0.94 24.77 80.43 64.37 58.69 74.86 9 multilingual e5 large instruct 63.22 55.08 80.13 64.94 50.75 0.40 22.9…
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