Text Embedding on SkMTEB
77.49Overall Scoremultilingual-e5-large-instruct
Evaluation results
| Method | Links | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| multilingual-e5-large-instructModel Category=Large models (>=350M), Number of Parameters=560M2026.06 | 77.49 | 78.44 | 97.09 | 70.28 | 49.69 | 70.55 | 86.49 | 86.08 | 88.86 | |
| gemini-embedding-001Model Category=API access models2026.06 | 77.23 | 78.07 | 96.76 | 71.01 | 46.26 | 67.08 | 88.27 | 88.34 | 88.74 | |
| jina-embeddings-v3Model Category=Large models (>=350M), Number of Parameters=572M2026.06 | 75.1 | 76.2 | 96.43 | 66.89 | 44.63 | 66.44 | 83.44 | 85.77 | 89.82 | |
| text-embedding-3-largeModel Category=API access models2026.06 | 75.07 | 75.89 | 96.79 | 66.91 | 44.22 | 66.58 | 86.96 | 85.55 | 84.21 | |
| e5-sk-largeModel Category=Large models (>=350M), Number of Parameters=365M2026.06 | 74.7 | 75.88 | 96.39 | 66.34 | 41.43 | 67.32 | 87.81 | 85.6 | 86.25 | |
| Qwen3-Embedding-8BModel Category=Large models (>=350M), Number of Parameters=8B2026.06 | 74.53 | 75.75 | 94.43 | 65.94 | 43.36 | 66.65 | 87.04 | 86.27 | 86.54 | |
| bge-m3Model Category=Large models (>=350M), Number of Parameters=568M2026.06 | 74.43 | 75.55 | 96.29 | 66.81 | 39.97 | 67.03 | 86.72 | 85.63 | 86.39 | |
| multilingual-e5-largeModel Category=Large models (>=350M), Number of Parameters=560M2026.06 | 74.25 | 75.49 | 96.29 | 65.34 | 40.35 | 66.78 | 87.96 | 85.8 | 85.9 | |
| Qwen3-Embedding-4BModel Category=Large models (>=350M), Number of Parameters=4B2026.06 | 73.7 | 74.96 | 94.21 | 64.26 | 44.22 | 65.82 | 86.29 | 84.11 | 85.82 | |
| nomic-embed-text-v2-moeModel Category=Base models (>=130M, <350M), Number of Parameters=330M2026.06 | 72.58 | 73.84 | 90.03 | 63.98 | 43.53 | 64.19 | 85.15 | 85.37 | 84.6 | |
| snowflake-arctic-embed-l-v2.0Model Category=Large models (>=350M), Number of Parameters=568M2026.06 | 72.54 | 73.63 | 93.46 | 63.4 | 40.41 | 63.11 | 87.11 | 85.17 | 82.76 | |
| jina-embeddings-v4Model Category=Large models (>=350M), Number of Parameters=3.8B2026.06 | 72.44 | 73.87 | 90.49 | 62.99 | 44.65 | 64.43 | 85.25 | 83.64 | 85.65 | |
| multilingual-e5-baseModel Category=Base models (>=130M, <350M), Number of Parameters=278M2026.06 | 72.39 | 73.57 | 94.76 | 62.35 | 40.91 | 64.1 | 85.71 | 83.57 | 83.59 | |
| gte-multilingual-baseModel Category=Base models (>=130M, <350M), Number of Parameters=305M2026.06 | 71.76 | 73.26 | 94.36 | 61.7 | 39.28 | 67.24 | 83.04 | 81.63 | 85.57 | |
| embed-v4.0Model Category=API access models2026.06 | 71.26 | 72.82 | 90.23 | 60.12 | 40.13 | 63.12 | 87.45 | 85.71 | 82.95 | |
| e5-sk-smallModel Category=Small models (<130M), Number of Parameters=45M2026.06 | 70.56 | 72.01 | 91.34 | 60.84 | 40.95 | 66.05 | 84.94 | 78.64 | 81.32 | |
| Qwen3-Embedding-0.6BModel Category=Large models (>=350M), Number of Parameters=596M2026.06 | 70.53 | 71.8 | 90.12 | 62.84 | 44.28 | 64.46 | 82.02 | 75.73 | 83.14 | |
| text-embedding-3-smallModel Category=API access models2026.06 | 70.48 | 71.39 | 91.82 | 62.13 | 43.64 | 63.24 | 82.37 | 76.96 | 79.56 | |
| paraphrase-multilingual-mpnet-base-v2Model Category=Base models (>=130M, <350M), Number of Parameters=278M2026.06 | 70.34 | 71.67 | 96.23 | 64.05 | 38.95 | 68.21 | 76.79 | 70.03 | 87.44 | |
| multilingual-e5-smallModel Category=Small models (<130M), Number of Parameters=118M2026.06 | 70.32 | 71.78 | 91.29 | 59.81 | 41.09 | 64.66 | 85.13 | 79.21 | 81.25 | |
| embeddinggemma-300mModel Category=Base models (>=130M, <350M), Number of Parameters=308M2026.06 | 69.25 | 70.56 | 83.89 | 62.08 | 43.76 | 65.54 | 81 | 78.4 | 79.28 | |
| sturovec-baseModel Category=Small models (<130M), Number of Parameters=125M2026.06 | 68.99 | 70.13 | 86.97 | 62.19 | 41.55 | 63.27 | 80.66 | 76.54 | 79.73 | |
| paraphrase-multilingual-MiniLM-L12-v2Model Category=Small models (<130M), Number of Parameters=118M2026.06 | 67.86 | 69.16 | 94.91 | 60.83 | 37.44 | 67.82 | 73.46 | 66.03 | 83.62 | |
| granite-embedding-278m-multilingualModel Category=Base models (>=130M, <350M), Number of Parameters=278M2026.06 | 67.69 | 69.09 | 87.56 | 57.81 | 42.41 | 61.4 | 81.25 | 73.92 | 79.3 | |
| slovakbert-skquad-mnlrModel Category=Small models (<130M), Number of Parameters=125M2026.06 | 67.49 | 68.91 | 85.07 | 62.49 | 38.07 | 65.13 | 76.91 | 72.82 | 81.9 | |
| amazon-titan-embed-text-v2Model Category=API access models2026.06 | 67.24 | 69.21 | 84.98 | 59.26 | 33.39 | 62.78 | 83.99 | 77.43 | 82.67 | |
| LaBSEModel Category=Large models (>=350M), Number of Parameters=471M2026.06 | 66.44 | 67.52 | 97.48 | 58.73 | 34.28 | 64.39 | 73.52 | 63.39 | 80.85 | |
| granite-embedding-107m-multilingualModel Category=Small models (<130M), Number of Parameters=107M2026.06 | 65.81 | 67.31 | 85.85 | 56.04 | 40.8 | 60.88 | 78.1 | 70.93 | 78.54 | |
| slovakbert-sts-stsbModel Category=Small models (<130M), Number of Parameters=125M2026.06 | 63.44 | 65.37 | 81.75 | 63.05 | 31.82 | 68.9 | 67.15 | 59.2 | 85.69 | |
| static-similarity-mrl-multilingual-v1Model Category=Small models (<130M), Number of Parameters=108M2026.06 | 58.51 | 60.9 | 87.98 | 48.87 | 17.47 | 63.66 | 70.76 | 59.35 | 78.22 | |
| nomic-embed-text-v1.5Model Category=Base models (>=130M, <350M), Number of Parameters=137M2026.06 | 51.52 | 55.03 | 46.64 | 51.4 | 28.77 | 61.98 | 68.6 | 55.39 | 72.43 |