Text Embedding on MTEB (Language/Domain Performance)
72.32Average (Multi-Language/Domain) PerformanceTop-1 leaderboard result
Evaluation Results
| Method | Links | ||||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Top-1 leaderboard result2026.05 | 72.32 | 75.97 | 80.75 | 66.55 | 63.6 | 65.56 | 70.15 | 59.96 | 70.37 | 77.01 | 50.95 | 78.52 | 73.18 | 58.38 | 74.16 | 71.58 | 54.74 | 68.46 | |
| Top-5 leaderboard result2026.05 | 69.45 | 74.61 | 76 | 63.83 | 62.32 | 62.01 | 67.39 | 55.72 | 67.25 | 69.06 | — | 74.87 | 69.51 | 56.23 | 69.39 | 65.26 | 52.37 | 65.95 | |
| ML-EmbedModel Size=8B2026.05 | 66.79 | 73.26 | 80.28 | 62.91 | 68 | 69.49 | 76.76 | 66.43 | 71.91 | 74.84 | 73.84 | 67.22 | 77.81 | 62.64 | 69.24 | 71.12 | 61.62 | 70.24 | |
| ML-EmbedModel Size=4B2026.05 | 65.8 | 72.89 | 79.95 | 62.05 | 67.53 | 67.88 | 75.15 | 65.49 | 70.97 | 73.32 | 73.14 | 66.55 | 76.65 | 61.42 | 67.93 | 69.94 | 61.2 | 69.29 | |
| ML-EmbedModel Size=1.7B2026.05 | 63.7 | 71.19 | 78.9 | 59.88 | 65.47 | 65.79 | 72.58 | 63.99 | 68.94 | 72.33 | 71.12 | 64.87 | 74.53 | 59.83 | 67.08 | 68.35 | 60.27 | 67.58 | |
| ML-EmbedModel Size=0.6B2026.05 | 61.3 | 70.01 | 77.27 | 57.58 | 63.4 | 62 | 66.11 | 61.58 | 66.64 | 68.74 | 68.13 | 62.64 | 71.3 | 56.59 | 63.35 | 65.32 | 57.85 | 64.69 | |
| ML-EmbedModel Size=330M2026.05 | 58.06 | 67.99 | 73.94 | 55.91 | 59.8 | 59.22 | 61.87 | 58.48 | 63.59 | 61.71 | 65.65 | 59.38 | 66 | 54.04 | 60.12 | 60.16 | 54.17 | 61.18 | |
| ML-EmbedModel Size=140M2026.05 | 49.81 | 60.35 | 61.78 | 48.28 | 50.4 | 47.95 | 46.37 | 46.66 | 52.83 | 53.07 | 51.22 | 51.02 | 55.97 | 43.89 | 47.24 | 52.5 | 43.67 | 50.76 | |
| APPositional Encoding=AP2026.05 | 47 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| RoPEPositional Encoding=RoPE2026.05 | 46 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| DSTG-NeoBERTPositional Encoding=DSTG2026.05 | 46 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| RPPositional Encoding=RP2026.05 | 43 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — |