Cross-lingual similarity search on IWSLT documents X→Eng 2017
3.53xSim (AR)EmbeddingGemma
Evaluation Results
| Method | Links | ||||||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| EmbeddingGemma2026.03 | 3.53 | 1.55 | 1.67 | 2.19 | 4.54 | 3.98 | 1.86 | 3.83 | 3.19 | 2.93 | 19.51 | 7.38 | 7.61 | 13.49 | 18.21 | 20.24 | 11.98 | 24.03 | 14.86 | 15.26 | |
| mE5large2026.03 | 3.22 | 1.52 | 1.67 | 1.59 | 5.14 | 4.72 | 1.29 | 1.94 | 3.84 | 2.77 | 36.36 | 19.01 | 21.02 | 15.26 | 41.64 | 40.59 | 16.55 | 29.81 | 34.28 | 28.28 | |
| OmniSONAR-tiny2026.03 | 1.99 | 1.02 | 1.21 | 1.16 | 3.43 | 2.61 | 0.97 | 1.34 | 2.21 | 1.77 | 28.19 | 5.66 | 5.14 | 3.8 | 13.34 | 34.4 | 4.63 | 6.57 | 19.15 | 13.43 | |
| OmniSONAR-LC2026.03 | 1.9 | 1.01 | 1.18 | 1.15 | 3.23 | 2.55 | 0.94 | 1.29 | 2.15 | 1.71 | 2.62 | 1.22 | 1.44 | 1.42 | 4.55 | 4.05 | 1.21 | 1.47 | 2.96 | 2.33 | |
| OmniSONAR2026.03 | 1.81 | 0.94 | 1.18 | 1.16 | 3.23 | 2.36 | 0.94 | 1.26 | 2.06 | 1.66 | 16.8 | 1.21 | 1.57 | 1.58 | 11.69 | 17.31 | 1.35 | 1.65 | 16.01 | 7.69 |