Note that some links to the actual models below are broken because the models are not yet released or their performance is too poor to be useful for anything.
| Model | Test Set | chrF2 | BLEU |
|---|---|---|---|
| lang = bel-lat | |||
| ine-ine/opus | tatoeba | 0.251 | 3.7 |
| tatoeba-lower/opus | tatoeba | 0.228 | 3.1 |
| tatoeba-lowest/opus | tatoeba | 0.192 | 2.7 |
| lang = chm-rus | |||
| tatoeba-lowest/opus | tatoeba | 0.172 | 3.0 |
| fiu-sla/opus | tatoeba | 0.159 | 1.7 |
| urj-rus/opus1m | tatoeba | 0.150 | 1.4 |
| fiu-zle/opus | tatoeba | 0.148 | 1.7 |
| lang = cor-eng | |||
| ine-eng/opus2m | tatoeba | 0.214 | 5.4 |
| ine-eng/opus4m | tatoeba | 0.213 | 5.6 |
| ine-eng/opus | tatoeba | 0.204 | 5.2 |
| mul-eng/opus2m | tatoeba | 0.204 | 5.4 |
| mul-eng/opus | tatoeba | 0.194 | 4.4 |
| ine-ine/opus | tatoeba | 0.193 | 4.4 |
| cel-eng/opus1m+bt | tatoeba | 0.184 | 3.5 |
| cel-eng/opus4m | tatoeba | 0.177 | 3.2 |
| cel-eng/opus | tatoeba | 0.175 | 2.7 |
| cel-eng/opus2m | tatoeba | 0.172 | 3.0 |
| cel-cel/opus | tatoeba | 0.170 | 2.7 |
| tatoeba-lowest/opus | tatoeba | 0.128 | 0.7 |
| lang = deu-ido | |||
| tatoeba-lowest/opus | tatoeba | 0.141 | 0.6 |
| tatoeba-lower/opus | tatoeba | 0.112 | 0.3 |
| lang = deu-kab | |||
| tatoeba-lower/opus | tatoeba | 0.154 | 1.2 |
| tatoeba-lowest/opus | tatoeba | 0.131 | 0.1 |
| lang = deu-ltz | |||
| ine-ine/opus | tatoeba | 0.380 | 18.5 |
| gem-gem/opus | tatoeba | 0.306 | 15.2 |
| gmw-gmw/opus | tatoeba | 0.274 | 12.1 |
| tatoeba-lower/opus | tatoeba | 0.261 | 8.4 |
| tatoeba-lowest/opus | tatoeba | 0.237 | 3.8 |
| westgermanic/opus | tatoeba | 0.224 | 10.9 |
| lang = deu-yid | |||
| ine-ine/opus | tatoeba | 0.262 | 6.0 |
| gem-gem/opus | tatoeba | 0.237 | 5.4 |
| gmw-gmw/opus | tatoeba | 0.177 | 1.8 |
| tatoeba-lower/opus | tatoeba | 0.176 | 1.3 |
| tatoeba-lowest/opus | tatoeba | 0.149 | 0.5 |
| westgermanic/opus | tatoeba | 0.136 | 0.9 |
| tatoeba-zero/opus | tatoeba | 0.132 | 0.2 |
| lang = eng-cor | |||
| eng-cel/opus1m+bt | tatoeba | 0.163 | 3.9 |
| eng-cel/opus2m+bt | tatoeba | 0.163 | 3.3 |
| eng-cel/opus2m | tatoeba | 0.095 | 0.3 |
| eng-cel/opus | tatoeba | 0.094 | 0.2 |
| eng-mul/opus | tatoeba | 0.088 | 0.7 |
| eng-mul/opus2m | tatoeba | 0.086 | 0.9 |
| cel-cel/opus | tatoeba | 0.085 | 0.3 |
| eng-ine/opus | tatoeba | 0.084 | 0.7 |
| eng-ine/opus2m | tatoeba | 0.079 | 0.5 |
| tatoeba-lowest/opus | tatoeba | 0.079 | 0.2 |
| ine-ine/opus | tatoeba | 0.050 | 0.4 |
| lang = eng-fao | |||
| eng-gmq/opus1m+bt-tuned4eng2fao | tatoeba | 0.406 | 18.7 |
| eng-gmq/opus1m+bt | tatoeba | 0.398 | 17.7 |
| eng-fao/opus+bt | tatoeba | 0.361 | 16.8 |
| eng-gmq/opus2m | tatoeba | 0.322 | 9.2 |
| eng-gem/opus | tatoeba | 0.318 | 9.4 |
| gmq-gmq/opus | tatoeba | 0.315 | 8.9 |
| eng-gmq/opus | tatoeba | 0.314 | 8.2 |
| gem-gem/opus | tatoeba | 0.312 | 7.0 |
| eng-gem/opus2m | tatoeba | 0.304 | 7.2 |
| eng-ine/opus | tatoeba | 0.291 | 7.5 |
| eng-ine/opus2m | tatoeba | 0.285 | 6.6 |
| eng-mul/opus | tatoeba | 0.280 | 5.7 |
| eng-mul/opus2m | tatoeba | 0.277 | 5.2 |
| ine-ine/opus | tatoeba | 0.276 | 5.9 |
| tatoeba-lowest/opus | tatoeba | 0.132 | 1.1 |
| lang = eng-jbo | |||
| eng-mul/opus | tatoeba | 0.127 | 0.2 |
| eng-mul/opus2m | tatoeba | 0.123 | 0.1 |
| art-art/opus | tatoeba | 0.120 | 0.1 |
| eng-art/opus1m+bt | tatoeba | 0.117 | 0.2 |
| tatoeba-lowest/opus | tatoeba | 0.117 | 0.1 |
| lang = eng-jbo_Latn | |||
| eng-art/opus1m+bt | tatoeba | 0.117 | 0.2 |
| lang = epo-ina | |||
| tatoeba-lower/opus | tatoeba | 0.331 | 9.9 |
| tatoeba-lowest/opus | tatoeba | 0.311 | 9.3 |
| tatoeba-zero/opus | tatoeba | 0.271 | 6.8 |
| art-art/opus | tatoeba | 0.218 | 3.2 |
| lang = fao-eng | |||
| ine-eng/opus | tatoeba | 0.469 | 28.3 |
| mul-eng/opus2m | tatoeba | 0.469 | 28.7 |
| mul-eng/opus | tatoeba | 0.465 | 29.9 |
| gem-gem/opus | tatoeba | 0.463 | 26.5 |
| ine-eng/opus4m | tatoeba | 0.463 | 28.6 |
| gem-eng/opus4m | tatoeba | 0.462 | 27.4 |
| ine-eng/opus2m | tatoeba | 0.460 | 28.1 |
| gem-eng/opus | tatoeba | 0.456 | 25.0 |
| gmq-gmq/opus | tatoeba | 0.454 | 26.0 |
| gmq-eng/opus2m | tatoeba | 0.447 | 24.4 |
| gem-eng/opus2m | tatoeba | 0.446 | 23.4 |
| gmq-eng/opus | tatoeba | 0.445 | 23.1 |
| gmq-eng/opus1m+bt | tatoeba | 0.444 | 25.3 |
| ine-ine/opus | tatoeba | 0.402 | 21.3 |
| tatoeba-lowest/opus | tatoeba | 0.179 | 2.2 |
| lang = fra-kab | |||
| tatoeba-lower/opus | tatoeba | 0.163 | 0.7 |
| tatoeba-lowest/opus | tatoeba | 0.143 | 0.2 |
| lang = fra-yid | |||
| ine-ine/opus | tatoeba | 0.271 | 8.7 |
| tatoeba-lower/opus | tatoeba | 0.167 | 0.7 |
| tatoeba-lowest/opus | tatoeba | 0.150 | 0.7 |
| tatoeba-zero/opus | tatoeba | 0.125 | 0.1 |
| lang = heb-yid | |||
| tatoeba-lower/opus | tatoeba | 0.159 | 0.4 |
| tatoeba-lowest/opus | tatoeba | 0.146 | 0.5 |
| lang = ido-deu | |||
| tatoeba-lower/opus | tatoeba | 0.490 | 27.2 |
| tatoeba-lowest/opus | tatoeba | 0.481 | 26.1 |
| lang = ido-ita | |||
| tatoeba-lower/opus | tatoeba | 0.477 | 22.7 |
| tatoeba-lowest/opus | tatoeba | 0.458 | 22.1 |
| lang = ina-epo | |||
| tatoeba-lower/opus | tatoeba | 0.528 | 27.3 |
| tatoeba-zero/opus | tatoeba | 0.516 | 26.2 |
| tatoeba-lowest/opus | tatoeba | 0.512 | 26.2 |
| art-art/opus | tatoeba | 0.339 | 11.0 |
| lang = ina-ita | |||
| tatoeba-lower/opus | tatoeba | 0.592 | 34.9 |
| tatoeba-lowest/opus | tatoeba | 0.583 | 33.8 |
| tatoeba-zero/opus | tatoeba | 0.576 | 33.4 |
| lang = ina-nld | |||
| tatoeba-lowest/opus | tatoeba | 0.455 | 24.5 |
| tatoeba-lower/opus | tatoeba | 0.453 | 23.9 |
| tatoeba-zero/opus | tatoeba | 0.449 | 23.1 |
| lang = ina-rus | |||
| tatoeba-lower/opus | tatoeba | 0.363 | 13.3 |
| tatoeba-lowest/opus | tatoeba | 0.355 | 13.4 |
| tatoeba-zero/opus | tatoeba | 0.338 | 11.9 |
| lang = ina-spa | |||
| tatoeba-lower/opus | tatoeba | 0.566 | 33.8 |
| tatoeba-zero/opus | tatoeba | 0.547 | 32.0 |
| tatoeba-lowest/opus | tatoeba | 0.543 | 32.1 |
| lang = ina-tur | |||
| tatoeba-lower/opus | tatoeba | 0.534 | 26.0 |
| tatoeba-zero/opus | tatoeba | 0.504 | 22.7 |
| tatoeba-lowest/opus | tatoeba | 0.501 | 22.8 |
| lang = ina-yid | |||
| tatoeba-lower/opus | tatoeba | 0.173 | 1.5 |
| tatoeba-lowest/opus | tatoeba | 0.149 | 0.7 |
| tatoeba-zero/opus | tatoeba | 0.142 | 0.2 |
| lang = ita-ido | |||
| tatoeba-lowest/opus | tatoeba | 0.133 | 0.4 |
| tatoeba-lower/opus | tatoeba | 0.108 | 0.1 |
| lang = ita-ina | |||
| tatoeba-lower/opus | tatoeba | 0.410 | 14.2 |
| tatoeba-lowest/opus | tatoeba | 0.376 | 13.1 |
| tatoeba-zero/opus | tatoeba | 0.322 | 8.7 |
| lang = jbo-eng | |||
| mul-eng/opus | tatoeba | 0.119 | 0.2 |
| art-art/opus | tatoeba | 0.116 | 0.2 |
| art-eng/opus2m | tatoeba | 0.115 | 0.2 |
| mul-eng/opus2m | tatoeba | 0.115 | 0.3 |
| art-eng/opus | tatoeba | 0.113 | 0.2 |
| art-eng/opus1m+bt | tatoeba | 0.104 | 0.1 |
| tatoeba-lowest/opus | tatoeba | 0.096 | 0.1 |
| lang = kab-deu | |||
| tatoeba-lower/opus | tatoeba | 0.213 | 5.4 |
| tatoeba-lowest/opus | tatoeba | 0.204 | 3.2 |
| afa-deu/opus1m | tatoeba | 0.063 | 0.1 |
| lang = kab-fra | |||
| tatoeba-lower/opus | tatoeba | 0.226 | 4.4 |
| tatoeba-lowest/opus | tatoeba | 0.220 | 4.0 |
| lang = kab-rus | |||
| tatoeba-lower/opus | tatoeba | 0.211 | 5.6 |
| tatoeba-lowest/opus | tatoeba | 0.197 | 4.7 |
| lang = kab-spa | |||
| tatoeba-lower/opus | tatoeba | 0.222 | 4.8 |
| tatoeba-lowest/opus | tatoeba | 0.212 | 3.3 |
| lang = lat-bel | |||
| ine-ine/opus | tatoeba | 0.284 | 10.6 |
| tatoeba-lower/opus | tatoeba | 0.256 | 8.2 |
| tatoeba-lowest/opus | tatoeba | 0.238 | 5.9 |
| lang = lat-ukr | |||
| ine-ine/opus | tatoeba | 0.343 | 14.0 |
| tatoeba-lower/opus | tatoeba | 0.312 | 11.2 |
| tatoeba-lowest/opus | tatoeba | 0.304 | 13.5 |
| lang = ltz-deu | |||
| gem-gem/opus | tatoeba | 0.607 | 44.7 |
| gmw-gmw/opus | tatoeba | 0.596 | 40.3 |
| westgermanic/opus | tatoeba | 0.558 | 34.9 |
| ine-ine/opus | tatoeba | 0.538 | 36.7 |
| tatoeba-lower/opus | tatoeba | 0.535 | 34.4 |
| tatoeba-lowest/opus | tatoeba | 0.529 | 32.3 |
| gmw-deu/opus1m | tatoeba | 0.313 | 13.3 |
| lang = ltz-nld | |||
| gem-gem/opus | tatoeba | 0.547 | 39.2 |
| gmw-gmw/opus | tatoeba | 0.530 | 36.2 |
| westgermanic/opus | tatoeba | 0.495 | 32.1 |
| ine-ine/opus | tatoeba | 0.488 | 32.4 |
| tatoeba-lower/opus | tatoeba | 0.473 | 30.7 |
| tatoeba-lowest/opus | tatoeba | 0.433 | 26.1 |
| lang = nld-ina | |||
| tatoeba-lower/opus | tatoeba | 0.322 | 9.8 |
| tatoeba-lowest/opus | tatoeba | 0.307 | 9.7 |
| tatoeba-zero/opus | tatoeba | 0.258 | 6.0 |
| lang = nld-ltz | |||
| ine-ine/opus | tatoeba | 0.384 | 17.6 |
| gem-gem/opus | tatoeba | 0.311 | 14.6 |
| gmw-gmw/opus | tatoeba | 0.294 | 12.0 |
| tatoeba-lower/opus | tatoeba | 0.256 | 7.0 |
| tatoeba-lowest/opus | tatoeba | 0.219 | 2.3 |
| westgermanic/opus | tatoeba | 0.216 | 10.1 |
| lang = rus-chm | |||
| sla-fiu/opus | tatoeba | 0.176 | 1.4 |
| zle-fiu/opus | tatoeba | 0.154 | 0.9 |
| tatoeba-lowest/opus | tatoeba | 0.151 | 1.0 |
| lang = rus-ina | |||
| tatoeba-lower/opus | tatoeba | 0.257 | 6.0 |
| tatoeba-lowest/opus | tatoeba | 0.238 | 5.1 |
| tatoeba-zero/opus | tatoeba | 0.205 | 3.2 |
| lang = rus-kab | |||
| tatoeba-lower/opus | tatoeba | 0.184 | 0.9 |
| tatoeba-lowest/opus | tatoeba | 0.151 | 0.3 |
| lang = spa-ina | |||
| tatoeba-lower/opus | tatoeba | 0.392 | 13.8 |
| tatoeba-lowest/opus | tatoeba | 0.347 | 11.4 |
| tatoeba-zero/opus | tatoeba | 0.312 | 8.9 |
| lang = spa-kab | |||
| tatoeba-lower/opus | tatoeba | 0.175 | 1.4 |
| tatoeba-lowest/opus | tatoeba | 0.144 | 0.2 |
| lang = tur-ina | |||
| tatoeba-lower/opus | tatoeba | 0.345 | 15.0 |
| tatoeba-lowest/opus | tatoeba | 0.285 | 9.2 |
| tatoeba-zero/opus | tatoeba | 0.251 | 6.4 |
| lang = ukr-lat | |||
| ine-ine/opus | tatoeba | 0.318 | 8.3 |
| tatoeba-lower/opus | tatoeba | 0.284 | 6.1 |
| tatoeba-lowest/opus | tatoeba | 0.267 | 5.9 |
| lang = yid-deu | |||
| gem-gem/opus | tatoeba | 0.435 | 22.1 |
| gmw-gmw/opus | tatoeba | 0.386 | 18.3 |
| tatoeba-lower/opus | tatoeba | 0.386 | 17.6 |
| westgermanic/opus | tatoeba | 0.386 | 17.2 |
| ine-ine/opus | tatoeba | 0.382 | 17.5 |
| tatoeba-lowest/opus | tatoeba | 0.367 | 15.5 |
| tatoeba-zero/opus | tatoeba | 0.345 | 14.5 |
| gmw-deu/opus1m | tatoeba | 0.009 | 0.1 |
| lang = yid-fra | |||
| tatoeba-lower/opus | tatoeba | 0.381 | 20.1 |
| ine-ine/opus | tatoeba | 0.367 | 18.9 |
| tatoeba-lowest/opus | tatoeba | 0.354 | 18.4 |
| tatoeba-zero/opus | tatoeba | 0.340 | 16.3 |
| lang = yid-heb | |||
| tatoeba-lower/opus | tatoeba | 0.265 | 9.2 |
| tatoeba-lowest/opus | tatoeba | 0.256 | 8.7 |
| gmw-heb/opus1m | tatoeba | 0.056 | 0.0 |
| lang = yid-ina | |||
| tatoeba-lower/opus | tatoeba | 0.261 | 6.4 |
| tatoeba-lowest/opus | tatoeba | 0.212 | 5.6 |
| tatoeba-zero/opus | tatoeba | 0.201 | 4.7 |