Translation
Transformers
PyTorch
TensorFlow
Safetensors
marian
text2text-generation
opus-mt-tc
Eval Results (legacy)
Instructions to use Helsinki-NLP/opus-mt-tc-big-zls-itc with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Transformers
How to use Helsinki-NLP/opus-mt-tc-big-zls-itc with Transformers:
# Use a pipeline as a high-level helper # Warning: Pipeline type "translation" is no longer supported in transformers v5. # You must load the model directly (see below) or downgrade to v4.x with: # 'pip install "transformers<5.0.0' from transformers import pipeline pipe = pipeline("translation", model="Helsinki-NLP/opus-mt-tc-big-zls-itc")# Load model directly from transformers import AutoTokenizer, AutoModelForSeq2SeqLM tokenizer = AutoTokenizer.from_pretrained("Helsinki-NLP/opus-mt-tc-big-zls-itc") model = AutoModelForSeq2SeqLM.from_pretrained("Helsinki-NLP/opus-mt-tc-big-zls-itc", device_map="auto") - Notebooks
- Google Colab
- Kaggle
| bul-fra flores101-dev 0.60515 34.0 997 26706 | |
| bul-ita flores101-dev 0.53356 22.8 997 25840 | |
| bul-por flores101-dev 0.58413 31.3 997 25287 | |
| bul-ron flores101-dev 0.55870 27.9 997 25616 | |
| bul-spa flores101-dev 0.50507 22.2 997 27793 | |
| hrv-fra flores101-dev 0.59160 32.9 997 26706 | |
| hrv-ita flores101-dev 0.52624 22.6 997 25840 | |
| hrv-por flores101-dev 0.56567 29.7 997 25287 | |
| hrv-ron flores101-dev 0.53565 26.0 997 25616 | |
| hrv-spa flores101-dev 0.49356 21.2 997 27793 | |
| mkd-fra flores101-dev 0.60379 34.6 997 26706 | |
| mkd-ita flores101-dev 0.53334 23.5 997 25840 | |
| mkd-por flores101-dev 0.59103 32.9 997 25287 | |
| mkd-ron flores101-dev 0.55096 28.2 997 25616 | |
| mkd-spa flores101-dev 0.50218 22.3 997 27793 | |
| slv-fra flores101-dev 0.57857 31.1 997 26706 | |
| slv-ita flores101-dev 0.52418 22.2 997 25840 | |
| slv-por flores101-dev 0.55881 28.3 997 25287 | |
| slv-ron flores101-dev 0.53118 25.9 997 25616 | |
| slv-spa flores101-dev 0.49112 21.2 997 27793 | |
| srp_Cyrl-fra flores101-dev 0.62093 36.3 997 26706 | |
| srp_Cyrl-ita flores101-dev 0.53829 23.4 997 25840 | |
| srp_Cyrl-por flores101-dev 0.60678 34.7 997 25287 | |
| srp_Cyrl-ron flores101-dev 0.56395 29.0 997 25616 | |
| srp_Cyrl-spa flores101-dev 0.50659 22.1 997 27793 | |
| bul-fra flores101-devtest 0.60640 34.4 1012 28343 | |
| bul-ita flores101-devtest 0.54135 24.0 1012 27306 | |
| bul-por flores101-devtest 0.59322 32.4 1012 26519 | |
| bul-ron flores101-devtest 0.55558 27.1 1012 26799 | |
| bul-spa flores101-devtest 0.50962 22.4 1012 29199 | |
| hrv-fra flores101-devtest 0.59349 33.1 1012 28343 | |
| hrv-ita flores101-devtest 0.52980 23.5 1012 27306 | |
| hrv-por flores101-devtest 0.57402 30.2 1012 26519 | |
| hrv-ron flores101-devtest 0.53650 25.9 1012 26799 | |
| hrv-spa flores101-devtest 0.50161 21.5 1012 29199 | |
| mkd-fra flores101-devtest 0.60801 35.2 1012 28343 | |
| mkd-ita flores101-devtest 0.53543 23.9 1012 27306 | |
| mkd-por flores101-devtest 0.59648 33.9 1012 26519 | |
| mkd-ron flores101-devtest 0.54998 28.0 1012 26799 | |
| mkd-spa flores101-devtest 0.51079 22.8 1012 29199 | |
| slv-fra flores101-devtest 0.58233 31.5 1012 28343 | |
| slv-ita flores101-devtest 0.52390 22.4 1012 27306 | |
| slv-por flores101-devtest 0.56436 29.0 1012 26519 | |
| slv-ron flores101-devtest 0.53116 25.0 1012 26799 | |
| slv-spa flores101-devtest 0.49621 21.1 1012 29199 | |
| srp_Cyrl-fra flores101-devtest 0.62110 36.0 1012 28343 | |
| srp_Cyrl-ita flores101-devtest 0.54083 23.9 1012 27306 | |
| srp_Cyrl-por flores101-devtest 0.61248 34.9 1012 26519 | |
| srp_Cyrl-ron flores101-devtest 0.56235 28.8 1012 26799 | |
| srp_Cyrl-spa flores101-devtest 0.51698 22.8 1012 29199 | |
| hbs-spa tatoeba-test-v2020-07-28 0.73160 58.1 606 3762 | |
| hrv-spa tatoeba-test-v2020-07-28 0.71492 57.6 253 1698 | |
| slv-fra tatoeba-test-v2020-07-28 0.26482 10.3 442 3662 | |
| bul-fra tatoeba-test-v2021-03-30 0.68891 52.8 448 3689 | |
| bul-spa tatoeba-test-v2021-03-30 0.66812 49.8 288 1791 | |
| hbs-fra tatoeba-test-v2021-03-30 0.66430 48.0 479 3404 | |
| hbs-ita tatoeba-test-v2021-03-30 0.72403 53.4 537 3226 | |
| hbs-spa tatoeba-test-v2021-03-30 0.73080 58.1 615 3812 | |
| hrv-fra tatoeba-test-v2021-03-30 0.62774 44.1 261 1969 | |
| hrv-spa tatoeba-test-v2021-03-30 0.71268 57.4 261 1739 | |
| mkd-spa tatoeba-test-v2021-03-30 0.75405 62.1 223 1149 | |
| slv-fra tatoeba-test-v2021-03-30 0.26515 10.2 444 3673 | |
| srp_Latn-ita tatoeba-test-v2021-03-30 0.76034 59.5 213 1297 | |
| bul-fra tatoeba-test-v2021-08-07 0.68971 52.9 446 3669 | |
| bul-ita tatoeba-test-v2021-08-07 0.66412 45.1 2500 16951 | |
| bul-spa tatoeba-test-v2021-08-07 0.66672 49.7 286 1783 | |
| hbs-fra tatoeba-test-v2021-08-07 0.66434 48.1 474 3370 | |
| hbs-ita tatoeba-test-v2021-08-07 0.72381 53.5 534 3208 | |
| hbs-spa tatoeba-test-v2021-08-07 0.73105 58.0 607 3766 | |
| hrv-fra tatoeba-test-v2021-08-07 0.62800 44.3 258 1943 | |
| hrv-spa tatoeba-test-v2021-08-07 0.71370 57.5 254 1702 | |
| mkd-spa tatoeba-test-v2021-08-07 0.75366 62.1 217 1121 | |
| slv-fra tatoeba-test-v2021-08-07 0.26575 11.4 448 3792 | |
| srp_Latn-ita tatoeba-test-v2021-08-07 0.76045 59.6 212 1292 | |