# Standardized Preprocessing

This is a Hebrew-to-English machine translation model based on the Transformer architecture, developed by the Helsinki-NLP team.

This is an Arabic-to-German machine translation model based on the transformer-align architecture, supporting multiple Arabic dialects.

opus-mt-en-ig is a machine translation model based on the transformer-align architecture, supporting translation tasks from English (en) to Igbo (ig).

This is a Transformer-based machine translation model for French (fr) to Igbo (ig), developed by the Helsinki-NLP team.

A Transformer-based machine translation model for Spanish to Igbo, developed by the Helsinki-NLP team and trained using the OPUS dataset.

A Transformer-based machine translation model from English to Tok Pisin, developed by the Helsinki-NLP team.

This is a machine translation model based on the Transformer architecture, supporting translation from English to various Creole and Pidgin mixed languages, including Antillean Creole, Haitian Creole, and Mauritian Creole.

This is a machine translation model based on the Transformer architecture, designed to translate English (en) to Kwangali (kwn) language.

Transformer-based English to Lozi machine translation model developed by the Helsinki-NLP team

This is a multilingual translation model based on the Transformer architecture, supporting translation tasks from various Afro-Asiatic languages to English.

opus-mt-en-lue is a machine translation model based on the Transformer architecture, specifically designed for translating English to Lue.

opus-mt-en-lg is a machine translation model based on the Transformer architecture, designed to translate English (en) to Luganda (lg). This model was developed and released by the Helsinki University Natural Language Processing team (Helsinki-NLP).

Transformer alignment model trained on OPUS dataset for French to Taiwanese language translation tasks

A machine translation model trained on the OPUS dataset for English to Kwy language translation, using transformer-align architecture

A Transformer-based English to Xhosa machine translation model developed by the Helsinki-NLP team, trained using the OPUS dataset.

A Transformer-based machine translation model for English to Nigerian languages (ng), developed by the Helsinki-NLP team.

opus-mt-tw-fi is a machine translation model based on the transformer-align architecture, specifically designed for translating Ghana's Twi language (tw) into Finnish (fi).

opus-mt-fr-tum is a machine translation model based on the Transformer architecture, specifically designed for translation tasks from French (fr) to Tumbuka (tum).

A Transformer-based English to Mizo (Lushai) machine translation model developed by the Helsinki-NLP team.

opus-mt-fr-ht is a machine translation model based on the transformer-align architecture, specifically designed for translating French into Haitian Creole.

This is a machine translation model based on the Transformer architecture, specifically designed for translating English to Swahili.

This is a Transformer-based machine translation model from Arabic to Polish, developed by the Helsinki-NLP team.

English to Lingala machine translation model trained on OPUS dataset, using transformer-align architecture

This is a Transformer-based machine translation model for French to Tongan, developed by the Helsinki-NLP team.

A Transformer-based machine translation model for French to Sango, developed by the Helsinki-NLP team.

opus-mt-fr-swc is a machine translation model based on the Transformer architecture, specifically designed for translating French (fr) to the Congo dialect of Swahili (swc). Developed by the University of Helsinki NLP team, it is part of the OPUS-MT project.

A Transformer-based neural machine translation model for French to American Sign Language (ASE), developed by the Helsinki-NLP team.

This is a Transformer-based machine translation model specifically designed for translation tasks from Gaa (gaa) to Finnish (fi).

This is a Hebrew-to-Arabic machine translation model based on the Transformer architecture, developed by the Helsinki-NLP team.

This is a machine translation model from Chinese to German based on the transformer-align architecture, supporting translation from various Chinese dialect variants such as Mandarin and Cantonese to German.

This is a machine translation model trained on the OPUS dataset for English to Shona, using the transformer-align architecture, supporting standardized preprocessing and SentencePiece tokenization.

opus-mt-en-bi is a machine translation model based on the Transformer architecture, specifically designed for translating English (en) to Bislama (bi). This model was developed by the University of Helsinki NLP team as part of the OPUS-MT project.

opus-mt-en-ti is a machine translation model based on the Transformer architecture, specifically designed for translating English (en) to Tigrinya (ti).

A Transformer-based machine translation model for English to Lunda, developed by the Helsinki-NLP team.

This is a Transformer-based machine translation model specifically designed for translation tasks from Ewe (ee) to Swedish (sv).

A Transformer-based English-to-Multidialectal Chinese translation model supporting translation tasks from English to 13 Chinese variants

A Transformer-based machine translation model from English to Ponapean, developed by the Helsinki-NLP team.

This is a machine translation model from Russian to Armenian based on the transformer-align architecture, developed by the Helsinki-NLP team.

This is a multilingual translation model based on the Transformer architecture, supporting translations from Guadeloupean Creole, Haitian Creole, and Mauritian Creole to English.

OPUS-MT machine translation model for English to Ilocano, based on Transformer architecture and trained using the OPUS dataset.