Aya Model: An Instruction Finetuned Open-Access Multilingual Language Model
About
Recent breakthroughs in large language models (LLMs) have centered around a handful of data-rich languages. What does it take to broaden access to breakthroughs beyond first-class citizen languages? Our work introduces Aya, a massively multilingual generative language model that follows instructions in 101 languages of which over 50% are considered as lower-resourced. Aya outperforms mT0 and BLOOMZ on the majority of tasks while covering double the number of languages. We introduce extensive new evaluation suites that broaden the state-of-art for multilingual eval across 99 languages -- including discriminative and generative tasks, human evaluation, and simulated win rates that cover both held-out tasks and in-distribution performance. Furthermore, we conduct detailed investigations on the optimal finetuning mixture composition, data pruning, as well as the toxicity, bias, and safety of our models. We open-source our instruction datasets and our model at https://hf.co/CohereForAI/aya-101
Related benchmarks
| Task | Dataset | Result | Rank | |
|---|---|---|---|---|
| Machine Translation | FLORES | Average Score83.85 | 47 | |
| Machine Translation (En→X) | Multilingual Intersection High Resource | COMET-2287 | 27 | |
| Machine Translation (En→X) | Multilingual Intersection Medium Resource | COMET-22 Score87.54 | 27 | |
| Machine Translation | FLORES High Resource | En->X BLEU22.75 | 27 | |
| Machine Translation | FLORES Medium Resource | BLEU (En→X)20.02 | 27 | |
| Machine Translation (X→En) | Multilingual Intersection High Resource | COMET-22 Score86.55 | 27 | |
| Machine Translation (X→En) | Multilingual Intersection Medium Resource | COMET-22 Score87.32 | 27 | |
| Machine Translation (X→En) | Multilingual Intersection Low Resource | COMET-22 Score85.71 | 24 | |
| Machine Translation (X→Zh) | Multilingual Intersection High Resource | COMET-22 Score83.29 | 24 | |
| Machine Translation (X→Zh) | Multilingual Intersection Medium Resource | COMET-22 Score83.26 | 24 |