Model Sources

Paper: LLaMAX2: Your Translation-Enhanced Model Also Performs Well in Reasoning
Link: https://arxiv.org/pdf/2510.09189 (new version coming soon)
Repository: https://github.com/CONE-MT/LLaMAX2.0

Model Description

GlotMAX is a language model with powerful multilingual capabilities and strong reasoning.

GlotMAX series models start from Qwen3-8B instruct models with layer-slective tuning using small amount of parallel data alone.

Meanwhile, comprehensive testing on 16 reasoning tasks, such as bbeh, Livecodebench, Olymmath and so on, shows that it surpasses existing translation-enhanced models and performs on par with Qwen3 instruct models.

🔥 Excellent Translation Performance

GlotMAX-101-8B achieves an average spBLEU score improvement of over 5 points compared to the Qwen3-8B model on the Flores-101 dataset.

Supported Languages

Akrikaans (af), Amharic (am), Arabic (ar), Armenian (hy), Assamese (as), Asturian (ast), Azerbaijani (az), Belarusian (be), Bengali (bn), Bosnian (bs), Bulgarian (bg), Burmese (my), Catalan (ca), Cebuano (ceb), Chinese Simpl (zho), Chinese Trad (zho), Croatian (hr), Czech (cs), Danish (da), Dutch (nl), English (en), Estonian (et), Filipino (tl), Finnish (fi), French (fr), Fulah (ff), Galician (gl), Ganda (lg), Georgian (ka), German (de), Greek (el), Gujarati (gu), Hausa (ha), Hebrew (he), Hindi (hi), Hungarian (hu), Icelandic (is), Igbo (ig), Indonesian (id), Irish (ga), Italian (it), Japanese (ja), Javanese (jv), Kabuverdianu (kea), Kamba (kam), Kannada (kn), Kazakh (kk), Khmer (km), Korean (ko), Kyrgyz (ky), Lao (lo), Latvian (lv), Lingala (ln), Lithuanian (lt), Luo (luo), Luxembourgish (lb), Macedonian (mk), Malay (ms), Malayalam (ml), Maltese (mt), Maori (mi), Marathi (mr), Mongolian (mn), Nepali (ne), Northern Sotho (ns), Norwegian (no), Nyanja (ny), Occitan (oc), Oriya (or), Oromo (om), Pashto (ps), Persian (fa), Polish (pl), Portuguese (pt), Punjabi (pa), Romanian (ro), Russian (ru), Serbian (sr), Shona (sn), Sindhi (sd), Slovak (sk), Slovenian (sl), Somali (so), Sorani Kurdish (ku), Spanish (es), Swahili (sw), Swedish (sv), Tajik (tg), Tamil (ta), Telugu (te), Thai (th), Turkish (tr), Ukrainian (uk), Umbundu (umb), Urdu (ur), Uzbek (uz), Vietnamese (vi), Welsh (cy), Wolof (wo), Xhosa (xh), Yoruba (yo), Zulu (zu)

Model Index

We implement multiple versions of the GlotMAX model, the model links are as follows:

Model	GlotMAX
GlotMAX-17-8B	Link
GlotMAX-17-14B	Link
👉 GlotMAX-101-8B	Link
GlotMAX-101-14B	Link

Citation

If our model helps your work, please cite this paper:

@misc{gaoLLaMAX2YourTranslationEnhanced2025,
  title = {{{LLaMAX2}}: {{Your Translation-Enhanced Model}} Also {{Performs Well}} in {{Reasoning}}},
  shorttitle = {{{LLaMAX2}}},
  author = {Gao, Changjiang and Huang, Zixian and Gong, Jingyang and Huang, Shujian and Li, Lei and Yuan, Fei},
  year = {2025},
  month = oct,
  number = {arXiv:2510.09189},
  eprint = {2510.09189},
  primaryclass = {cs},
  publisher = {arXiv},
  doi = {10.48550/arXiv.2510.09189},
  archiveprefix = {arXiv}
}