update readme

README.md

@@ -1,8 +1,8 @@
 ### Model Sources
 
-- **Math Reasoning**: https://huggingface.co/LLaMAX/LLaMAX2-7B-MetaMath
-- **Commonsense Reasoning**: https://huggingface.co/LLaMAX/LLaMAX2-7B-X-CSQA
-- **Natural Language Inference**: https://huggingface.co/LLaMAX/LLaMAX2-7B-XNLI
+- **Paper**: LLaMAX: Scaling Linguistic Horizons of LLM by Enhancing Translation Capabilities Beyond 100 Languages
+- **Link**: https://arxiv.org/pdf/2407.05975
+- **Repository**: https://github.com/CONE-MT/LLaMAX/
 
 ### Model Description
 
@@ -60,7 +60,6 @@ LLaMAX3-8B-Alpaca achieves an average spBLEU score improvement of over **5 point
 | LLaMAX3-8B-Alpaca | 8B   |81.28|31.85|78.34|16.46|76.23|20.64|65.83|14.16|75.84|15.45|70.61|9.32|63.35|12.66|
 
 
-s
 ### 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)
 
@@ -76,5 +75,13 @@ We implement multiple versions of the LLaMAX model, the model links are as follo
 If our model helps your work, please cite this paper:
 
 ```
-
+@misc{lu2024llamaxscalinglinguistichorizons,
+      title={LLaMAX: Scaling Linguistic Horizons of LLM by Enhancing Translation Capabilities Beyond 100 Languages}, 
+      author={Yinquan Lu and Wenhao Zhu and Lei Li and Yu Qiao and Fei Yuan},
+      year={2024},
+      eprint={2407.05975},
+      archivePrefix={arXiv},
+      primaryClass={cs.CL},
+      url={https://arxiv.org/abs/2407.05975}, 
+}
 ```