Update README.md

README.md

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 ---
 license: afl-3.0
 ---
+
+
+# afro-xlmr-small
+
+AfroXLMR-base was created by [first reducing the vocabulary token size](https://aclanthology.org/2020.sustainlp-1.16/) of XLM-R-base from 250K to 70k, followed by MLM adaptation on 17 African languages (Afrikaans, Amharic, Hausa, Igbo, Malagasy, Chichewa, Oromo, Naija, Kinyarwanda, Kirundi, Shona, Somali, Sesotho, Swahili, isiXhosa, Yoruba, and isiZulu) covering the major African language families and 3 high resource languages (Arabic, French, and English). 
+
+## Eval results on MasakhaNER (F-score)
+language| XLM-R-miniLM| XLM-R-base |XLM-R-large| afro-xlmr-base | afro-xlmr-small | afro-xlmr-mini
+-|-|-|-|-|-|-
+amh |69.5|70.6|76.2|76.1|70.1|69.7
+hau |74.5|89.5|90.5|91.2|91.4|87.7
+ibo |81.9|84.8|84.1|87.4|86.6|83.5
+kin |68.6|73.3|73.8|78.0|77.5|74.1
+lug |64.7|79.7|81.6|82.9|83.2|77.4
+luo |11.7|74.9|73.6|75.1|75.4|17.5
+pcm |83.2|87.3|89.0|89.6|89.0|85.5
+swa |86.3|87.4|89.4|88.6|88.7|86.0
+wol |51.7|63.9|67.9|67.4|65.9|59.0
+yor |72.0|78.3|78.9|82.1|81.3|75.1
+
+### BibTeX entry and citation info
+```
+@misc{afro_maft,
+  doi = {10.48550/ARXIV.2204.06487},
+  url = {https://arxiv.org/abs/2204.06487},
+  author = {Alabi, Jesujoba O. and Adelani, David Ifeoluwa and Mosbach, Marius and Klakow, Dietrich},
+  keywords = {Computation and Language (cs.CL), FOS: Computer and information sciences, FOS: Computer and information sciences},
+  title = {Multilingual Language Model Adaptive Fine-Tuning: A Study on African Languages},
+  publisher = {arXiv},
+  year = {2022},
+  copyright = {Creative Commons Attribution 4.0 International}
+}
+
+```
+
+