Update README.md

README.md

@@ -1,14 +1,26 @@
 ---
 license: apache-2.0
+metrics:
+- accuracy
+pipeline_tag: text-generation
+tags:
+- multilingual
 ---
 ## MAPO: Advancing Multilingual Reasoning through Multilingual Alignment-as-Preference Optimization
-see our paper in https://arxiv.org/abs/2401.06838
 
+**🔥Our paper**
+
+https://arxiv.org/abs/2401.06838
+
+**🔥Github Project**
 
-View the Github Project:
 https://github.com/NJUNLP/MAPO
 
-Multilingual Reasoning Benchmark: https://huggingface.co/spaces/kevinpro/Open-Multilingual-Reasoning-Leaderboard
+**🔥Open Multilingual Reasoning Leaderboard**
+
+https://huggingface.co/spaces/kevinpro/Open-Multilingual-Reasoning-Leaderboard
+
+
 
 ## Benchmarks
 | System | [MSVAMP](https://huggingface.co/datasets/Mathoctopus/MSVAMP) | [MGSM](https://huggingface.co/datasets/juletxara/mgsm) | [MNumGLUESub](https://huggingface.co/datasets/Mathoctopus/MSVAMP) |
@@ -22,8 +34,8 @@ Multilingual Reasoning Benchmark: https://huggingface.co/spaces/kevinpro/Open-Mu
 | **[+ MAPO-DPO(ours)🔥](https://huggingface.co/kevinpro/MathOctopus-MAPO-DPO-7B)** | **57.4** | **41.6** | **50.4** |
 | [MetaMathOctopus 7B](https://huggingface.co/kevinpro/MetaMathOctopus-7B) | 53.0 | 45.5 | 39.2 |
 | **[+ MAPO-DPO(ours) 👑](https://huggingface.co/kevinpro/MetaMathOctopus-MAPO-DPO-7B)** | **64.7** | **51.6** | **52.9** |
-| MistralMathOctopus 7B | 59.0 | 58.0 | 56.8 |
-| **+ MAPO-DPO(ours) 👑** | **74.6** | **67.3** | **70.0** |
+| [MistralMathOctopus 7B](https://huggingface.co/kevinpro/MistralMathOctopus-7B) | 59.0 | 58.0 | 56.8 |
+| **[+ MAPO-DPO(ours) 👑](https://huggingface.co/kevinpro/MistralMathOctopus-MAPO-DPO-7B)** | **74.6** | **67.3** | **70.0** |
 
 | System | [MSVAMP](https://huggingface.co/datasets/Mathoctopus/MSVAMP) | [MGSM](https://huggingface.co/datasets/juletxara/mgsm) | [MNumGLUESub](https://huggingface.co/datasets/Mathoctopus/MSVAMP) |
 | ------ | :-------------------------------------------------------------: | :------------------------------------------------------: | :-------------------------------------------------------------: |
@@ -50,4 +62,4 @@ If you find this model helpful, feel free to cite our paper:
       archivePrefix={arXiv},
       primaryClass={cs.CL}
 }
-```
+```