update leaderboard

utils.py

@@ -27,17 +27,21 @@ COLUMN_NAMES = MODEL_INFO
 
 LEADERBORAD_INTRODUCTION = """# Science Leaderboard
     
-    *"Which large language model is the BEST on scinece and engineering?"*  
+    **"Which large language model is the BEST on scinece and engineering?"**<br>
     🏆 Welcome to the **Science** leaderboard! The leaderboard covers the most popular evaluation for different science subjects including math, phyiscs, biology, chemistry, computer science, finance.
     <div style="display: flex; flex-wrap: wrap; align-items: center; gap: 10px;">
     </div>
     The evaluation set from the following datasets are being included in the leaderboard.
     <ul>
-        <li> MATH: this contains the test set of 5000 questions from American Math contest covering different fields like algebra, calculus, statistics, geometry, linear algebra, number theory.
-        <li> GSM8K: this contains the test set of 1320 questions from grade school math word problems. This dataset is mainly covering algebra problems.
-        <li> TheoremQA: this contains the test set of 800 questions collected from college-level exams. This covers math, physics, engineering and finance.
-        <li> GPQA: this contains the test of 198 questions from college-level dataset GPQA-diamond. This covers many fields like chemistry, genetics, biology, etc.
+        <li> MATH (4-shot): this contains the test set of 5000 questions from American Math contest covering different fields like algebra, calculus, statistics, geometry, linear algebra, number theory.
+        <li> GSM8K (4-shot): this contains the test set of 1320 questions from grade school math word problems. This dataset is mainly covering algebra problems.
+        <li> TheoremQA (5-shot): this contains the test set of 800 questions collected from college-level exams. This covers math, physics, engineering and finance.
+        <li> GPQA (5-shot): this contains the test of 198 questions from college-level dataset GPQA-diamond. This covers many fields like chemistry, genetics, biology, etc.
     </ul>
+
+    **"How to evaluate your model and submit your results?"**<br>
+    Please refer to the guideline in <a href="https://github.com/TIGER-AI-Lab/MAmmoTH/blob/main/math_eval/README.md">Github</a> to evaluate your own model.
+
     <a href='https://hits.seeyoufarm.com'><img src='https://hits.seeyoufarm.com/api/count/incr/badge.svg?url=https%3A%2F%2Fhuggingface.co%2Fspaces%2FTIGER-Lab%2FTheoremQA-Leaderboard&count_bg=%23C7C83D&title_bg=%23555555&icon=&icon_color=%23E7E7E7&title=hits&edge_flat=false'></a>
     """