Update README.md

README.md

@@ -66,7 +66,8 @@ We started the second-stage training on top of [EurusPRM-Stage1](https://hugging
 
 ## Usage
 
-Due to the training format of **EurusPRM**, a clearly separated answer should be provided to elicit a better performance. We strongly recommend use answers with each step starting with ``Step K``.
+***Due to the training format of **EurusPRM**, a clearly separated answer should be provided to elicit a better performance. We strongly recommend using answers with each step starting with ``Step K``.***
+
 We show an example leveraging **EurusPRM-Stage2** below:
 
 ```python
@@ -75,10 +76,10 @@ from transformers import AutoTokenizer,AutoModelForCausalLM
 coef=0.001
 d = {'query':'Convert the point $(0,3)$ in rectangular coordinates to polar coordinates.  Enter your answer in the form $(r,\\theta),$ where $r > 0$ and $0 \\le \\theta < 2 \\pi.$',
      'answer':[
-"Step 1: To convert the point (0,3) from rectangular coordinates to polar coordinates, we need to find the radius (r) and the angle theta (\u03b8).",
-            "Step 1: Find the radius (r). The radius is the distance from the origin (0,0) to the point (0,3). Since the x-coordinate is 0, the distance is simply the absolute value of the y-coordinate. So, r = |3| = 3.",
-            "Step 2: Find the angle theta (\u03b8). The angle theta is measured counterclockwise from the positive x-axis. Since the point (0,3) lies on the positive y-axis, the angle theta is 90 degrees or \u03c0\/2 radians.",
-            "Step 3: Write the polar coordinates. The polar coordinates are (r, \u03b8), where r > 0 and 0 \u2264 \u03b8 < 2\u03c0. In this case, r = 3 and \u03b8 = \u03c0\/2.\n\nTherefore, the polar coordinates of the point (0,3) are (3, \u03c0\/2).\n\n\n\\boxed{(3,\\frac{\\pi}{2})}"
+            "Step 1: To convert the point (0,3) from rectangular coordinates to polar coordinates, we need to find the radius (r) and the angle theta (\u03b8).",
+            "Step 2: Find the radius (r). The radius is the distance from the origin (0,0) to the point (0,3). Since the x-coordinate is 0, the distance is simply the absolute value of the y-coordinate. So, r = |3| = 3.",
+            "Step 3: Find the angle theta (\u03b8). The angle theta is measured counterclockwise from the positive x-axis. Since the point (0,3) lies on the positive y-axis, the angle theta is 90 degrees or \u03c0\/2 radians.",
+            "Step 4: Write the polar coordinates. The polar coordinates are (r, \u03b8), where r > 0 and 0 \u2264 \u03b8 < 2\u03c0. In this case, r = 3 and \u03b8 = \u03c0\/2.\n\nTherefore, the polar coordinates of the point (0,3) are (3, \u03c0\/2).\n\n\n\\boxed{(3,\\frac{\\pi}{2})}"
      ]
      }
 model = AutoModelForCausalLM.from_pretrained('PRIME-RL/EurusPRM-Stage2')