trans Chinese comments to English

Signed-off-by: IcyFeather <mengzhuo.happy@gmail.com>

examples/government/singletask_learning_bench/objective/testenv/acc.py

@@ -17,16 +17,13 @@
 __all__ = ["acc"]
 
 def get_last_letter(input_string):
-    # 检查输入是否为空或只包含非字母字符
     if not input_string or not any(char.isalpha() for char in input_string):
         return None
 
-    # 倒序遍历字符串，找到最后一个字母
     for char in reversed(input_string):
         if 'A' <= char <= 'D':
             return char
 
-    # 如果没有找到字母，返回None
     return None
 
 
@@ -35,10 +32,8 @@ def acc(y_true, y_pred):
     y_pred = [get_last_letter(pred) for pred in y_pred]
     y_true = [get_last_letter(pred) for pred in y_true]
 
-    # 使用列表推导来比较两个列表中的元素是否相同
     same_elements = [y_pred[i] == y_true[i] for i in range(len(y_pred))]
 
-    # 计算相同元素的数量
     acc = sum(same_elements) / len(same_elements)
 
     return acc

examples/government/singletask_learning_bench/subjective/testenv/llm_judgement.py

@@ -19,29 +19,24 @@
 __all__ = ["llm_judgement"]
 
 def extract_comprehensive_score(input_str):
-    # 使用正则表达式匹配综合得分及其分数
+    # extract overall points
     match = re.search(r"'综合得分': (\d+)", input_str)
     if match:
-        # 提取分数并返回
         return int(match.group(1))
     else:
-        # 如果没有找到匹配项，返回None或其他适当的值
         return None
 
 
 @ClassFactory.register(ClassType.GENERAL, alias="llm_judgement")
 def llm_judgement(y_true, y_pred):
     y_pred = [extract_comprehensive_score(pred) for pred in y_pred]
 
-    # 过滤掉None值（如果有）
     valid_scores = [score for score in y_pred if score is not None]
 
     LOGGER.info(f"Extracted {len(valid_scores)} datas from {len(y_pred)} datas")
 
-    # 计算平均值
     if valid_scores:
         average_score = sum(valid_scores) / len(valid_scores)
         return average_score
     else:
-        # 如果没有有效的分数，返回None或其他适当的值
         return -1

examples/llm_simple_qa/README.md

@@ -17,16 +17,46 @@ The data of simple-qa example structure is:
 `train_data/data.jsonl` is empty, and the `test_data/data.jsonl` is as follows:
 
 ```
-{"question": "如果小明有5个苹果，他给了小华3个，那么小明还剩下多少个苹果？\nA. 2个\nB. 3个\nC. 4个\nD. 5个", "answer": "A"}
-{"question": "下列哪个数是最小的质数？\nA. 0\nB. 1\nC. 2\nD. 4", "answer": "C"}
-{"question": "一个长方形的长是10厘米，宽是5厘米，它的周长是多少厘米？\nA. 20厘米\nB. 30厘米\nC. 40厘米\nD. 50厘米", "answer": "B"}
-{"question": "下列哪个分数是最接近1的？\nA. 1/2\nB. 3/4\nC. 4/5\nD. 5/6", "answer": "D"}
-{"question": "如果一个数加上10等于30，那么这个数是多少？\nA. 20\nB. 21\nC. 22\nD. 23", "answer": "A"}
-{"question": "下列哪个算式的结果最大？\nA. 3 + 4\nB. 5 - 2\nC. 6 * 2\nD. 7 ÷ 2", "answer": "C"}
-{"question": "一个班级有24个学生，如果每个学生都带了2本书，那么总共有多少本书？\nA. 48本\nB. 36本\nC. 24本\nD. 12本", "answer": "A"}
-{"question": "下列哪个是正确的乘法口诀？\nA. 三三得七\nB. 四四十六\nC. 五五二十五\nD. 六六三十六", "answer": "B"}
-{"question": "如果一个数是另一个数的3倍，并且这个数是15，那么另一个数是多少？\nA. 5\nB. 10\nC. 15\nD. 45", "answer": "A"}
-{"question": "下列哪个图形的周长最长？\nA. 正方形\nB. 长方形\nC. 圆形\nD. 三角形", "answer": "C"}
+{
+  "question": "If Xiao Ming has 5 apples, and he gives 3 to Xiao Hua, how many apples does Xiao Ming have left?\nA. 2\nB. 3\nC. 4\nD. 5",
+  "answer": "A"
+}
+{
+  "question": "Which of the following numbers is the smallest prime number?\nA. 0\nB. 1\nC. 2\nD. 4",
+  "answer": "C"
+}
+{
+  "question": "A rectangle has a length of 10 centimeters and a width of 5 centimeters, what is its perimeter in centimeters?\nA. 20 centimeters\nB. 30 centimeters\nC. 40 centimeters\nD. 50 centimeters",
+  "answer": "B"
+}
+{
+  "question": "Which of the following fractions is closest to 1?\nA. 1/2\nB. 3/4\nC. 4/5\nD. 5/6",
+  "answer": "D"
+}
+{
+  "question": "If a number plus 10 equals 30, what is the number?\nA. 20\nB. 21\nC. 22\nD. 23",
+  "answer": "A"
+}
+{
+  "question": "Which of the following expressions has the largest result?\nA. 3 + 4\nB. 5 - 2\nC. 6 * 2\nD. 7 ÷ 2",
+  "answer": "C"
+}
+{
+  "question": "A class has 24 students, and if each student brings 2 books, how many books are there in total?\nA. 48\nB. 36\nC. 24\nD. 12",
+  "answer": "A"
+}
+{
+  "question": "Which of the following is the correct multiplication rhyme?\nA. Three threes are seven\nB. Four fours are sixteen\nC. Five fives are twenty-five\nD. Six sixes are thirty-six",
+  "answer": "B"
+}
+{
+  "question": "If one number is three times another number, and this number is 15, what is the other number?\nA. 5\nB. 10\nC. 15\nD. 45",
+  "answer": "A"
+}
+{
+  "question": "Which of the following shapes has the longest perimeter?\nA. Square\nB. Rectangle\nC. Circle\nD. Triangle",
+  "answer": "C"
+}
 ```
 
 ### Prepare Environment

examples/llm_simple_qa/testenv/acc.py

@@ -17,16 +17,13 @@
 __all__ = ["acc"]
 
 def get_last_letter(input_string):
-    # 检查输入是否为空或只包含非字母字符
     if not input_string or not any(char.isalpha() for char in input_string):
         return None
 
-    # 倒序遍历字符串，找到最后一个字母
     for char in reversed(input_string):
         if 'A' <= char <= 'D':
             return char
-
-    # 如果没有找到字母，返回None
+
     return None
 
 
@@ -36,10 +33,8 @@ def acc(y_true, y_pred):
     print(y_true)
     print(y_pred)
 
-    # 使用列表推导来比较两个列表中的元素是否相同
     same_elements = [y_pred[i] == y_true[i] for i in range(len(y_pred))]
 
-    # 计算相同元素的数量
     acc = sum(same_elements) / len(same_elements)
 
     return acc