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lm-evaluation/build/lib/lm_eval/tasks/cmmlu/_default_template_yaml

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+group: cmmlu
+dataset_path: haonan-li/cmmlu
+test_split: test
+fewshot_split: dev
+fewshot_config:
+  sampler: first_n
+output_type: multiple_choice
+doc_to_text: "{{Question.strip()}}\nA. {{A}}\nB. {{B}}\nC. {{C}}\nD. {{D}}\n答案："
+doc_to_choice: ["A", "B", "C", "D"]
+doc_to_target: "{{['A', 'B', 'C', 'D'].index(Answer)}}"
+metric_list:
+  - metric: acc
+    aggregation: mean
+    higher_is_better: true
+  - metric: acc_norm
+    aggregation: mean
+    higher_is_better: true
+metadata:
+  version: 0.0

lm-evaluation/build/lib/lm_eval/tasks/cmmlu/_generate_configs.py

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+"""
+Take in a YAML, and output all other splits with this YAML
+"""
+import argparse
+import os
+
+import yaml
+from tqdm import tqdm
+
+from lm_eval.utils import eval_logger
+
+
+SUBJECTS = {
+    "agronomy": "农学",
+    "anatomy": "解剖学",
+    "ancient_chinese": "古汉语",
+    "arts": "艺术学",
+    "astronomy": "天文学",
+    "business_ethics": "商业伦理",
+    "chinese_civil_service_exam": "中国公务员考试",
+    "chinese_driving_rule": "中国驾驶规则",
+    "chinese_food_culture": "中国饮食文化",
+    "chinese_foreign_policy": "中国外交政策",
+    "chinese_history": "中国历史",
+    "chinese_literature": "中国文学",
+    "chinese_teacher_qualification": "中国教师资格",
+    "clinical_knowledge": "临床知识",
+    "college_actuarial_science": "大学精算学",
+    "college_education": "大学教育学",
+    "college_engineering_hydrology": "大学工程水文学",
+    "college_law": "大学法律",
+    "college_mathematics": "大学数学",
+    "college_medical_statistics": "大学医学统计",
+    "college_medicine": "大学医学",
+    "computer_science": "计算机科学",
+    "computer_security": "计算机安全",
+    "conceptual_physics": "概念物理学",
+    "construction_project_management": "建设工程管理",
+    "economics": "经济学",
+    "education": "教育学",
+    "electrical_engineering": "电气工程",
+    "elementary_chinese": "小学语文",
+    "elementary_commonsense": "小学常识",
+    "elementary_information_and_technology": "小学信息技术",
+    "elementary_mathematics": "初等数学",
+    "ethnology": "民族学",
+    "food_science": "食品科学",
+    "genetics": "遗传学",
+    "global_facts": "全球事实",
+    "high_school_biology": "高中生物",
+    "high_school_chemistry": "高中化学",
+    "high_school_geography": "高中地理",
+    "high_school_mathematics": "高中数学",
+    "high_school_physics": "高中物理学",
+    "high_school_politics": "高中政治",
+    "human_sexuality": "人类性行为",
+    "international_law": "国际法学",
+    "journalism": "新闻学",
+    "jurisprudence": "法理学",
+    "legal_and_moral_basis": "法律与道德基础",
+    "logical": "逻辑学",
+    "machine_learning": "机器学习",
+    "management": "管理学",
+    "marketing": "市场营销",
+    "marxist_theory": "马克思主义理论",
+    "modern_chinese": "现代汉语",
+    "nutrition": "营养学",
+    "philosophy": "哲学",
+    "professional_accounting": "专业会计",
+    "professional_law": "专业法学",
+    "professional_medicine": "专业医学",
+    "professional_psychology": "专业心理学",
+    "public_relations": "公共关系",
+    "security_study": "安全研究",
+    "sociology": "社会学",
+    "sports_science": "体育学",
+    "traditional_chinese_medicine": "中医中药",
+    "virology": "病毒学",
+    "world_history": "世界历史",
+    "world_religions": "世界宗教",
+}
+
+
+def parse_args():
+    parser = argparse.ArgumentParser()
+    parser.add_argument("--base_yaml_path", required=True)
+    parser.add_argument("--save_prefix_path", default="cmmlu")
+    parser.add_argument("--cot_prompt_path", default=None)
+    parser.add_argument("--task_prefix", default="")
+    return parser.parse_args()
+
+
+if __name__ == "__main__":
+    args = parse_args()
+
+    # get filename of base_yaml so we can `"include": ` it in our other YAMLs.
+    base_yaml_name = os.path.split(args.base_yaml_path)[-1]
+    with open(args.base_yaml_path, encoding="utf-8") as f:
+        base_yaml = yaml.full_load(f)
+
+    if args.cot_prompt_path is not None:
+        import json
+
+        with open(args.cot_prompt_path, encoding="utf-8") as f:
+            cot_file = json.load(f)
+
+    for subject_eng, subject_zh in tqdm(SUBJECTS.items()):
+        if args.cot_prompt_path is not None:
+            description = cot_file[subject_eng]
+        else:
+            description = (
+                f"以下是关于{subject_zh}的单项选择题，请直接给出正确答案的选项。\n\n"
+            )
+
+        yaml_dict = {
+            "include": base_yaml_name,
+            "task": f"cmmlu_{args.task_prefix}_{subject_eng}"
+            if args.task_prefix != ""
+            else f"cmmlu_{subject_eng}",
+            "dataset_name": subject_eng,
+            "description": description,
+        }
+
+        file_save_path = args.save_prefix_path + f"_{subject_eng}.yaml"
+        eval_logger.info(f"Saving yaml for subset {subject_eng} to {file_save_path}")
+        with open(file_save_path, "w", encoding="utf-8") as yaml_file:
+            yaml.dump(
+                yaml_dict,
+                yaml_file,
+                width=float("inf"),
+                allow_unicode=True,
+                default_style='"',
+            )

lm-evaluation/build/lib/lm_eval/tasks/cmmlu/cmmlu_default_anatomy.yaml

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+"dataset_name": "anatomy"
+"description": "以下是关于解剖学的单项选择题，请直接给出正确答案的选项。\n\n"
+"include": "_default_template_yaml"
+"task": "cmmlu_anatomy"

lm-evaluation/build/lib/lm_eval/tasks/cmmlu/cmmlu_default_ancient_chinese.yaml

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+"dataset_name": "ancient_chinese"
+"description": "以下是关于古汉语的单项选择题，请直接给出正确答案的选项。\n\n"
+"include": "_default_template_yaml"
+"task": "cmmlu_ancient_chinese"

lm-evaluation/build/lib/lm_eval/tasks/cmmlu/cmmlu_default_arts.yaml

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+"dataset_name": "arts"
+"description": "以下是关于艺术学的单项选择题，请直接给出正确答案的选项。\n\n"
+"include": "_default_template_yaml"
+"task": "cmmlu_arts"

lm-evaluation/build/lib/lm_eval/tasks/cmmlu/cmmlu_default_astronomy.yaml

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+"dataset_name": "astronomy"
+"description": "以下是关于天文学的单项选择题，请直接给出正确答案的选项。\n\n"
+"include": "_default_template_yaml"
+"task": "cmmlu_astronomy"

lm-evaluation/build/lib/lm_eval/tasks/cmmlu/cmmlu_default_business_ethics.yaml

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+"dataset_name": "business_ethics"
+"description": "以下是关于商业伦理的单项选择题，请直接给出正确答案的选项。\n\n"
+"include": "_default_template_yaml"
+"task": "cmmlu_business_ethics"

lm-evaluation/build/lib/lm_eval/tasks/cmmlu/cmmlu_default_chinese_civil_service_exam.yaml

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+"dataset_name": "chinese_civil_service_exam"
+"description": "以下是关于中国公务员考试的单项选择题，请直接给出正确答案的选项。\n\n"
+"include": "_default_template_yaml"
+"task": "cmmlu_chinese_civil_service_exam"

lm-evaluation/build/lib/lm_eval/tasks/cmmlu/cmmlu_default_chinese_foreign_policy.yaml

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+"dataset_name": "chinese_foreign_policy"
+"description": "以下是关于中国外交政策的单项选择题，请直接给出正确答案的选项。\n\n"
+"include": "_default_template_yaml"
+"task": "cmmlu_chinese_foreign_policy"

lm-evaluation/build/lib/lm_eval/tasks/cmmlu/cmmlu_default_chinese_history.yaml

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+"dataset_name": "chinese_history"
+"description": "以下是关于中国历史的单项选择题，请直接给出正确答案的选项。\n\n"
+"include": "_default_template_yaml"
+"task": "cmmlu_chinese_history"

lm-evaluation/build/lib/lm_eval/tasks/cmmlu/cmmlu_default_chinese_literature.yaml

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+"dataset_name": "chinese_literature"
+"description": "以下是关于中国文学的单项选择题，请直接给出正确答案的选项。\n\n"
+"include": "_default_template_yaml"
+"task": "cmmlu_chinese_literature"

lm-evaluation/build/lib/lm_eval/tasks/cmmlu/cmmlu_default_chinese_teacher_qualification.yaml

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+"dataset_name": "chinese_teacher_qualification"
+"description": "以下是关于中国教师资格的单项选择题，请直接给出正确答案的选项。\n\n"
+"include": "_default_template_yaml"
+"task": "cmmlu_chinese_teacher_qualification"

lm-evaluation/build/lib/lm_eval/tasks/cmmlu/cmmlu_default_clinical_knowledge.yaml

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+"dataset_name": "clinical_knowledge"
+"description": "以下是关于临床知识的单项选择题，请直接给出正确答案的选项。\n\n"
+"include": "_default_template_yaml"
+"task": "cmmlu_clinical_knowledge"

lm-evaluation/build/lib/lm_eval/tasks/cmmlu/cmmlu_default_college_education.yaml

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+"dataset_name": "college_education"
+"description": "以下是关于大学教育学的单项选择题，请直接给出正确答案的选项。\n\n"
+"include": "_default_template_yaml"
+"task": "cmmlu_college_education"

lm-evaluation/build/lib/lm_eval/tasks/cmmlu/cmmlu_default_college_engineering_hydrology.yaml

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+"dataset_name": "college_engineering_hydrology"
+"description": "以下是关于大学工程水文学的单项选择题，请直接给出正确答案的选项。\n\n"
+"include": "_default_template_yaml"
+"task": "cmmlu_college_engineering_hydrology"

lm-evaluation/build/lib/lm_eval/tasks/cmmlu/cmmlu_default_college_law.yaml

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+"dataset_name": "college_law"
+"description": "以下是关于大学法律的单项选择题，请直接给出正确答案的选项。\n\n"
+"include": "_default_template_yaml"
+"task": "cmmlu_college_law"

lm-evaluation/build/lib/lm_eval/tasks/cmmlu/cmmlu_default_college_mathematics.yaml

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+"dataset_name": "college_mathematics"
+"description": "以下是关于大学数学的单项选择题，请直接给出正确答案的选项。\n\n"
+"include": "_default_template_yaml"
+"task": "cmmlu_college_mathematics"

lm-evaluation/build/lib/lm_eval/tasks/cmmlu/cmmlu_default_college_medical_statistics.yaml

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+"dataset_name": "college_medical_statistics"
+"description": "以下是关于大学医学统计的单项选择题，请直接给出正确答案的选项。\n\n"
+"include": "_default_template_yaml"
+"task": "cmmlu_college_medical_statistics"

lm-evaluation/build/lib/lm_eval/tasks/cmmlu/cmmlu_default_college_medicine.yaml

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+"dataset_name": "college_medicine"
+"description": "以下是关于大学医学的单项选择题，请直接给出正确答案的选项。\n\n"
+"include": "_default_template_yaml"
+"task": "cmmlu_college_medicine"

lm-evaluation/build/lib/lm_eval/tasks/cmmlu/cmmlu_default_computer_science.yaml

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+"dataset_name": "computer_science"
+"description": "以下是关于计算机科学的单项选择题，请直接给出正确答案的选项。\n\n"
+"include": "_default_template_yaml"
+"task": "cmmlu_computer_science"

lm-evaluation/build/lib/lm_eval/tasks/cmmlu/cmmlu_default_computer_security.yaml

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+"dataset_name": "computer_security"
+"description": "以下是关于计算机安全的单项选择题，请直接给出正确答案的选项。\n\n"
+"include": "_default_template_yaml"
+"task": "cmmlu_computer_security"

lm-evaluation/build/lib/lm_eval/tasks/cmmlu/cmmlu_default_conceptual_physics.yaml

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+"dataset_name": "conceptual_physics"
+"description": "以下是关于概念物理学的单项选择题，请直接给出正确答案的选项。\n\n"
+"include": "_default_template_yaml"
+"task": "cmmlu_conceptual_physics"

lm-evaluation/build/lib/lm_eval/tasks/cmmlu/cmmlu_default_construction_project_management.yaml

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+"dataset_name": "construction_project_management"
+"description": "以下是关于建设工程管理的单项选择题，请直接给出正确答案的选项。\n\n"
+"include": "_default_template_yaml"
+"task": "cmmlu_construction_project_management"

lm-evaluation/build/lib/lm_eval/tasks/cmmlu/cmmlu_default_economics.yaml

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+"dataset_name": "economics"
+"description": "以下是关于经济学的单项选择题，请直接给出正确答案的选项。\n\n"
+"include": "_default_template_yaml"
+"task": "cmmlu_economics"

lm-evaluation/build/lib/lm_eval/tasks/cmmlu/cmmlu_default_education.yaml

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+"dataset_name": "education"
+"description": "以下是关于教育学的单项选择题，请直接给出正确答案的选项。\n\n"
+"include": "_default_template_yaml"
+"task": "cmmlu_education"

lm-evaluation/build/lib/lm_eval/tasks/cmmlu/cmmlu_default_electrical_engineering.yaml

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+"dataset_name": "electrical_engineering"
+"description": "以下是关于电气工程的单项选择题，请直接给出正确答案的选项。\n\n"
+"include": "_default_template_yaml"
+"task": "cmmlu_electrical_engineering"

lm-evaluation/build/lib/lm_eval/tasks/cmmlu/cmmlu_default_elementary_chinese.yaml

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+"dataset_name": "elementary_chinese"
+"description": "以下是关于小学语文的单项选择题，请直接给出正确答案的选项。\n\n"
+"include": "_default_template_yaml"
+"task": "cmmlu_elementary_chinese"

lm-evaluation/build/lib/lm_eval/tasks/cmmlu/cmmlu_default_elementary_information_and_technology.yaml

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+"dataset_name": "elementary_information_and_technology"
+"description": "以下是关于小学信息技术的单项选择题，请直接给出正确答案的选项。\n\n"
+"include": "_default_template_yaml"
+"task": "cmmlu_elementary_information_and_technology"

lm-evaluation/build/lib/lm_eval/tasks/cmmlu/cmmlu_default_food_science.yaml

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+"dataset_name": "food_science"
+"description": "以下是关于食品科学的单项选择题，请直接给出正确答案的选项。\n\n"
+"include": "_default_template_yaml"
+"task": "cmmlu_food_science"

lm-evaluation/build/lib/lm_eval/tasks/cmmlu/cmmlu_default_genetics.yaml

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+"dataset_name": "genetics"
+"description": "以下是关于遗传学的单项选择题，请直接给出正确答案的选项。\n\n"
+"include": "_default_template_yaml"
+"task": "cmmlu_genetics"

lm-evaluation/build/lib/lm_eval/tasks/cmmlu/cmmlu_default_global_facts.yaml

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+"dataset_name": "global_facts"
+"description": "以下是关于全球事实的单项选择题，请直接给出正确答案的选项。\n\n"
+"include": "_default_template_yaml"
+"task": "cmmlu_global_facts"

lm-evaluation/build/lib/lm_eval/tasks/cmmlu/cmmlu_default_high_school_biology.yaml

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+"dataset_name": "high_school_biology"
+"description": "以下是关于高中生物的单项选择题，请直接给出正确答案的选项。\n\n"
+"include": "_default_template_yaml"
+"task": "cmmlu_high_school_biology"

lm-evaluation/build/lib/lm_eval/tasks/cmmlu/cmmlu_default_high_school_chemistry.yaml

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+"dataset_name": "high_school_chemistry"
+"description": "以下是关于高中化学的单项选择题，请直接给出正确答案的选项。\n\n"
+"include": "_default_template_yaml"
+"task": "cmmlu_high_school_chemistry"

lm-evaluation/build/lib/lm_eval/tasks/cmmlu/cmmlu_default_high_school_geography.yaml

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+"dataset_name": "high_school_geography"
+"description": "以下是关于高中地理的单项选择题，请直接给出正确答案的选项。\n\n"
+"include": "_default_template_yaml"
+"task": "cmmlu_high_school_geography"

lm-evaluation/build/lib/lm_eval/tasks/cmmlu/cmmlu_default_high_school_mathematics.yaml

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+"dataset_name": "high_school_mathematics"
+"description": "以下是关于高中数学的单项选择题，请直接给出正确答案的选项。\n\n"
+"include": "_default_template_yaml"
+"task": "cmmlu_high_school_mathematics"

lm-evaluation/build/lib/lm_eval/tasks/cmmlu/cmmlu_default_high_school_politics.yaml

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+"dataset_name": "high_school_politics"
+"description": "以下是关于高中政治的单项选择题，请直接给出正确答案的选项。\n\n"
+"include": "_default_template_yaml"
+"task": "cmmlu_high_school_politics"

lm-evaluation/build/lib/lm_eval/tasks/cmmlu/cmmlu_default_international_law.yaml

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+"dataset_name": "international_law"
+"description": "以下是关于国际法学的单项选择题，请直接给出正确答案的选项。\n\n"
+"include": "_default_template_yaml"
+"task": "cmmlu_international_law"

lm-evaluation/build/lib/lm_eval/tasks/cmmlu/cmmlu_default_journalism.yaml

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+"dataset_name": "journalism"
+"description": "以下是关于新闻学的单项选择题，请直接给出正确答案的选项。\n\n"
+"include": "_default_template_yaml"
+"task": "cmmlu_journalism"

lm-evaluation/build/lib/lm_eval/tasks/cmmlu/cmmlu_default_jurisprudence.yaml

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+"dataset_name": "jurisprudence"
+"description": "以下是关于法理学的单项选择题，请直接给出正确答案的选项。\n\n"
+"include": "_default_template_yaml"
+"task": "cmmlu_jurisprudence"

lm-evaluation/build/lib/lm_eval/tasks/cmmlu/cmmlu_default_legal_and_moral_basis.yaml

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+"dataset_name": "legal_and_moral_basis"
+"description": "以下是关于法律与道德基础的单项选择题，请直接给出正确答案的选项。\n\n"
+"include": "_default_template_yaml"
+"task": "cmmlu_legal_and_moral_basis"

lm-evaluation/build/lib/lm_eval/tasks/cmmlu/cmmlu_default_logical.yaml

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+"dataset_name": "logical"
+"description": "以下是关于逻辑学的单项选择题，请直接给出正确答案的选项。\n\n"
+"include": "_default_template_yaml"
+"task": "cmmlu_logical"

lm-evaluation/build/lib/lm_eval/tasks/cmmlu/cmmlu_default_machine_learning.yaml

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+"dataset_name": "machine_learning"
+"description": "以下是关于机器学习的单项选择题，请直接给出正确答案的选项。\n\n"
+"include": "_default_template_yaml"
+"task": "cmmlu_machine_learning"

lm-evaluation/build/lib/lm_eval/tasks/cmmlu/cmmlu_default_marketing.yaml

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+"dataset_name": "marketing"
+"description": "以下是关于市场营销的单项选择题，请直接给出正确答案的选项。\n\n"
+"include": "_default_template_yaml"
+"task": "cmmlu_marketing"

lm-evaluation/build/lib/lm_eval/tasks/cmmlu/cmmlu_default_marxist_theory.yaml

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+"dataset_name": "marxist_theory"
+"description": "以下是关于马克思主义理论的单项选择题，请直接给出正确答案的选项。\n\n"
+"include": "_default_template_yaml"
+"task": "cmmlu_marxist_theory"

lm-evaluation/build/lib/lm_eval/tasks/cmmlu/cmmlu_default_modern_chinese.yaml

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+"dataset_name": "modern_chinese"
+"description": "以下是关于现代汉语的单项选择题，请直接给出正确答案的选项。\n\n"
+"include": "_default_template_yaml"
+"task": "cmmlu_modern_chinese"

lm-evaluation/build/lib/lm_eval/tasks/cmmlu/cmmlu_default_nutrition.yaml

@@ -0,0 +1,4 @@
+"dataset_name": "nutrition"
+"description": "以下是关于营养学的单项选择题，请直接给出正确答案的选项。\n\n"
+"include": "_default_template_yaml"
+"task": "cmmlu_nutrition"

lm-evaluation/build/lib/lm_eval/tasks/cmmlu/cmmlu_default_professional_accounting.yaml

@@ -0,0 +1,4 @@
+"dataset_name": "professional_accounting"
+"description": "以下是关于专业会计的单项选择题，请直接给出正确答案的选项。\n\n"
+"include": "_default_template_yaml"
+"task": "cmmlu_professional_accounting"

lm-evaluation/build/lib/lm_eval/tasks/cmmlu/cmmlu_default_professional_law.yaml

@@ -0,0 +1,4 @@
+"dataset_name": "professional_law"
+"description": "以下是关于专业法学的单项选择题，请直接给出正确答案的选项。\n\n"
+"include": "_default_template_yaml"
+"task": "cmmlu_professional_law"

lm-evaluation/build/lib/lm_eval/tasks/cmmlu/cmmlu_default_professional_psychology.yaml

@@ -0,0 +1,4 @@
+"dataset_name": "professional_psychology"
+"description": "以下是关于专业心理学的单项选择题，请直接给出正确答案的选项。\n\n"
+"include": "_default_template_yaml"
+"task": "cmmlu_professional_psychology"

lm-evaluation/build/lib/lm_eval/tasks/cmmlu/cmmlu_default_public_relations.yaml

@@ -0,0 +1,4 @@
+"dataset_name": "public_relations"
+"description": "以下是关于公共关系的单项选择题，请直接给出正确答案的选项。\n\n"
+"include": "_default_template_yaml"
+"task": "cmmlu_public_relations"