Update MMLU-ProX task (#3174)

* update MMLU_ProX

* update MMLU_ProX

* cleanup code by pre-commit

lm_eval/tasks/mmlu_prox/zh/mmlu_prox_lite_zh_health.yaml

+description: '以下是关于健康的选择题（带有答案）。请逐步思考，然后以"答案是 (X)"结束您的回答，其中X是正确的选项字母。
+
+  '
+include: _zh_lite_template_yaml
+task: mmlu_prox_lite_zh_health
+task_alias: health
+process_docs: !function utils.process_health

lm_eval/tasks/mmlu_prox/zh/mmlu_prox_lite_zh_history.yaml

+description: '以下是关于历史的选择题（带有答案）。请逐步思考，然后以"答案是 (X)"结束您的回答，其中X是正确的选项字母。
+
+  '
+include: _zh_lite_template_yaml
+task: mmlu_prox_lite_zh_history
+task_alias: history
+process_docs: !function utils.process_history

lm_eval/tasks/mmlu_prox/zh/mmlu_prox_lite_zh_law.yaml

+description: '以下是关于法律的选择题（带有答案）。请逐步思考，然后以"答案是 (X)"结束您的回答，其中X是正确的选项字母。
+
+  '
+include: _zh_lite_template_yaml
+task: mmlu_prox_lite_zh_law
+task_alias: law
+process_docs: !function utils.process_law

lm_eval/tasks/mmlu_prox/zh/mmlu_prox_lite_zh_math.yaml

+description: '以下是关于数学的选择题（带有答案）。请逐步思考，然后以"答案是 (X)"结束您的回答，其中X是正确的选项字母。
+
+  '
+include: _zh_lite_template_yaml
+task: mmlu_prox_lite_zh_math
+task_alias: math
+process_docs: !function utils.process_math

lm_eval/tasks/mmlu_prox/zh/mmlu_prox_lite_zh_other.yaml

+description: '以下是关于其他的选择题（带有答案）。请逐步思考，然后以"答案是 (X)"结束您的回答，其中X是正确的选项字母。
+
+  '
+include: _zh_lite_template_yaml
+task: mmlu_prox_lite_zh_other
+task_alias: other
+process_docs: !function utils.process_other

lm_eval/tasks/mmlu_prox/zh/mmlu_prox_lite_zh_philosophy.yaml

+description: '以下是关于哲学的选择题（带有答案）。请逐步思考，然后以"答案是 (X)"结束您的回答，其中X是正确的选项字母。
+
+  '
+include: _zh_lite_template_yaml
+task: mmlu_prox_lite_zh_philosophy
+task_alias: philosophy
+process_docs: !function utils.process_philosophy

lm_eval/tasks/mmlu_prox/zh/mmlu_prox_lite_zh_physics.yaml

+description: '以下是关于物理学的选择题（带有答案）。请逐步思考，然后以"答案是 (X)"结束您的回答，其中X是正确的选项字母。
+
+  '
+include: _zh_lite_template_yaml
+task: mmlu_prox_lite_zh_physics
+task_alias: physics
+process_docs: !function utils.process_physics

lm_eval/tasks/mmlu_prox/zh/mmlu_prox_lite_zh_psychology.yaml

+description: '以下是关于心理学的选择题（带有答案）。请逐步思考，然后以"答案是 (X)"结束您的回答，其中X是正确的选项字母。
+
+  '
+include: _zh_lite_template_yaml
+task: mmlu_prox_lite_zh_psychology
+task_alias: psychology
+process_docs: !function utils.process_psychology

lm_eval/tasks/mmlu_prox/zu/_mmlu_prox_lite_zu.yaml

+group: mmlu_prox_lite_zu
+task:
+- mmlu_prox_lite_zu_biology
+- mmlu_prox_lite_zu_business
+- mmlu_prox_lite_zu_chemistry
+- mmlu_prox_lite_zu_computer_science
+- mmlu_prox_lite_zu_economics
+- mmlu_prox_lite_zu_engineering
+- mmlu_prox_lite_zu_health
+- mmlu_prox_lite_zu_history
+- mmlu_prox_lite_zu_law
+- mmlu_prox_lite_zu_math
+- mmlu_prox_lite_zu_other
+- mmlu_prox_lite_zu_philosophy
+- mmlu_prox_lite_zu_physics
+- mmlu_prox_lite_zu_psychology
+aggregate_metric_list:
+- aggregation: mean
+  metric: exact_match
+  weight_by_size: true
+  filter_list: custom-extract
+metadata:
+  version: 0.0

lm_eval/tasks/mmlu_prox/zu/_mmlu_prox_zu.yaml

+group: mmlu_prox_zu
+task:
+- mmlu_prox_zu_biology
+- mmlu_prox_zu_business
+- mmlu_prox_zu_chemistry
+- mmlu_prox_zu_computer_science
+- mmlu_prox_zu_economics
+- mmlu_prox_zu_engineering
+- mmlu_prox_zu_health
+- mmlu_prox_zu_history
+- mmlu_prox_zu_law
+- mmlu_prox_zu_math
+- mmlu_prox_zu_other
+- mmlu_prox_zu_philosophy
+- mmlu_prox_zu_physics
+- mmlu_prox_zu_psychology
+aggregate_metric_list:
+- aggregation: mean
+  metric: exact_match
+  weight_by_size: true
+  filter_list: custom-extract
+metadata:
+  version: 0.0

lm_eval/tasks/mmlu_prox/zu/_zu_lite_template_yaml

+dataset_path: li-lab/MMLU-ProX-Lite
+dataset_name: zu
+test_split: test
+fewshot_split: validation
+fewshot_config:
+  sampler: first_n
+  doc_to_text: !function utils.fewshot_to_text
+  doc_to_target: ""
+output_type: generate_until
+doc_to_text: !function utils.doc_to_text
+doc_to_target: answer
+filter_list:
+  - name: "custom-extract"
+    filter:
+      - function: "regex"
+        regex_pattern: 'Impendulo ithi \(?([ABCDEFGHIJ])\)?'
+      - function: "take_first"
+generation_kwargs:
+  until:
+    - "</s>"
+    - "Q:"
+    - "Umbuzo:"
+    - "<|im_end|>"
+  do_sample: false
+  temperature: 0.0
+  max_gen_toks: 2048
+num_fewshot: 5
+metric_list:
+  - metric: exact_match
+    aggregation: mean
+    higher_is_better: true
+    ignore_case: true
+    ignore_punctuation: true
+metadata:
+  version: 0.0

lm_eval/tasks/mmlu_prox/zu/_zu_template_yaml

+dataset_path: li-lab/MMLU-ProX
+dataset_name: zu
+test_split: test
+fewshot_split: validation
+fewshot_config:
+  sampler: first_n
+  doc_to_text: !function utils.fewshot_to_text
+  doc_to_target: ""
+output_type: generate_until
+doc_to_text: !function utils.doc_to_text
+doc_to_target: answer
+filter_list:
+  - name: "custom-extract"
+    filter:
+      - function: "regex"
+        regex_pattern: 'Impendulo ithi \(?([ABCDEFGHIJ])\)?'
+      - function: "take_first"
+generation_kwargs:
+  until:
+    - "</s>"
+    - "Q:"
+    - "Umbuzo:"
+    - "<|im_end|>"
+  do_sample: false
+  temperature: 0.0
+  max_gen_toks: 2048
+num_fewshot: 5
+metric_list:
+  - metric: exact_match
+    aggregation: mean
+    higher_is_better: true
+    ignore_case: true
+    ignore_punctuation: true
+metadata:
+  version: 0.0

lm_eval/tasks/mmlu_prox/zu/mmlu_prox_lite_zu_biology.yaml

+description: 'Okulandelayo yimibuzo ehlukahlukene (enezimpendulo) mayelana ne-isayensi
+  yezilwane. Cabanga isinyathelo ngesinyathelo bese uqeda impendulo yakho nge-"Impendulo
+  ithi (X)" lapho u-X eyinhlamvu eyisinqumo esifanele.
+
+  '
+include: _zu_lite_template_yaml
+task: mmlu_prox_lite_zu_biology
+task_alias: biology
+process_docs: !function utils.process_biology

lm_eval/tasks/mmlu_prox/zu/mmlu_prox_lite_zu_business.yaml

+description: 'Okulandelayo yimibuzo ehlukahlukene (enezimpendulo) mayelana ne-ibhizinisi.
+  Cabanga isinyathelo ngesinyathelo bese uqeda impendulo yakho nge-"Impendulo ithi
+  (X)" lapho u-X eyinhlamvu eyisinqumo esifanele.
+
+  '
+include: _zu_lite_template_yaml
+task: mmlu_prox_lite_zu_business
+task_alias: business
+process_docs: !function utils.process_business

lm_eval/tasks/mmlu_prox/zu/mmlu_prox_lite_zu_chemistry.yaml

+description: 'Okulandelayo yimibuzo ehlukahlukene (enezimpendulo) mayelana ne-i-chemistry.
+  Cabanga isinyathelo ngesinyathelo bese uqeda impendulo yakho nge-"Impendulo ithi
+  (X)" lapho u-X eyinhlamvu eyisinqumo esifanele.
+
+  '
+include: _zu_lite_template_yaml
+task: mmlu_prox_lite_zu_chemistry
+task_alias: chemistry
+process_docs: !function utils.process_chemistry

lm_eval/tasks/mmlu_prox/zu/mmlu_prox_lite_zu_computer_science.yaml

+description: 'Okulandelayo yimibuzo ehlukahlukene (enezimpendulo) mayelana ne-isayensi
+  yekhompyutha. Cabanga isinyathelo ngesinyathelo bese uqeda impendulo yakho nge-"Impendulo
+  ithi (X)" lapho u-X eyinhlamvu eyisinqumo esifanele.
+
+  '
+include: _zu_lite_template_yaml
+task: mmlu_prox_lite_zu_computer_science
+task_alias: computer_science
+process_docs: !function utils.process_computer_science

lm_eval/tasks/mmlu_prox/zu/mmlu_prox_lite_zu_economics.yaml

+description: 'Okulandelayo yimibuzo ehlukahlukene (enezimpendulo) mayelana ne-ezomnotho.
+  Cabanga isinyathelo ngesinyathelo bese uqeda impendulo yakho nge-"Impendulo ithi
+  (X)" lapho u-X eyinhlamvu eyisinqumo esifanele.
+
+  '
+include: _zu_lite_template_yaml
+task: mmlu_prox_lite_zu_economics
+task_alias: economics
+process_docs: !function utils.process_economics

lm_eval/tasks/mmlu_prox/zu/mmlu_prox_lite_zu_engineering.yaml

+description: 'Okulandelayo yimibuzo ehlukahlukene (enezimpendulo) mayelana ne-ubunjiniyela.
+  Cabanga isinyathelo ngesinyathelo bese uqeda impendulo yakho nge-"Impendulo ithi
+  (X)" lapho u-X eyinhlamvu eyisinqumo esifanele.
+
+  '
+include: _zu_lite_template_yaml
+task: mmlu_prox_lite_zu_engineering
+task_alias: engineering
+process_docs: !function utils.process_engineering

lm_eval/tasks/mmlu_prox/zu/mmlu_prox_lite_zu_health.yaml

+description: 'Okulandelayo yimibuzo ehlukahlukene (enezimpendulo) mayelana ne-ezempilo.
+  Cabanga isinyathelo ngesinyathelo bese uqeda impendulo yakho nge-"Impendulo ithi
+  (X)" lapho u-X eyinhlamvu eyisinqumo esifanele.
+
+  '
+include: _zu_lite_template_yaml
+task: mmlu_prox_lite_zu_health
+task_alias: health
+process_docs: !function utils.process_health

lm_eval/tasks/mmlu_prox/zu/mmlu_prox_lite_zu_history.yaml

+description: 'Okulandelayo yimibuzo ehlukahlukene (enezimpendulo) mayelana ne-umlando.
+  Cabanga isinyathelo ngesinyathelo bese uqeda impendulo yakho nge-"Impendulo ithi
+  (X)" lapho u-X eyinhlamvu eyisinqumo esifanele.
+
+  '
+include: _zu_lite_template_yaml
+task: mmlu_prox_lite_zu_history
+task_alias: history
+process_docs: !function utils.process_history