Update MMLU-ProX task (#3174)

* update MMLU_ProX

* update MMLU_ProX

* cleanup code by pre-commit

lm_eval/tasks/mmlu_prox/en/mmlu_prox_lite_en_chemistry.yaml

+description: 'The following are multiple choice questions (with answers) about chemistry.
+  Think step by step and then finish your answer with "the answer is (X)" where X
+  is the correct letter choice.
+
+  '
+include: _en_lite_template_yaml
+task: mmlu_prox_lite_en_chemistry
+task_alias: chemistry
+process_docs: !function utils.process_chemistry

lm_eval/tasks/mmlu_prox/en/mmlu_prox_lite_en_computer_science.yaml

+description: 'The following are multiple choice questions (with answers) about computer_science.
+  Think step by step and then finish your answer with "the answer is (X)" where X
+  is the correct letter choice.
+
+  '
+include: _en_lite_template_yaml
+task: mmlu_prox_lite_en_computer_science
+task_alias: computer_science
+process_docs: !function utils.process_computer_science

lm_eval/tasks/mmlu_prox/en/mmlu_prox_lite_en_economics.yaml

+description: 'The following are multiple choice questions (with answers) about economics.
+  Think step by step and then finish your answer with "the answer is (X)" where X
+  is the correct letter choice.
+
+  '
+include: _en_lite_template_yaml
+task: mmlu_prox_lite_en_economics
+task_alias: economics
+process_docs: !function utils.process_economics

lm_eval/tasks/mmlu_prox/en/mmlu_prox_lite_en_engineering.yaml

+description: 'The following are multiple choice questions (with answers) about engineering.
+  Think step by step and then finish your answer with "the answer is (X)" where X
+  is the correct letter choice.
+
+  '
+include: _en_lite_template_yaml
+task: mmlu_prox_lite_en_engineering
+task_alias: engineering
+process_docs: !function utils.process_engineering

lm_eval/tasks/mmlu_prox/en/mmlu_prox_lite_en_health.yaml

+description: 'The following are multiple choice questions (with answers) about health.
+  Think step by step and then finish your answer with "the answer is (X)" where X
+  is the correct letter choice.
+
+  '
+include: _en_lite_template_yaml
+task: mmlu_prox_lite_en_health
+task_alias: health
+process_docs: !function utils.process_health

lm_eval/tasks/mmlu_prox/en/mmlu_prox_lite_en_history.yaml

+description: 'The following are multiple choice questions (with answers) about history.
+  Think step by step and then finish your answer with "the answer is (X)" where X
+  is the correct letter choice.
+
+  '
+include: _en_lite_template_yaml
+task: mmlu_prox_lite_en_history
+task_alias: history
+process_docs: !function utils.process_history

lm_eval/tasks/mmlu_prox/en/mmlu_prox_lite_en_law.yaml

+description: 'The following are multiple choice questions (with answers) about law.
+  Think step by step and then finish your answer with "the answer is (X)" where X
+  is the correct letter choice.
+
+  '
+include: _en_lite_template_yaml
+task: mmlu_prox_lite_en_law
+task_alias: law
+process_docs: !function utils.process_law

lm_eval/tasks/mmlu_prox/en/mmlu_prox_lite_en_math.yaml

+description: 'The following are multiple choice questions (with answers) about math.
+  Think step by step and then finish your answer with "the answer is (X)" where X
+  is the correct letter choice.
+
+  '
+include: _en_lite_template_yaml
+task: mmlu_prox_lite_en_math
+task_alias: math
+process_docs: !function utils.process_math

lm_eval/tasks/mmlu_prox/en/mmlu_prox_lite_en_other.yaml

+description: 'The following are multiple choice questions (with answers) about other.
+  Think step by step and then finish your answer with "the answer is (X)" where X
+  is the correct letter choice.
+
+  '
+include: _en_lite_template_yaml
+task: mmlu_prox_lite_en_other
+task_alias: other
+process_docs: !function utils.process_other

lm_eval/tasks/mmlu_prox/en/mmlu_prox_lite_en_philosophy.yaml

+description: 'The following are multiple choice questions (with answers) about philosophy.
+  Think step by step and then finish your answer with "the answer is (X)" where X
+  is the correct letter choice.
+
+  '
+include: _en_lite_template_yaml
+task: mmlu_prox_lite_en_philosophy
+task_alias: philosophy
+process_docs: !function utils.process_philosophy

lm_eval/tasks/mmlu_prox/en/mmlu_prox_lite_en_physics.yaml

+description: 'The following are multiple choice questions (with answers) about physics.
+  Think step by step and then finish your answer with "the answer is (X)" where X
+  is the correct letter choice.
+
+  '
+include: _en_lite_template_yaml
+task: mmlu_prox_lite_en_physics
+task_alias: physics
+process_docs: !function utils.process_physics

lm_eval/tasks/mmlu_prox/en/mmlu_prox_lite_en_psychology.yaml

+description: 'The following are multiple choice questions (with answers) about psychology.
+  Think step by step and then finish your answer with "the answer is (X)" where X
+  is the correct letter choice.
+
+  '
+include: _en_lite_template_yaml
+task: mmlu_prox_lite_en_psychology
+task_alias: psychology
+process_docs: !function utils.process_psychology

lm_eval/tasks/mmlu_prox/es/_es_lite_template_yaml

+dataset_path: li-lab/MMLU-ProX-Lite
+dataset_name: es
+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: 'La respuesta es \(?([ABCDEFGHIJ])\)?'
+      - function: "take_first"
+generation_kwargs:
+  until:
+    - "</s>"
+    - "Q:"
+    - "Pregunta:"
+    - "<|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/es/_mmlu_prox_lite_es.yaml

+group: mmlu_prox_lite_es
+task:
+- mmlu_prox_lite_es_biology
+- mmlu_prox_lite_es_business
+- mmlu_prox_lite_es_chemistry
+- mmlu_prox_lite_es_computer_science
+- mmlu_prox_lite_es_economics
+- mmlu_prox_lite_es_engineering
+- mmlu_prox_lite_es_health
+- mmlu_prox_lite_es_history
+- mmlu_prox_lite_es_law
+- mmlu_prox_lite_es_math
+- mmlu_prox_lite_es_other
+- mmlu_prox_lite_es_philosophy
+- mmlu_prox_lite_es_physics
+- mmlu_prox_lite_es_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/es/mmlu_prox_lite_es_biology.yaml

+description: 'Las siguientes son preguntas de opción múltiple (con respuestas) sobre
+  biología. Piense paso a paso y luego termine su respuesta con "La respuesta es (X)"
+  donde X es la letra de la opción correcta.
+
+  '
+include: _es_lite_template_yaml
+task: mmlu_prox_lite_es_biology
+task_alias: biology
+process_docs: !function utils.process_biology

lm_eval/tasks/mmlu_prox/es/mmlu_prox_lite_es_business.yaml

+description: 'Las siguientes son preguntas de opción múltiple (con respuestas) sobre
+  negocios. Piense paso a paso y luego termine su respuesta con "La respuesta es (X)"
+  donde X es la letra de la opción correcta.
+
+  '
+include: _es_lite_template_yaml
+task: mmlu_prox_lite_es_business
+task_alias: business
+process_docs: !function utils.process_business

lm_eval/tasks/mmlu_prox/es/mmlu_prox_lite_es_chemistry.yaml

+description: 'Las siguientes son preguntas de opción múltiple (con respuestas) sobre
+  química. Piense paso a paso y luego termine su respuesta con "La respuesta es (X)"
+  donde X es la letra de la opción correcta.
+
+  '
+include: _es_lite_template_yaml
+task: mmlu_prox_lite_es_chemistry
+task_alias: chemistry
+process_docs: !function utils.process_chemistry

lm_eval/tasks/mmlu_prox/es/mmlu_prox_lite_es_computer_science.yaml

+description: 'Las siguientes son preguntas de opción múltiple (con respuestas) sobre
+  informática. Piense paso a paso y luego termine su respuesta con "La respuesta es
+  (X)" donde X es la letra de la opción correcta.
+
+  '
+include: _es_lite_template_yaml
+task: mmlu_prox_lite_es_computer_science
+task_alias: computer_science
+process_docs: !function utils.process_computer_science

lm_eval/tasks/mmlu_prox/es/mmlu_prox_lite_es_economics.yaml

+description: 'Las siguientes son preguntas de opción múltiple (con respuestas) sobre
+  economía. Piense paso a paso y luego termine su respuesta con "La respuesta es (X)"
+  donde X es la letra de la opción correcta.
+
+  '
+include: _es_lite_template_yaml
+task: mmlu_prox_lite_es_economics
+task_alias: economics
+process_docs: !function utils.process_economics

lm_eval/tasks/mmlu_prox/es/mmlu_prox_lite_es_engineering.yaml

+description: 'Las siguientes son preguntas de opción múltiple (con respuestas) sobre
+  ingeniería. Piense paso a paso y luego termine su respuesta con "La respuesta es
+  (X)" donde X es la letra de la opción correcta.
+
+  '
+include: _es_lite_template_yaml
+task: mmlu_prox_lite_es_engineering
+task_alias: engineering
+process_docs: !function utils.process_engineering