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lm-evaluation-harness/lm_eval/tasks/global_mmlu/full/mg/global_mmlu_full_mg_human_sexuality.yaml

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+# Generated by _generate_configs.py
+include: _mg_template_yaml
+process_docs: !function utils.process_human_sexuality
+tag: global_mmlu_full_mg_social_sciences_tasks
+task: global_mmlu_full_mg_human_sexuality

lm-evaluation-harness/lm_eval/tasks/global_mmlu/full/mg/global_mmlu_full_mg_jurisprudence.yaml

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+# Generated by _generate_configs.py
+include: _mg_template_yaml
+process_docs: !function utils.process_jurisprudence
+tag: global_mmlu_full_mg_humanities_tasks
+task: global_mmlu_full_mg_jurisprudence

lm-evaluation-harness/lm_eval/tasks/global_mmlu/full/mg/global_mmlu_full_mg_logical_fallacies.yaml

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+# Generated by _generate_configs.py
+include: _mg_template_yaml
+process_docs: !function utils.process_logical_fallacies
+tag: global_mmlu_full_mg_humanities_tasks
+task: global_mmlu_full_mg_logical_fallacies

lm-evaluation-harness/lm_eval/tasks/global_mmlu/full/mg/global_mmlu_full_mg_machine_learning.yaml

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+# Generated by _generate_configs.py
+include: _mg_template_yaml
+process_docs: !function utils.process_machine_learning
+tag: global_mmlu_full_mg_stem_tasks
+task: global_mmlu_full_mg_machine_learning

lm-evaluation-harness/lm_eval/tasks/global_mmlu/full/mg/global_mmlu_full_mg_management.yaml

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+# Generated by _generate_configs.py
+include: _mg_template_yaml
+process_docs: !function utils.process_management
+tag: global_mmlu_full_mg_other_tasks
+task: global_mmlu_full_mg_management

lm-evaluation-harness/lm_eval/tasks/global_mmlu/full/mg/global_mmlu_full_mg_marketing.yaml

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+# Generated by _generate_configs.py
+include: _mg_template_yaml
+process_docs: !function utils.process_marketing
+tag: global_mmlu_full_mg_other_tasks
+task: global_mmlu_full_mg_marketing

lm-evaluation-harness/lm_eval/tasks/global_mmlu/full/mg/global_mmlu_full_mg_nutrition.yaml

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+# Generated by _generate_configs.py
+include: _mg_template_yaml
+process_docs: !function utils.process_nutrition
+tag: global_mmlu_full_mg_other_tasks
+task: global_mmlu_full_mg_nutrition

lm-evaluation-harness/lm_eval/tasks/global_mmlu/full/mg/global_mmlu_full_mg_philosophy.yaml

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+# Generated by _generate_configs.py
+include: _mg_template_yaml
+process_docs: !function utils.process_philosophy
+tag: global_mmlu_full_mg_humanities_tasks
+task: global_mmlu_full_mg_philosophy

lm-evaluation-harness/lm_eval/tasks/global_mmlu/full/mg/global_mmlu_full_mg_prehistory.yaml

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+# Generated by _generate_configs.py
+include: _mg_template_yaml
+process_docs: !function utils.process_prehistory
+tag: global_mmlu_full_mg_humanities_tasks
+task: global_mmlu_full_mg_prehistory

lm-evaluation-harness/lm_eval/tasks/global_mmlu/full/mg/global_mmlu_full_mg_professional_accounting.yaml

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+# Generated by _generate_configs.py
+include: _mg_template_yaml
+process_docs: !function utils.process_professional_accounting
+tag: global_mmlu_full_mg_other_tasks
+task: global_mmlu_full_mg_professional_accounting

lm-evaluation-harness/lm_eval/tasks/global_mmlu/full/mg/global_mmlu_full_mg_professional_law.yaml

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+# Generated by _generate_configs.py
+include: _mg_template_yaml
+process_docs: !function utils.process_professional_law
+tag: global_mmlu_full_mg_humanities_tasks
+task: global_mmlu_full_mg_professional_law

lm-evaluation-harness/lm_eval/tasks/global_mmlu/full/mg/global_mmlu_full_mg_professional_psychology.yaml

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+# Generated by _generate_configs.py
+include: _mg_template_yaml
+process_docs: !function utils.process_professional_psychology
+tag: global_mmlu_full_mg_social_sciences_tasks
+task: global_mmlu_full_mg_professional_psychology

lm-evaluation-harness/lm_eval/tasks/global_mmlu/full/mg/global_mmlu_full_mg_public_relations.yaml

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+# Generated by _generate_configs.py
+include: _mg_template_yaml
+process_docs: !function utils.process_public_relations
+tag: global_mmlu_full_mg_social_sciences_tasks
+task: global_mmlu_full_mg_public_relations

lm-evaluation-harness/lm_eval/tasks/global_mmlu/full/mg/global_mmlu_full_mg_security_studies.yaml

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+# Generated by _generate_configs.py
+include: _mg_template_yaml
+process_docs: !function utils.process_security_studies
+tag: global_mmlu_full_mg_social_sciences_tasks
+task: global_mmlu_full_mg_security_studies

lm-evaluation-harness/lm_eval/tasks/global_mmlu/full/mg/global_mmlu_full_mg_sociology.yaml

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+# Generated by _generate_configs.py
+include: _mg_template_yaml
+process_docs: !function utils.process_sociology
+tag: global_mmlu_full_mg_social_sciences_tasks
+task: global_mmlu_full_mg_sociology

lm-evaluation-harness/lm_eval/tasks/global_mmlu/full/mg/global_mmlu_full_mg_us_foreign_policy.yaml

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+# Generated by _generate_configs.py
+include: _mg_template_yaml
+process_docs: !function utils.process_us_foreign_policy
+tag: global_mmlu_full_mg_social_sciences_tasks
+task: global_mmlu_full_mg_us_foreign_policy

lm-evaluation-harness/lm_eval/tasks/global_mmlu/full/mg/global_mmlu_full_mg_virology.yaml

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+# Generated by _generate_configs.py
+include: _mg_template_yaml
+process_docs: !function utils.process_virology
+tag: global_mmlu_full_mg_other_tasks
+task: global_mmlu_full_mg_virology

lm-evaluation-harness/lm_eval/tasks/global_mmlu/full/mg/global_mmlu_full_mg_world_religions.yaml

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+# Generated by _generate_configs.py
+include: _mg_template_yaml
+process_docs: !function utils.process_world_religions
+tag: global_mmlu_full_mg_humanities_tasks
+task: global_mmlu_full_mg_world_religions

lm-evaluation-harness/lm_eval/tasks/global_mmlu/full/mg/utils.py

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+from functools import partial
+
+
+SUBJECTS = [
+    "abstract_algebra",
+    "anatomy",
+    "astronomy",
+    "business_ethics",
+    "clinical_knowledge",
+    "college_biology",
+    "college_chemistry",
+    "college_computer_science",
+    "college_mathematics",
+    "college_medicine",
+    "college_physics",
+    "computer_security",
+    "conceptual_physics",
+    "econometrics",
+    "electrical_engineering",
+    "elementary_mathematics",
+    "formal_logic",
+    "global_facts",
+    "high_school_biology",
+    "high_school_chemistry",
+    "high_school_computer_science",
+    "high_school_european_history",
+    "high_school_geography",
+    "high_school_government_and_politics",
+    "high_school_macroeconomics",
+    "high_school_mathematics",
+    "high_school_microeconomics",
+    "high_school_physics",
+    "high_school_psychology",
+    "high_school_statistics",
+    "high_school_us_history",
+    "high_school_world_history",
+    "human_aging",
+    "human_sexuality",
+    "international_law",
+    "jurisprudence",
+    "logical_fallacies",
+    "machine_learning",
+    "management",
+    "marketing",
+    "medical_genetics",
+    "miscellaneous",
+    "moral_disputes",
+    "moral_scenarios",
+    "nutrition",
+    "philosophy",
+    "prehistory",
+    "professional_accounting",
+    "professional_law",
+    "professional_medicine",
+    "professional_psychology",
+    "public_relations",
+    "security_studies",
+    "sociology",
+    "us_foreign_policy",
+    "virology",
+    "world_religions",
+]
+
+
+def process_docs(dataset, subject):
+    return dataset.filter(lambda x: x["subject"] == subject)
+
+
+process_functions = {
+    f"process_{subject}": partial(process_docs, subject=subject) for subject in SUBJECTS
+}
+
+globals().update(process_functions)

lm-evaluation-harness/lm_eval/tasks/global_mmlu/full/ms/_global_mmlu_full_ms.yaml

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+group: global_mmlu_full_ms
+task:
+  - global_mmlu_full_ms_stem
+  - global_mmlu_full_ms_other
+  - global_mmlu_full_ms_social_sciences
+  - global_mmlu_full_ms_humanities
+aggregate_metric_list:
+  - metric: acc
+    weight_by_size: True
+metadata:
+  version: 0.0

lm-evaluation-harness/lm_eval/tasks/global_mmlu/full/ms/_global_mmlu_full_ms_humanities.yaml

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+group: global_mmlu_full_ms_humanities
+task:
+  - global_mmlu_full_ms_humanities_tasks
+aggregate_metric_list:
+  - metric: acc
+    weight_by_size: true
+metadata:
+  version: 0.0

lm-evaluation-harness/lm_eval/tasks/global_mmlu/full/ms/_global_mmlu_full_ms_other.yaml

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+group: global_mmlu_full_ms_other
+task:
+  - global_mmlu_full_ms_other_tasks
+aggregate_metric_list:
+  - metric: acc
+    weight_by_size: true
+metadata:
+  version: 0.0

lm-evaluation-harness/lm_eval/tasks/global_mmlu/full/ms/_global_mmlu_full_ms_stem.yaml

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+group: global_mmlu_full_ms_stem
+task:
+  - global_mmlu_full_ms_stem_tasks
+aggregate_metric_list:
+  - metric: acc
+    weight_by_size: true
+metadata:
+  version: 0.0

lm-evaluation-harness/lm_eval/tasks/global_mmlu/full/ms/_ms_template_yaml

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+dataset_path: CohereForAI/Global-MMLU
+dataset_name: ms
+test_split: test
+fewshot_split: dev
+fewshot_config:
+  sampler: first_n
+output_type: multiple_choice
+doc_to_text: "{{question.strip()}}\nA. {{option_a}}\nB. {{option_b}}\nC. {{option_c}}\nD. {{option_d}}\nAnswer:"
+doc_to_choice: ["A", "B", "C", "D"]
+doc_to_target: answer
+metric_list:
+  - metric: acc
+    aggregation: mean
+    higher_is_better: true
+metadata:
+  version: 0.0

lm-evaluation-harness/lm_eval/tasks/global_mmlu/full/ms/global_mmlu_full_ms_abstract_algebra.yaml

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+# Generated by _generate_configs.py
+include: _ms_template_yaml
+process_docs: !function utils.process_abstract_algebra
+tag: global_mmlu_full_ms_stem_tasks
+task: global_mmlu_full_ms_abstract_algebra

lm-evaluation-harness/lm_eval/tasks/global_mmlu/full/ms/global_mmlu_full_ms_astronomy.yaml

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+# Generated by _generate_configs.py
+include: _ms_template_yaml
+process_docs: !function utils.process_astronomy
+tag: global_mmlu_full_ms_stem_tasks
+task: global_mmlu_full_ms_astronomy

lm-evaluation-harness/lm_eval/tasks/global_mmlu/full/ms/global_mmlu_full_ms_clinical_knowledge.yaml

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+# Generated by _generate_configs.py
+include: _ms_template_yaml
+process_docs: !function utils.process_clinical_knowledge
+tag: global_mmlu_full_ms_other_tasks
+task: global_mmlu_full_ms_clinical_knowledge

lm-evaluation-harness/lm_eval/tasks/global_mmlu/full/ms/global_mmlu_full_ms_college_chemistry.yaml

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+# Generated by _generate_configs.py
+include: _ms_template_yaml
+process_docs: !function utils.process_college_chemistry
+tag: global_mmlu_full_ms_stem_tasks
+task: global_mmlu_full_ms_college_chemistry

lm-evaluation-harness/lm_eval/tasks/global_mmlu/full/ms/global_mmlu_full_ms_college_computer_science.yaml

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+# Generated by _generate_configs.py
+include: _ms_template_yaml
+process_docs: !function utils.process_college_computer_science
+tag: global_mmlu_full_ms_stem_tasks
+task: global_mmlu_full_ms_college_computer_science

lm-evaluation-harness/lm_eval/tasks/global_mmlu/full/ms/global_mmlu_full_ms_college_mathematics.yaml

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+# Generated by _generate_configs.py
+include: _ms_template_yaml
+process_docs: !function utils.process_college_mathematics
+tag: global_mmlu_full_ms_stem_tasks
+task: global_mmlu_full_ms_college_mathematics

lm-evaluation-harness/lm_eval/tasks/global_mmlu/full/ms/global_mmlu_full_ms_college_medicine.yaml

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+# Generated by _generate_configs.py
+include: _ms_template_yaml
+process_docs: !function utils.process_college_medicine
+tag: global_mmlu_full_ms_other_tasks
+task: global_mmlu_full_ms_college_medicine

lm-evaluation-harness/lm_eval/tasks/global_mmlu/full/ms/global_mmlu_full_ms_college_physics.yaml

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+# Generated by _generate_configs.py
+include: _ms_template_yaml
+process_docs: !function utils.process_college_physics
+tag: global_mmlu_full_ms_stem_tasks
+task: global_mmlu_full_ms_college_physics

lm-evaluation-harness/lm_eval/tasks/global_mmlu/full/ms/global_mmlu_full_ms_computer_security.yaml

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+# Generated by _generate_configs.py
+include: _ms_template_yaml
+process_docs: !function utils.process_computer_security
+tag: global_mmlu_full_ms_stem_tasks
+task: global_mmlu_full_ms_computer_security

lm-evaluation-harness/lm_eval/tasks/global_mmlu/full/ms/global_mmlu_full_ms_conceptual_physics.yaml

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+# Generated by _generate_configs.py
+include: _ms_template_yaml
+process_docs: !function utils.process_conceptual_physics
+tag: global_mmlu_full_ms_stem_tasks
+task: global_mmlu_full_ms_conceptual_physics

lm-evaluation-harness/lm_eval/tasks/global_mmlu/full/ms/global_mmlu_full_ms_econometrics.yaml

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+# Generated by _generate_configs.py
+include: _ms_template_yaml
+process_docs: !function utils.process_econometrics
+tag: global_mmlu_full_ms_social_sciences_tasks
+task: global_mmlu_full_ms_econometrics

lm-evaluation-harness/lm_eval/tasks/global_mmlu/full/ms/global_mmlu_full_ms_electrical_engineering.yaml

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+# Generated by _generate_configs.py
+include: _ms_template_yaml
+process_docs: !function utils.process_electrical_engineering
+tag: global_mmlu_full_ms_stem_tasks
+task: global_mmlu_full_ms_electrical_engineering

lm-evaluation-harness/lm_eval/tasks/global_mmlu/full/ms/global_mmlu_full_ms_elementary_mathematics.yaml

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+# Generated by _generate_configs.py
+include: _ms_template_yaml
+process_docs: !function utils.process_elementary_mathematics
+tag: global_mmlu_full_ms_stem_tasks
+task: global_mmlu_full_ms_elementary_mathematics

lm-evaluation-harness/lm_eval/tasks/global_mmlu/full/ms/global_mmlu_full_ms_formal_logic.yaml

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+# Generated by _generate_configs.py
+include: _ms_template_yaml
+process_docs: !function utils.process_formal_logic
+tag: global_mmlu_full_ms_humanities_tasks
+task: global_mmlu_full_ms_formal_logic

lm-evaluation-harness/lm_eval/tasks/global_mmlu/full/ms/global_mmlu_full_ms_global_facts.yaml

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+# Generated by _generate_configs.py
+include: _ms_template_yaml
+process_docs: !function utils.process_global_facts
+tag: global_mmlu_full_ms_other_tasks
+task: global_mmlu_full_ms_global_facts

lm-evaluation-harness/lm_eval/tasks/global_mmlu/full/ms/global_mmlu_full_ms_high_school_biology.yaml

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+# Generated by _generate_configs.py
+include: _ms_template_yaml
+process_docs: !function utils.process_high_school_biology
+tag: global_mmlu_full_ms_stem_tasks
+task: global_mmlu_full_ms_high_school_biology

lm-evaluation-harness/lm_eval/tasks/global_mmlu/full/ms/global_mmlu_full_ms_high_school_chemistry.yaml

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+# Generated by _generate_configs.py
+include: _ms_template_yaml
+process_docs: !function utils.process_high_school_chemistry
+tag: global_mmlu_full_ms_stem_tasks
+task: global_mmlu_full_ms_high_school_chemistry

lm-evaluation-harness/lm_eval/tasks/global_mmlu/full/ms/global_mmlu_full_ms_high_school_computer_science.yaml

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+# Generated by _generate_configs.py
+include: _ms_template_yaml
+process_docs: !function utils.process_high_school_computer_science
+tag: global_mmlu_full_ms_stem_tasks
+task: global_mmlu_full_ms_high_school_computer_science

lm-evaluation-harness/lm_eval/tasks/global_mmlu/full/ms/global_mmlu_full_ms_high_school_european_history.yaml

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+# Generated by _generate_configs.py
+include: _ms_template_yaml
+process_docs: !function utils.process_high_school_european_history
+tag: global_mmlu_full_ms_humanities_tasks
+task: global_mmlu_full_ms_high_school_european_history

lm-evaluation-harness/lm_eval/tasks/global_mmlu/full/ms/global_mmlu_full_ms_high_school_geography.yaml

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+# Generated by _generate_configs.py
+include: _ms_template_yaml
+process_docs: !function utils.process_high_school_geography
+tag: global_mmlu_full_ms_social_sciences_tasks
+task: global_mmlu_full_ms_high_school_geography

lm-evaluation-harness/lm_eval/tasks/global_mmlu/full/ms/global_mmlu_full_ms_high_school_government_and_politics.yaml

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+# Generated by _generate_configs.py
+include: _ms_template_yaml
+process_docs: !function utils.process_high_school_government_and_politics
+tag: global_mmlu_full_ms_social_sciences_tasks
+task: global_mmlu_full_ms_high_school_government_and_politics

lm-evaluation-harness/lm_eval/tasks/global_mmlu/full/ms/global_mmlu_full_ms_high_school_macroeconomics.yaml

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+# Generated by _generate_configs.py
+include: _ms_template_yaml
+process_docs: !function utils.process_high_school_macroeconomics
+tag: global_mmlu_full_ms_social_sciences_tasks
+task: global_mmlu_full_ms_high_school_macroeconomics

lm-evaluation-harness/lm_eval/tasks/global_mmlu/full/ms/global_mmlu_full_ms_high_school_mathematics.yaml

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+# Generated by _generate_configs.py
+include: _ms_template_yaml
+process_docs: !function utils.process_high_school_mathematics
+tag: global_mmlu_full_ms_stem_tasks
+task: global_mmlu_full_ms_high_school_mathematics

lm-evaluation-harness/lm_eval/tasks/global_mmlu/full/ms/global_mmlu_full_ms_high_school_microeconomics.yaml

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+# Generated by _generate_configs.py
+include: _ms_template_yaml
+process_docs: !function utils.process_high_school_microeconomics
+tag: global_mmlu_full_ms_social_sciences_tasks
+task: global_mmlu_full_ms_high_school_microeconomics

lm-evaluation-harness/lm_eval/tasks/global_mmlu/full/ms/global_mmlu_full_ms_high_school_physics.yaml

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+# Generated by _generate_configs.py
+include: _ms_template_yaml
+process_docs: !function utils.process_high_school_physics
+tag: global_mmlu_full_ms_stem_tasks
+task: global_mmlu_full_ms_high_school_physics

lm-evaluation-harness/lm_eval/tasks/global_mmlu/full/ms/global_mmlu_full_ms_high_school_psychology.yaml

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+# Generated by _generate_configs.py
+include: _ms_template_yaml
+process_docs: !function utils.process_high_school_psychology
+tag: global_mmlu_full_ms_social_sciences_tasks
+task: global_mmlu_full_ms_high_school_psychology