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lm-evaluation-harness/lm_eval/tasks/include/few_shot_en/Serbian/utils.py

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+from functools import partial
+
+
+CATEGORIES = [
+    "Applied Science",
+    "Arts & Humanities",
+    "Business & Commerce",
+    "Driving License",
+    "General knowledge",
+    "Health oriented education",
+    "Marine License",
+    "Medical License",
+    "Professional certification",
+    "STEM",
+    "Social Science",
+]
+
+
+def process_docs(dataset, category):
+    return dataset.filter(lambda x: x["domain"] == category)
+
+
+process_functions = {
+    f"process_{category.lower().replace(' & ', '_').replace(' ', '_')}": partial(
+        process_docs, category=category
+    )
+    for category in CATEGORIES
+}
+
+globals().update(process_functions)

lm-evaluation-harness/lm_eval/tasks/include/few_shot_en/Spanish/include_base_44_spanish_health_oriented_education.yaml

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+include: _spanish_few_shot_en_template_yaml
+description: The following are multiple-choice questions (with answers) about Health
+  oriented education.
+process_docs: !function 'utils.process_health_oriented_education'
+task: include_base_44_spanish_few_shot_en_health_oriented_education

lm-evaluation-harness/lm_eval/tasks/include/few_shot_en/Spanish/include_base_44_spanish_stem.yaml

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+include: _spanish_few_shot_en_template_yaml
+description: The following are multiple-choice questions (with answers) about STEM.
+process_docs: !function 'utils.process_stem'
+task: include_base_44_spanish_few_shot_en_stem

lm-evaluation-harness/lm_eval/tasks/include/few_shot_en/Spanish/utils.py

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+from functools import partial
+
+
+CATEGORIES = [
+    "Applied Science",
+    "Arts & Humanities",
+    "Business & Commerce",
+    "Driving License",
+    "General knowledge",
+    "Health oriented education",
+    "Marine License",
+    "Medical License",
+    "Professional certification",
+    "STEM",
+    "Social Science",
+]
+
+
+def process_docs(dataset, category):
+    return dataset.filter(lambda x: x["domain"] == category)
+
+
+process_functions = {
+    f"process_{category.lower().replace(' & ', '_').replace(' ', '_')}": partial(
+        process_docs, category=category
+    )
+    for category in CATEGORIES
+}
+
+globals().update(process_functions)

lm-evaluation-harness/lm_eval/tasks/include/few_shot_en/Tagalog/_tagalog_few_shot_en_template_yaml

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+dataset_path: CohereForAI/include-base-44
+dataset_name: Tagalog
+test_split: test
+output_type: multiple_choice
+doc_to_text: "{{question.strip()}}\nA. {{option_a}}\nB. {{option_b}}\nC. {{option_c}}\n
+  D. {{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/include/few_shot_en/Tagalog/include_base_44_tagalog_arts_humanities.yaml

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+include: _tagalog_few_shot_en_template_yaml
+description: The following are multiple-choice questions (with answers) about Arts
+  & Humanities.
+process_docs: !function 'utils.process_arts_humanities'
+task: include_base_44_tagalog_few_shot_en_arts_humanities

lm-evaluation-harness/lm_eval/tasks/include/few_shot_en/Tamil/_include_base_44_tamil.yaml

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+group: include_base_44_tamil
+task:
+- include_base_44_tamil_few_shot_en_stem
+- include_base_44_tamil_few_shot_en_general_knowledge
+aggregate_metric_list:
+- metric: acc
+  weight_by_size: true
+metadata:
+  version: 0.0

lm-evaluation-harness/lm_eval/tasks/include/few_shot_en/Tamil/include_base_44_tamil_general_knowledge.yaml

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+include: _tamil_few_shot_en_template_yaml
+description: The following are multiple-choice questions (with answers) about General
+  knowledge.
+process_docs: !function 'utils.process_general_knowledge'
+task: include_base_44_tamil_few_shot_en_general_knowledge

lm-evaluation-harness/lm_eval/tasks/include/few_shot_en/Tamil/include_base_44_tamil_stem.yaml

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+include: _tamil_few_shot_en_template_yaml
+description: The following are multiple-choice questions (with answers) about STEM.
+process_docs: !function 'utils.process_stem'
+task: include_base_44_tamil_few_shot_en_stem

lm-evaluation-harness/lm_eval/tasks/include/few_shot_en/Telugu/_include_base_44_telugu.yaml

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+group: include_base_44_telugu
+task:
+- include_base_44_telugu_few_shot_en_arts_humanities
+- include_base_44_telugu_few_shot_en_applied_science
+- include_base_44_telugu_few_shot_en_stem
+- include_base_44_telugu_few_shot_en_social_science
+aggregate_metric_list:
+- metric: acc
+  weight_by_size: true
+metadata:
+  version: 0.0

lm-evaluation-harness/lm_eval/tasks/include/few_shot_en/Telugu/include_base_44_telugu_arts_humanities.yaml

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+include: _telugu_few_shot_en_template_yaml
+description: The following are multiple-choice questions (with answers) about Arts
+  & Humanities.
+process_docs: !function 'utils.process_arts_humanities'
+task: include_base_44_telugu_few_shot_en_arts_humanities

lm-evaluation-harness/lm_eval/tasks/include/few_shot_en/Telugu/include_base_44_telugu_social_science.yaml

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+include: _telugu_few_shot_en_template_yaml
+description: The following are multiple-choice questions (with answers) about Social
+  Science.
+process_docs: !function 'utils.process_social_science'
+task: include_base_44_telugu_few_shot_en_social_science

lm-evaluation-harness/lm_eval/tasks/include/few_shot_en/Telugu/utils.py

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+from functools import partial
+
+
+CATEGORIES = [
+    "Applied Science",
+    "Arts & Humanities",
+    "Business & Commerce",
+    "Driving License",
+    "General knowledge",
+    "Health oriented education",
+    "Marine License",
+    "Medical License",
+    "Professional certification",
+    "STEM",
+    "Social Science",
+]
+
+
+def process_docs(dataset, category):
+    return dataset.filter(lambda x: x["domain"] == category)
+
+
+process_functions = {
+    f"process_{category.lower().replace(' & ', '_').replace(' ', '_')}": partial(
+        process_docs, category=category
+    )
+    for category in CATEGORIES
+}
+
+globals().update(process_functions)

lm-evaluation-harness/lm_eval/tasks/include/few_shot_en/Turkish/_include_base_44_turkish.yaml

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+group: include_base_44_turkish
+task:
+- include_base_44_turkish_few_shot_en_business_commerce
+- include_base_44_turkish_few_shot_en_stem
+- include_base_44_turkish_few_shot_en_arts_humanities
+- include_base_44_turkish_few_shot_en_social_science
+aggregate_metric_list:
+- metric: acc
+  weight_by_size: true
+metadata:
+  version: 0.0

lm-evaluation-harness/lm_eval/tasks/include/few_shot_en/Turkish/include_base_44_turkish_business_commerce.yaml

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+include: _turkish_few_shot_en_template_yaml
+description: The following are multiple-choice questions (with answers) about Business
+  & Commerce.
+process_docs: !function 'utils.process_business_commerce'
+task: include_base_44_turkish_few_shot_en_business_commerce

lm-evaluation-harness/lm_eval/tasks/include/few_shot_en/Turkish/include_base_44_turkish_social_science.yaml

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+include: _turkish_few_shot_en_template_yaml
+description: The following are multiple-choice questions (with answers) about Social
+  Science.
+process_docs: !function 'utils.process_social_science'
+task: include_base_44_turkish_few_shot_en_social_science

lm-evaluation-harness/lm_eval/tasks/include/few_shot_en/Turkish/include_base_44_turkish_stem.yaml

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+include: _turkish_few_shot_en_template_yaml
+description: The following are multiple-choice questions (with answers) about STEM.
+process_docs: !function 'utils.process_stem'
+task: include_base_44_turkish_few_shot_en_stem

lm-evaluation-harness/lm_eval/tasks/include/few_shot_en/Turkish/utils.py

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+from functools import partial
+
+
+CATEGORIES = [
+    "Applied Science",
+    "Arts & Humanities",
+    "Business & Commerce",
+    "Driving License",
+    "General knowledge",
+    "Health oriented education",
+    "Marine License",
+    "Medical License",
+    "Professional certification",
+    "STEM",
+    "Social Science",
+]
+
+
+def process_docs(dataset, category):
+    return dataset.filter(lambda x: x["domain"] == category)
+
+
+process_functions = {
+    f"process_{category.lower().replace(' & ', '_').replace(' ', '_')}": partial(
+        process_docs, category=category
+    )
+    for category in CATEGORIES
+}
+
+globals().update(process_functions)

lm-evaluation-harness/lm_eval/tasks/include/few_shot_en/Ukrainian/_include_base_44_ukrainian.yaml

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+group: include_base_44_ukrainian
+task:
+- include_base_44_ukrainian_few_shot_en_arts_humanities
+- include_base_44_ukrainian_few_shot_en_social_science
+- include_base_44_ukrainian_few_shot_en_stem
+aggregate_metric_list:
+- metric: acc
+  weight_by_size: true
+metadata:
+  version: 0.0

lm-evaluation-harness/lm_eval/tasks/include/few_shot_en/Ukrainian/_ukrainian_few_shot_en_template_yaml

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+dataset_path: CohereForAI/include-base-44
+dataset_name: Ukrainian
+test_split: test
+output_type: multiple_choice
+doc_to_text: "{{question.strip()}}\nA. {{option_a}}\nB. {{option_b}}\nC. {{option_c}}\n
+  D. {{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/include/few_shot_en/Ukrainian/include_base_44_ukrainian_arts_humanities.yaml

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+include: _ukrainian_few_shot_en_template_yaml
+description: The following are multiple-choice questions (with answers) about Arts
+  & Humanities.
+process_docs: !function 'utils.process_arts_humanities'
+task: include_base_44_ukrainian_few_shot_en_arts_humanities

lm-evaluation-harness/lm_eval/tasks/include/few_shot_en/Ukrainian/include_base_44_ukrainian_social_science.yaml

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+include: _ukrainian_few_shot_en_template_yaml
+description: The following are multiple-choice questions (with answers) about Social
+  Science.
+process_docs: !function 'utils.process_social_science'
+task: include_base_44_ukrainian_few_shot_en_social_science

lm-evaluation-harness/lm_eval/tasks/include/few_shot_en/Ukrainian/include_base_44_ukrainian_stem.yaml

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+include: _ukrainian_few_shot_en_template_yaml
+description: The following are multiple-choice questions (with answers) about STEM.
+process_docs: !function 'utils.process_stem'
+task: include_base_44_ukrainian_few_shot_en_stem

lm-evaluation-harness/lm_eval/tasks/include/few_shot_en/Ukrainian/utils.py

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+from functools import partial
+
+
+CATEGORIES = [
+    "Applied Science",
+    "Arts & Humanities",
+    "Business & Commerce",
+    "Driving License",
+    "General knowledge",
+    "Health oriented education",
+    "Marine License",
+    "Medical License",
+    "Professional certification",
+    "STEM",
+    "Social Science",
+]
+
+
+def process_docs(dataset, category):
+    return dataset.filter(lambda x: x["domain"] == category)
+
+
+process_functions = {
+    f"process_{category.lower().replace(' & ', '_').replace(' ', '_')}": partial(
+        process_docs, category=category
+    )
+    for category in CATEGORIES
+}
+
+globals().update(process_functions)

lm-evaluation-harness/lm_eval/tasks/include/few_shot_en/Urdu/_include_base_44_urdu.yaml

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+group: include_base_44_urdu
+task:
+- include_base_44_urdu_few_shot_en_stem
+- include_base_44_urdu_few_shot_en_health_oriented_education
+- include_base_44_urdu_few_shot_en_arts_humanities
+aggregate_metric_list:
+- metric: acc
+  weight_by_size: true
+metadata:
+  version: 0.0

lm-evaluation-harness/lm_eval/tasks/include/few_shot_en/Urdu/_urdu_few_shot_en_template_yaml

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+dataset_path: CohereForAI/include-base-44
+dataset_name: Urdu
+test_split: test
+output_type: multiple_choice
+doc_to_text: "{{question.strip()}}\nA. {{option_a}}\nB. {{option_b}}\nC. {{option_c}}\n
+  D. {{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/include/few_shot_en/Urdu/include_base_44_urdu_arts_humanities.yaml

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+include: _urdu_few_shot_en_template_yaml
+description: The following are multiple-choice questions (with answers) about Arts
+  & Humanities.
+process_docs: !function 'utils.process_arts_humanities'
+task: include_base_44_urdu_few_shot_en_arts_humanities

lm-evaluation-harness/lm_eval/tasks/include/few_shot_en/Urdu/include_base_44_urdu_health_oriented_education.yaml

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+include: _urdu_few_shot_en_template_yaml
+description: The following are multiple-choice questions (with answers) about Health
+  oriented education.
+process_docs: !function 'utils.process_health_oriented_education'
+task: include_base_44_urdu_few_shot_en_health_oriented_education

lm-evaluation-harness/lm_eval/tasks/include/few_shot_en/Urdu/include_base_44_urdu_stem.yaml

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+include: _urdu_few_shot_en_template_yaml
+description: The following are multiple-choice questions (with answers) about STEM.
+process_docs: !function 'utils.process_stem'
+task: include_base_44_urdu_few_shot_en_stem

lm-evaluation-harness/lm_eval/tasks/include/few_shot_en/Urdu/utils.py

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+from functools import partial
+
+
+CATEGORIES = [
+    "Applied Science",
+    "Arts & Humanities",
+    "Business & Commerce",
+    "Driving License",
+    "General knowledge",
+    "Health oriented education",
+    "Marine License",
+    "Medical License",
+    "Professional certification",
+    "STEM",
+    "Social Science",
+]
+
+
+def process_docs(dataset, category):
+    return dataset.filter(lambda x: x["domain"] == category)
+
+
+process_functions = {
+    f"process_{category.lower().replace(' & ', '_').replace(' ', '_')}": partial(
+        process_docs, category=category
+    )
+    for category in CATEGORIES
+}
+
+globals().update(process_functions)

lm-evaluation-harness/lm_eval/tasks/include/few_shot_en/Uzbek/_include_base_44_uzbek.yaml

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+group: include_base_44_uzbek
+task:
+- include_base_44_uzbek_few_shot_en_arts_humanities
+- include_base_44_uzbek_few_shot_en_medical_license
+- include_base_44_uzbek_few_shot_en_social_science
+- include_base_44_uzbek_few_shot_en_stem
+aggregate_metric_list:
+- metric: acc
+  weight_by_size: true
+metadata:
+  version: 0.0

lm-evaluation-harness/lm_eval/tasks/include/few_shot_en/Uzbek/_uzbek_few_shot_en_template_yaml

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+dataset_path: CohereForAI/include-base-44
+dataset_name: Uzbek
+test_split: test
+output_type: multiple_choice
+doc_to_text: "{{question.strip()}}\nA. {{option_a}}\nB. {{option_b}}\nC. {{option_c}}\n
+  D. {{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/include/few_shot_en/Uzbek/include_base_44_uzbek_arts_humanities.yaml

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+include: _uzbek_few_shot_en_template_yaml
+description: The following are multiple-choice questions (with answers) about Arts
+  & Humanities.
+process_docs: !function 'utils.process_arts_humanities'
+task: include_base_44_uzbek_few_shot_en_arts_humanities

lm-evaluation-harness/lm_eval/tasks/include/few_shot_en/Uzbek/include_base_44_uzbek_medical_license.yaml

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+include: _uzbek_few_shot_en_template_yaml
+description: The following are multiple-choice questions (with answers) about Medical
+  License.
+process_docs: !function 'utils.process_medical_license'
+task: include_base_44_uzbek_few_shot_en_medical_license

lm-evaluation-harness/lm_eval/tasks/include/few_shot_en/Uzbek/include_base_44_uzbek_social_science.yaml

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+include: _uzbek_few_shot_en_template_yaml
+description: The following are multiple-choice questions (with answers) about Social
+  Science.
+process_docs: !function 'utils.process_social_science'
+task: include_base_44_uzbek_few_shot_en_social_science

lm-evaluation-harness/lm_eval/tasks/include/few_shot_en/Uzbek/include_base_44_uzbek_stem.yaml

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+include: _uzbek_few_shot_en_template_yaml
+description: The following are multiple-choice questions (with answers) about STEM.
+process_docs: !function 'utils.process_stem'
+task: include_base_44_uzbek_few_shot_en_stem

lm-evaluation-harness/lm_eval/tasks/include/few_shot_en/Uzbek/utils.py

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+from functools import partial
+
+
+CATEGORIES = [
+    "Applied Science",
+    "Arts & Humanities",
+    "Business & Commerce",
+    "Driving License",
+    "General knowledge",
+    "Health oriented education",
+    "Marine License",
+    "Medical License",
+    "Professional certification",
+    "STEM",
+    "Social Science",
+]
+
+
+def process_docs(dataset, category):
+    return dataset.filter(lambda x: x["domain"] == category)
+
+
+process_functions = {
+    f"process_{category.lower().replace(' & ', '_').replace(' ', '_')}": partial(
+        process_docs, category=category
+    )
+    for category in CATEGORIES
+}
+
+globals().update(process_functions)

lm-evaluation-harness/lm_eval/tasks/include/few_shot_en/Vietnamese/_include_base_44_vietnamese.yaml

@@ -0,0 +1,10 @@
+group: include_base_44_vietnamese
+task:
+- include_base_44_vietnamese_few_shot_en_stem
+- include_base_44_vietnamese_few_shot_en_arts_humanities
+- include_base_44_vietnamese_few_shot_en_social_science
+aggregate_metric_list:
+- metric: acc
+  weight_by_size: true
+metadata:
+  version: 0.0

lm-evaluation-harness/lm_eval/tasks/include/few_shot_en/Vietnamese/_vietnamese_few_shot_en_template_yaml

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+dataset_path: CohereForAI/include-base-44
+dataset_name: Vietnamese
+test_split: test
+output_type: multiple_choice
+doc_to_text: "{{question.strip()}}\nA. {{option_a}}\nB. {{option_b}}\nC. {{option_c}}\n
+  D. {{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/include/few_shot_en/Vietnamese/include_base_44_vietnamese_arts_humanities.yaml

@@ -0,0 +1,5 @@
+include: _vietnamese_few_shot_en_template_yaml
+description: The following are multiple-choice questions (with answers) about Arts
+  & Humanities.
+process_docs: !function 'utils.process_arts_humanities'
+task: include_base_44_vietnamese_few_shot_en_arts_humanities

lm-evaluation-harness/lm_eval/tasks/include/few_shot_en/Vietnamese/include_base_44_vietnamese_social_science.yaml

@@ -0,0 +1,5 @@
+include: _vietnamese_few_shot_en_template_yaml
+description: The following are multiple-choice questions (with answers) about Social
+  Science.
+process_docs: !function 'utils.process_social_science'
+task: include_base_44_vietnamese_few_shot_en_social_science

lm-evaluation-harness/lm_eval/tasks/include/few_shot_en/Vietnamese/include_base_44_vietnamese_stem.yaml

@@ -0,0 +1,4 @@
+include: _vietnamese_few_shot_en_template_yaml
+description: The following are multiple-choice questions (with answers) about STEM.
+process_docs: !function 'utils.process_stem'
+task: include_base_44_vietnamese_few_shot_en_stem

lm-evaluation-harness/lm_eval/tasks/include/few_shot_en/Vietnamese/utils.py

@@ -0,0 +1,30 @@
+from functools import partial
+
+
+CATEGORIES = [
+    "Applied Science",
+    "Arts & Humanities",
+    "Business & Commerce",
+    "Driving License",
+    "General knowledge",
+    "Health oriented education",
+    "Marine License",
+    "Medical License",
+    "Professional certification",
+    "STEM",
+    "Social Science",
+]
+
+
+def process_docs(dataset, category):
+    return dataset.filter(lambda x: x["domain"] == category)
+
+
+process_functions = {
+    f"process_{category.lower().replace(' & ', '_').replace(' ', '_')}": partial(
+        process_docs, category=category
+    )
+    for category in CATEGORIES
+}
+
+globals().update(process_functions)

lm-evaluation-harness/lm_eval/tasks/include/few_shot_og/Albanian/_albanian_few_shot_og_template_yaml

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+dataset_path: CohereForAI/include-base-44
+dataset_name: Albanian
+test_split: test
+output_type: multiple_choice
+doc_to_text: "{{question.strip()}}\nA. {{option_a}}\nB. {{option_b}}\nC. {{option_c}}\n
+  D. {{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/include/few_shot_og/Albanian/_include_base_44_albanian.yaml

@@ -0,0 +1,12 @@
+group: include_base_44_albanian
+task:
+- include_base_44_albanian_few_shot_og_arts_humanities
+- include_base_44_albanian_few_shot_og_stem
+- include_base_44_albanian_few_shot_og_business_commerce
+- include_base_44_albanian_few_shot_og_social_science
+- include_base_44_albanian_few_shot_og_health_oriented_education
+aggregate_metric_list:
+- metric: acc
+  weight_by_size: true
+metadata:
+  version: 0.0

lm-evaluation-harness/lm_eval/tasks/include/few_shot_og/Albanian/include_base_44_albanian_arts_humanities.yaml

@@ -0,0 +1,5 @@
+include: _albanian_few_shot_og_template_yaml
+description: Më poshtë janë pyetjet me zgjedhje të shumëfishta (me përgjigje) rreth
+  Arts & Humanities.
+process_docs: !function 'utils.process_arts_humanities'
+task: include_base_44_albanian_few_shot_og_arts_humanities

lm-evaluation-harness/lm_eval/tasks/include/few_shot_og/Albanian/include_base_44_albanian_business_commerce.yaml

@@ -0,0 +1,5 @@
+include: _albanian_few_shot_og_template_yaml
+description: Më poshtë janë pyetjet me zgjedhje të shumëfishta (me përgjigje) rreth
+  Business & Commerce.
+process_docs: !function 'utils.process_business_commerce'
+task: include_base_44_albanian_few_shot_og_business_commerce

lm-evaluation-harness/lm_eval/tasks/include/few_shot_og/Albanian/include_base_44_albanian_health_oriented_education.yaml

@@ -0,0 +1,5 @@
+include: _albanian_few_shot_og_template_yaml
+description: Më poshtë janë pyetjet me zgjedhje të shumëfishta (me përgjigje) rreth
+  Health oriented education.
+process_docs: !function 'utils.process_health_oriented_education'
+task: include_base_44_albanian_few_shot_og_health_oriented_education

lm-evaluation-harness/lm_eval/tasks/include/few_shot_og/Albanian/include_base_44_albanian_social_science.yaml

@@ -0,0 +1,5 @@
+include: _albanian_few_shot_og_template_yaml
+description: Më poshtë janë pyetjet me zgjedhje të shumëfishta (me përgjigje) rreth
+  Social Science.
+process_docs: !function 'utils.process_social_science'
+task: include_base_44_albanian_few_shot_og_social_science

lm-evaluation-harness/lm_eval/tasks/include/few_shot_og/Albanian/include_base_44_albanian_stem.yaml

@@ -0,0 +1,5 @@
+include: _albanian_few_shot_og_template_yaml
+description: Më poshtë janë pyetjet me zgjedhje të shumëfishta (me përgjigje) rreth
+  STEM.
+process_docs: !function 'utils.process_stem'
+task: include_base_44_albanian_few_shot_og_stem