Add Open Arabic LLM Leaderboard Benchmarks (Full and Light Version) (#2232)

* arabic leaferboard yaml file is added

* arabic toxigen is implemented

* Dataset library is imported

* arabic sciq is added

* util file of arabic toxigen is updated

* arabic race is added

* arabic piqa is implemented

* arabic open qa is added

* arabic copa is implemented

* arabic boolq ia added

* arabic arc easy is added

* arabic arc challenge is added

* arabic exams benchmark is implemented

* arabic hellaswag is added

* arabic leaderboard yaml file metrics are updated

* arabic mmlu benchmarks are added

* arabic mmlu group yaml file is updated

* alghafa benchmarks are added

* acva benchmarks are added

* acva utils.py is updated

* light version of arabic leaderboard benchmarks are added

* bugs fixed

* bug fixed

* bug fixed

* bug fixed

* bug fixed

* bug fixed

* library import bug is fixed

* doc to target updated

* bash file is deleted

* results folder is deleted

* leaderboard groups are added

* full arabic leaderboard groups are added, plus some bug fixes to the light version

* Create README.md

README.md for arabic_leaderboard_complete

* Create README.md

README.md for arabic_leaderboard_light

* Delete lm_eval/tasks/arabic_leaderboard directory

* Update README.md

* Update README.md

adding the Arabic leaderboards to the library

* Update README.md

10% of the training set

* Update README.md

10% of the training set

* revert .gitignore to prev version

* Update lm_eval/tasks/README.md
Co-authored-by: Hailey Schoelkopf <65563625+haileyschoelkopf@users.noreply.github.com>

* updated main README.md

* Update lm_eval/tasks/README.md

* specify machine translated benchmarks (complete)

* specify machine translated benchmarks (light version)

* add alghafa to the related task names (complete and light)

* add 'acva' to the related task names (complete and light)

* add 'arabic_leaderboard' to all the groups (complete and light)

* all dataset - not a random sample

* added more accurate details to the readme file

* added mt_mmlu from okapi

* Update lm_eval/tasks/README.md
Co-authored-by: Hailey Schoelkopf <65563625+haileyschoelkopf@users.noreply.github.com>

* Update lm_eval/tasks/README.md
Co-authored-by: Hailey Schoelkopf <65563625+haileyschoelkopf@users.noreply.github.com>

* updated mt_mmlu readme

* renaming 'alghafa' full and light

* renaming 'arabic_mmlu' light and full

* renaming 'acva' full and light

* update readme and standardize dir/file names

* running pre-commit

---------
Co-authored-by: shahrzads <sayehban@ualberta.ca>
Co-authored-by: shahrzads <56282669+shahrzads@users.noreply.github.com>
Co-authored-by: Hailey Schoelkopf <65563625+haileyschoelkopf@users.noreply.github.com>

lm_eval/tasks/arabic_leaderboard_complete/arabic_leaderboard_arabic_mmlu/arabic_leaderboard_arabic_mmlu_business_ethics.yaml

+task: arabic_leaderboard_arabic_mmlu_business_ethics
+dataset_path: OALL/Arabic_MMLU
+dataset_name: business_ethics
+output_type: multiple_choice
+training_split: null
+validation_split: dev
+test_split: test
+process_docs: !function utils.process_docs
+doc_to_text: "{{query}}"
+doc_to_target: "{{gold}}"
+doc_to_choice: "choices"
+fewshot_split: dev
+fewshot_config:
+  sampler: first_n
+metric_list:
+  - metric: acc
+    aggregation: mean
+    higher_is_better: true
+  - metric: acc_norm
+    aggregation: mean
+    higher_is_better: true
+metadata:
+  version: 1.0

lm_eval/tasks/arabic_leaderboard_complete/arabic_leaderboard_arabic_mmlu/arabic_leaderboard_arabic_mmlu_clinical_knowledge.yaml

+task: arabic_leaderboard_arabic_mmlu_clinical_knowledge
+dataset_path: OALL/Arabic_MMLU
+dataset_name: clinical_knowledge
+output_type: multiple_choice
+training_split: null
+validation_split: dev
+test_split: test
+process_docs: !function utils.process_docs
+doc_to_text: "{{query}}"
+doc_to_target: "{{gold}}"
+doc_to_choice: "choices"
+fewshot_split: dev
+fewshot_config:
+  sampler: first_n
+metric_list:
+  - metric: acc
+    aggregation: mean
+    higher_is_better: true
+  - metric: acc_norm
+    aggregation: mean
+    higher_is_better: true
+metadata:
+  version: 1.0

lm_eval/tasks/arabic_leaderboard_complete/arabic_leaderboard_arabic_mmlu/arabic_leaderboard_arabic_mmlu_college_biology.yaml

+task: arabic_leaderboard_arabic_mmlu_college_biology
+dataset_path: OALL/Arabic_MMLU
+dataset_name: college_biology
+output_type: multiple_choice
+training_split: null
+validation_split: dev
+test_split: test
+process_docs: !function utils.process_docs
+doc_to_text: "{{query}}"
+doc_to_target: "{{gold}}"
+doc_to_choice: "choices"
+fewshot_split: dev
+fewshot_config:
+  sampler: first_n
+metric_list:
+  - metric: acc
+    aggregation: mean
+    higher_is_better: true
+  - metric: acc_norm
+    aggregation: mean
+    higher_is_better: true
+metadata:
+  version: 1.0

lm_eval/tasks/arabic_leaderboard_complete/arabic_leaderboard_arabic_mmlu/arabic_leaderboard_arabic_mmlu_college_chemistry.yaml

+task: arabic_leaderboard_arabic_mmlu_college_chemistry
+dataset_path: OALL/Arabic_MMLU
+dataset_name: college_chemistry
+output_type: multiple_choice
+training_split: null
+validation_split: dev
+test_split: test
+process_docs: !function utils.process_docs
+doc_to_text: "{{query}}"
+doc_to_target: "{{gold}}"
+doc_to_choice: "choices"
+fewshot_split: dev
+fewshot_config:
+  sampler: first_n
+metric_list:
+  - metric: acc
+    aggregation: mean
+    higher_is_better: true
+  - metric: acc_norm
+    aggregation: mean
+    higher_is_better: true
+metadata:
+  version: 1.0

lm_eval/tasks/arabic_leaderboard_complete/arabic_leaderboard_arabic_mmlu/arabic_leaderboard_arabic_mmlu_college_computer_science.yaml

+task: arabic_leaderboard_arabic_mmlu_college_computer_science
+dataset_path: OALL/Arabic_MMLU
+dataset_name: college_computer_science
+output_type: multiple_choice
+training_split: null
+validation_split: dev
+test_split: test
+process_docs: !function utils.process_docs
+doc_to_text: "{{query}}"
+doc_to_target: "{{gold}}"
+doc_to_choice: "choices"
+fewshot_split: dev
+fewshot_config:
+  sampler: first_n
+metric_list:
+  - metric: acc
+    aggregation: mean
+    higher_is_better: true
+  - metric: acc_norm
+    aggregation: mean
+    higher_is_better: true
+metadata:
+  version: 1.0

lm_eval/tasks/arabic_leaderboard_complete/arabic_leaderboard_arabic_mmlu/arabic_leaderboard_arabic_mmlu_college_mathematics.yaml

+task: arabic_leaderboard_arabic_mmlu_college_mathematics
+dataset_path: OALL/Arabic_MMLU
+dataset_name: college_mathematics
+output_type: multiple_choice
+training_split: null
+validation_split: dev
+test_split: test
+process_docs: !function utils.process_docs
+doc_to_text: "{{query}}"
+doc_to_target: "{{gold}}"
+doc_to_choice: "choices"
+fewshot_split: dev
+fewshot_config:
+  sampler: first_n
+metric_list:
+  - metric: acc
+    aggregation: mean
+    higher_is_better: true
+  - metric: acc_norm
+    aggregation: mean
+    higher_is_better: true
+metadata:
+  version: 1.0

lm_eval/tasks/arabic_leaderboard_complete/arabic_leaderboard_arabic_mmlu/arabic_leaderboard_arabic_mmlu_college_medicine.yaml

+task: arabic_leaderboard_arabic_mmlu_college_medicine
+dataset_path: OALL/Arabic_MMLU
+dataset_name: college_medicine
+output_type: multiple_choice
+training_split: null
+validation_split: dev
+test_split: test
+process_docs: !function utils.process_docs
+doc_to_text: "{{query}}"
+doc_to_target: "{{gold}}"
+doc_to_choice: "choices"
+fewshot_split: dev
+fewshot_config:
+  sampler: first_n
+metric_list:
+  - metric: acc
+    aggregation: mean
+    higher_is_better: true
+  - metric: acc_norm
+    aggregation: mean
+    higher_is_better: true
+metadata:
+  version: 1.0

lm_eval/tasks/arabic_leaderboard_complete/arabic_leaderboard_arabic_mmlu/arabic_leaderboard_arabic_mmlu_college_physics.yaml

+task: arabic_leaderboard_arabic_mmlu_college_physics
+dataset_path: OALL/Arabic_MMLU
+dataset_name: college_physics
+output_type: multiple_choice
+training_split: null
+validation_split: dev
+test_split: test
+process_docs: !function utils.process_docs
+doc_to_text: "{{query}}"
+doc_to_target: "{{gold}}"
+doc_to_choice: "choices"
+fewshot_split: dev
+fewshot_config:
+  sampler: first_n
+metric_list:
+  - metric: acc
+    aggregation: mean
+    higher_is_better: true
+  - metric: acc_norm
+    aggregation: mean
+    higher_is_better: true
+metadata:
+  version: 1.0

lm_eval/tasks/arabic_leaderboard_complete/arabic_leaderboard_arabic_mmlu/arabic_leaderboard_arabic_mmlu_computer_security.yaml

+task: arabic_leaderboard_arabic_mmlu_computer_security
+dataset_path: OALL/Arabic_MMLU
+dataset_name: computer_security
+output_type: multiple_choice
+training_split: null
+validation_split: dev
+test_split: test
+process_docs: !function utils.process_docs
+doc_to_text: "{{query}}"
+doc_to_target: "{{gold}}"
+doc_to_choice: "choices"
+fewshot_split: dev
+fewshot_config:
+  sampler: first_n
+metric_list:
+  - metric: acc
+    aggregation: mean
+    higher_is_better: true
+  - metric: acc_norm
+    aggregation: mean
+    higher_is_better: true
+metadata:
+  version: 1.0

lm_eval/tasks/arabic_leaderboard_complete/arabic_leaderboard_arabic_mmlu/arabic_leaderboard_arabic_mmlu_conceptual_physics.yaml

+task: arabic_leaderboard_arabic_mmlu_conceptual_physics
+dataset_path: OALL/Arabic_MMLU
+dataset_name: conceptual_physics
+output_type: multiple_choice
+training_split: null
+validation_split: dev
+test_split: test
+process_docs: !function utils.process_docs
+doc_to_text: "{{query}}"
+doc_to_target: "{{gold}}"
+doc_to_choice: "choices"
+fewshot_split: dev
+fewshot_config:
+  sampler: first_n
+metric_list:
+  - metric: acc
+    aggregation: mean
+    higher_is_better: true
+  - metric: acc_norm
+    aggregation: mean
+    higher_is_better: true
+metadata:
+  version: 1.0

lm_eval/tasks/arabic_leaderboard_complete/arabic_leaderboard_arabic_mmlu/arabic_leaderboard_arabic_mmlu_econometrics.yaml

+task: arabic_leaderboard_arabic_mmlu_econometrics
+dataset_path: OALL/Arabic_MMLU
+dataset_name: econometrics
+output_type: multiple_choice
+training_split: null
+validation_split: dev
+test_split: test
+process_docs: !function utils.process_docs
+doc_to_text: "{{query}}"
+doc_to_target: "{{gold}}"
+doc_to_choice: "choices"
+fewshot_split: dev
+fewshot_config:
+  sampler: first_n
+metric_list:
+  - metric: acc
+    aggregation: mean
+    higher_is_better: true
+  - metric: acc_norm
+    aggregation: mean
+    higher_is_better: true
+metadata:
+  version: 1.0

lm_eval/tasks/arabic_leaderboard_complete/arabic_leaderboard_arabic_mmlu/arabic_leaderboard_arabic_mmlu_electrical_engineering.yaml

+task: arabic_leaderboard_arabic_mmlu_electrical_engineering
+dataset_path: OALL/Arabic_MMLU
+dataset_name: electrical_engineering
+output_type: multiple_choice
+training_split: null
+validation_split: dev
+test_split: test
+process_docs: !function utils.process_docs
+doc_to_text: "{{query}}"
+doc_to_target: "{{gold}}"
+doc_to_choice: "choices"
+fewshot_split: dev
+fewshot_config:
+  sampler: first_n
+metric_list:
+  - metric: acc
+    aggregation: mean
+    higher_is_better: true
+  - metric: acc_norm
+    aggregation: mean
+    higher_is_better: true
+metadata:
+  version: 1.0

lm_eval/tasks/arabic_leaderboard_complete/arabic_leaderboard_arabic_mmlu/arabic_leaderboard_arabic_mmlu_elementary_mathematics.yaml

+task: arabic_leaderboard_arabic_mmlu_elementary_mathematics
+dataset_path: OALL/Arabic_MMLU
+dataset_name: elementary_mathematics
+output_type: multiple_choice
+training_split: null
+validation_split: dev
+test_split: test
+process_docs: !function utils.process_docs
+doc_to_text: "{{query}}"
+doc_to_target: "{{gold}}"
+doc_to_choice: "choices"
+fewshot_split: dev
+fewshot_config:
+  sampler: first_n
+metric_list:
+  - metric: acc
+    aggregation: mean
+    higher_is_better: true
+  - metric: acc_norm
+    aggregation: mean
+    higher_is_better: true
+metadata:
+  version: 1.0

lm_eval/tasks/arabic_leaderboard_complete/arabic_leaderboard_arabic_mmlu/arabic_leaderboard_arabic_mmlu_formal_logic.yaml

+task: arabic_leaderboard_arabic_mmlu_formal_logic
+dataset_path: OALL/Arabic_MMLU
+dataset_name: formal_logic
+output_type: multiple_choice
+training_split: null
+validation_split: dev
+test_split: test
+process_docs: !function utils.process_docs
+doc_to_text: "{{query}}"
+doc_to_target: "{{gold}}"
+doc_to_choice: "choices"
+fewshot_split: dev
+fewshot_config:
+  sampler: first_n
+metric_list:
+  - metric: acc
+    aggregation: mean
+    higher_is_better: true
+  - metric: acc_norm
+    aggregation: mean
+    higher_is_better: true
+metadata:
+  version: 1.0

lm_eval/tasks/arabic_leaderboard_complete/arabic_leaderboard_arabic_mmlu/arabic_leaderboard_arabic_mmlu_global_facts.yaml

+task: arabic_leaderboard_arabic_mmlu_global_facts
+dataset_path: OALL/Arabic_MMLU
+dataset_name: global_facts
+output_type: multiple_choice
+training_split: null
+validation_split: dev
+test_split: test
+process_docs: !function utils.process_docs
+doc_to_text: "{{query}}"
+doc_to_target: "{{gold}}"
+doc_to_choice: "choices"
+fewshot_split: dev
+fewshot_config:
+  sampler: first_n
+metric_list:
+  - metric: acc
+    aggregation: mean
+    higher_is_better: true
+  - metric: acc_norm
+    aggregation: mean
+    higher_is_better: true
+metadata:
+  version: 1.0

lm_eval/tasks/arabic_leaderboard_complete/arabic_leaderboard_arabic_mmlu/arabic_leaderboard_arabic_mmlu_high_school_biology.yaml

+task: arabic_leaderboard_arabic_mmlu_high_school_biology
+dataset_path: OALL/Arabic_MMLU
+dataset_name: high_school_biology
+output_type: multiple_choice
+training_split: null
+validation_split: dev
+test_split: test
+process_docs: !function utils.process_docs
+doc_to_text: "{{query}}"
+doc_to_target: "{{gold}}"
+doc_to_choice: "choices"
+fewshot_split: dev
+fewshot_config:
+  sampler: first_n
+metric_list:
+  - metric: acc
+    aggregation: mean
+    higher_is_better: true
+  - metric: acc_norm
+    aggregation: mean
+    higher_is_better: true
+metadata:
+  version: 1.0

lm_eval/tasks/arabic_leaderboard_complete/arabic_leaderboard_arabic_mmlu/arabic_leaderboard_arabic_mmlu_high_school_chemistry.yaml

+task: arabic_leaderboard_arabic_mmlu_high_school_chemistry
+dataset_path: OALL/Arabic_MMLU
+dataset_name: high_school_chemistry
+output_type: multiple_choice
+training_split: null
+validation_split: dev
+test_split: test
+process_docs: !function utils.process_docs
+doc_to_text: "{{query}}"
+doc_to_target: "{{gold}}"
+doc_to_choice: "choices"
+fewshot_split: dev
+fewshot_config:
+  sampler: first_n
+metric_list:
+  - metric: acc
+    aggregation: mean
+    higher_is_better: true
+  - metric: acc_norm
+    aggregation: mean
+    higher_is_better: true
+metadata:
+  version: 1.0

lm_eval/tasks/arabic_leaderboard_complete/arabic_leaderboard_arabic_mmlu/arabic_leaderboard_arabic_mmlu_high_school_computer_science.yaml

+task: arabic_leaderboard_arabic_mmlu_high_school_computer_science
+dataset_path: OALL/Arabic_MMLU
+dataset_name: high_school_computer_science
+output_type: multiple_choice
+training_split: null
+validation_split: dev
+test_split: test
+process_docs: !function utils.process_docs
+doc_to_text: "{{query}}"
+doc_to_target: "{{gold}}"
+doc_to_choice: "choices"
+fewshot_split: dev
+fewshot_config:
+  sampler: first_n
+metric_list:
+  - metric: acc
+    aggregation: mean
+    higher_is_better: true
+  - metric: acc_norm
+    aggregation: mean
+    higher_is_better: true
+metadata:
+  version: 1.0

lm_eval/tasks/arabic_leaderboard_complete/arabic_leaderboard_arabic_mmlu/arabic_leaderboard_arabic_mmlu_high_school_european_history.yaml

+task: arabic_leaderboard_arabic_mmlu_high_school_european_history
+dataset_path: OALL/Arabic_MMLU
+dataset_name: high_school_european_history
+output_type: multiple_choice
+training_split: null
+validation_split: dev
+test_split: test
+process_docs: !function utils.process_docs
+doc_to_text: "{{query}}"
+doc_to_target: "{{gold}}"
+doc_to_choice: "choices"
+fewshot_split: dev
+fewshot_config:
+  sampler: first_n
+metric_list:
+  - metric: acc
+    aggregation: mean
+    higher_is_better: true
+  - metric: acc_norm
+    aggregation: mean
+    higher_is_better: true
+metadata:
+  version: 1.0

lm_eval/tasks/arabic_leaderboard_complete/arabic_leaderboard_arabic_mmlu/arabic_leaderboard_arabic_mmlu_high_school_geography.yaml

+task: arabic_leaderboard_arabic_mmlu_high_school_geography
+dataset_path: OALL/Arabic_MMLU
+dataset_name: high_school_geography
+output_type: multiple_choice
+training_split: null
+validation_split: dev
+test_split: test
+process_docs: !function utils.process_docs
+doc_to_text: "{{query}}"
+doc_to_target: "{{gold}}"
+doc_to_choice: "choices"
+fewshot_split: dev
+fewshot_config:
+  sampler: first_n
+metric_list:
+  - metric: acc
+    aggregation: mean
+    higher_is_better: true
+  - metric: acc_norm
+    aggregation: mean
+    higher_is_better: true
+metadata:
+  version: 1.0