diff --git a/scripts/yans/lm-evaluation-harness/lm_eval/tasks/mmlusr/answer_only/_answer_only.yaml b/scripts/yans/lm-evaluation-harness/lm_eval/tasks/mmlusr/answer_only/_answer_only.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..2473a2af3ade70dd004a3756a61d9b83bba36179
--- /dev/null
+++ b/scripts/yans/lm-evaluation-harness/lm_eval/tasks/mmlusr/answer_only/_answer_only.yaml
@@ -0,0 +1,44 @@
+group: mmlusr_answer_only
+group_alias: MMLU-SR (Answer Only)
+task:
+  - group: mmlusr_ao_stem
+    group_alias: STEM (Answer Only)
+    task:
+      - mmlusr_answer_only_stem_tasks
+    aggregate_metric_list:
+      - metric: acc
+        weight_by_size: True
+    metadata:
+      version: 2
+  - group: mmlusr_ao_other
+    group_alias: Other (Answer Only)
+    task:
+      - mmlusr_answer_only_other_tasks
+    aggregate_metric_list:
+      - metric: acc
+        weight_by_size: True
+    metadata:
+      version: 2
+  - group: mmlusr_ao_social_sciences
+    group_alias: Social Sciences (Answer Only)
+    task:
+      - mmlusr_answer_only_social_sciences_tasks
+    aggregate_metric_list:
+      - metric: acc
+        weight_by_size: True
+    metadata:
+      version: 2
+  - group: mmlusr_ao_humanities
+    group_alias: Humanities (Answer Only)
+    task:
+      - mmlusr_answer_only_humanities_tasks
+    aggregate_metric_list:
+      - metric: acc
+        weight_by_size: True
+    metadata:
+      version: 2
+aggregate_metric_list:
+  - metric: acc
+    weight_by_size: True
+metadata:
+  version: 2
diff --git a/scripts/yans/lm-evaluation-harness/lm_eval/tasks/mmlusr/answer_only/_mmlusr_a_yml b/scripts/yans/lm-evaluation-harness/lm_eval/tasks/mmlusr/answer_only/_mmlusr_a_yml
new file mode 100644
index 0000000000000000000000000000000000000000..7489f544ba29aee29332dd11197461a025ef1494
--- /dev/null
+++ b/scripts/yans/lm-evaluation-harness/lm_eval/tasks/mmlusr/answer_only/_mmlusr_a_yml
@@ -0,0 +1,16 @@
+dataset_path: NiniCat/MMLU-SR
+test_split: test
+fewshot_split: train
+fewshot_config:
+  sampler: first_n
+output_type: multiple_choice
+process_docs: !function utils.process_docs
+doc_to_text: "{{question.strip()}}\nA. {{choices[0]}}\nB. {{choices[1]}}\nC. {{choices[2]}}\nD. {{choices[3]}}\nAnswer:"
+doc_to_choice: ["A", "B", "C", "D"]
+doc_to_target: answer
+metric_list:
+  - metric: acc
+    aggregation: mean
+    higher_is_better: true
+metadata:
+  version: 1.0
diff --git a/scripts/yans/lm-evaluation-harness/lm_eval/tasks/mmlusr/answer_only/answer_only_abstract_algebra.yaml b/scripts/yans/lm-evaluation-harness/lm_eval/tasks/mmlusr/answer_only/answer_only_abstract_algebra.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..527bc9cc1b3ebe1004e26a68e5fffcee7158d4ef
--- /dev/null
+++ b/scripts/yans/lm-evaluation-harness/lm_eval/tasks/mmlusr/answer_only/answer_only_abstract_algebra.yaml
@@ -0,0 +1,7 @@
+"dataset_name": "answer_only_abstract_algebra"
+"description": "The following are multiple choice questions (with answers) about abstract\
+  \ algebra.\n\n"
+"tag": "mmlusr_answer_only_stem_tasks"
+"include": "_mmlusr_a_yml"
+"task": "mmlusr_answer_only_abstract_algebra"
+"task_alias": "abstract algebra"
diff --git a/scripts/yans/lm-evaluation-harness/lm_eval/tasks/mmlusr/answer_only/answer_only_astronomy.yaml b/scripts/yans/lm-evaluation-harness/lm_eval/tasks/mmlusr/answer_only/answer_only_astronomy.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..068072de60489d7c26b576314862c73492af92c8
--- /dev/null
+++ b/scripts/yans/lm-evaluation-harness/lm_eval/tasks/mmlusr/answer_only/answer_only_astronomy.yaml
@@ -0,0 +1,7 @@
+"dataset_name": "answer_only_astronomy"
+"description": "The following are multiple choice questions (with answers) about astronomy.\n\
+  \n"
+"tag": "mmlusr_answer_only_stem_tasks"
+"include": "_mmlusr_a_yml"
+"task": "mmlusr_answer_only_astronomy"
+"task_alias": "astronomy"
diff --git a/scripts/yans/lm-evaluation-harness/lm_eval/tasks/mmlusr/answer_only/answer_only_college_computer_science.yaml b/scripts/yans/lm-evaluation-harness/lm_eval/tasks/mmlusr/answer_only/answer_only_college_computer_science.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..bbd7e4c1582a780028ddaf3cb2f1824dd4b3ebb2
--- /dev/null
+++ b/scripts/yans/lm-evaluation-harness/lm_eval/tasks/mmlusr/answer_only/answer_only_college_computer_science.yaml
@@ -0,0 +1,7 @@
+"dataset_name": "answer_only_college_computer_science"
+"description": "The following are multiple choice questions (with answers) about college\
+  \ computer science.\n\n"
+"tag": "mmlusr_answer_only_stem_tasks"
+"include": "_mmlusr_a_yml"
+"task": "mmlusr_answer_only_college_computer_science"
+"task_alias": "college computer science"
diff --git a/scripts/yans/lm-evaluation-harness/lm_eval/tasks/mmlusr/answer_only/answer_only_college_mathematics.yaml b/scripts/yans/lm-evaluation-harness/lm_eval/tasks/mmlusr/answer_only/answer_only_college_mathematics.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..8d85c49dc1c76b880ea1bc4ae255c2d152d6eaa8
--- /dev/null
+++ b/scripts/yans/lm-evaluation-harness/lm_eval/tasks/mmlusr/answer_only/answer_only_college_mathematics.yaml
@@ -0,0 +1,7 @@
+"dataset_name": "answer_only_college_mathematics"
+"description": "The following are multiple choice questions (with answers) about college\
+  \ mathematics.\n\n"
+"tag": "mmlusr_answer_only_stem_tasks"
+"include": "_mmlusr_a_yml"
+"task": "mmlusr_answer_only_college_mathematics"
+"task_alias": "college mathematics"
diff --git a/scripts/yans/lm-evaluation-harness/lm_eval/tasks/mmlusr/answer_only/answer_only_college_physics.yaml b/scripts/yans/lm-evaluation-harness/lm_eval/tasks/mmlusr/answer_only/answer_only_college_physics.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..77b47241d095b8a62ebdfe2d995ad438c69de4ec
--- /dev/null
+++ b/scripts/yans/lm-evaluation-harness/lm_eval/tasks/mmlusr/answer_only/answer_only_college_physics.yaml
@@ -0,0 +1,7 @@
+"dataset_name": "answer_only_college_physics"
+"description": "The following are multiple choice questions (with answers) about college\
+  \ physics.\n\n"
+"tag": "mmlusr_answer_only_stem_tasks"
+"include": "_mmlusr_a_yml"
+"task": "mmlusr_answer_only_college_physics"
+"task_alias": "college physics"
diff --git a/scripts/yans/lm-evaluation-harness/lm_eval/tasks/mmlusr/answer_only/answer_only_econometrics.yaml b/scripts/yans/lm-evaluation-harness/lm_eval/tasks/mmlusr/answer_only/answer_only_econometrics.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..996d44f46eab624e768c92553659847682e2f2cc
--- /dev/null
+++ b/scripts/yans/lm-evaluation-harness/lm_eval/tasks/mmlusr/answer_only/answer_only_econometrics.yaml
@@ -0,0 +1,7 @@
+"dataset_name": "answer_only_econometrics"
+"description": "The following are multiple choice questions (with answers) about econometrics.\n\
+  \n"
+"tag": "mmlusr_answer_only_social_sciences_tasks"
+"include": "_mmlusr_a_yml"
+"task": "mmlusr_answer_only_econometrics"
+"task_alias": "econometrics"
diff --git a/scripts/yans/lm-evaluation-harness/lm_eval/tasks/mmlusr/answer_only/answer_only_global_facts.yaml b/scripts/yans/lm-evaluation-harness/lm_eval/tasks/mmlusr/answer_only/answer_only_global_facts.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..ec9c0f42b35eda761c005ddb94670e649a0a9ee8
--- /dev/null
+++ b/scripts/yans/lm-evaluation-harness/lm_eval/tasks/mmlusr/answer_only/answer_only_global_facts.yaml
@@ -0,0 +1,7 @@
+"dataset_name": "answer_only_global_facts"
+"description": "The following are multiple choice questions (with answers) about global\
+  \ facts.\n\n"
+"tag": "mmlusr_answer_only_other_tasks"
+"include": "_mmlusr_a_yml"
+"task": "mmlusr_answer_only_global_facts"
+"task_alias": "global facts"
diff --git a/scripts/yans/lm-evaluation-harness/lm_eval/tasks/mmlusr/answer_only/answer_only_high_school_european_history.yaml b/scripts/yans/lm-evaluation-harness/lm_eval/tasks/mmlusr/answer_only/answer_only_high_school_european_history.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..9d7c1cb8da0a7de39a28efbb39f943b0d230d93f
--- /dev/null
+++ b/scripts/yans/lm-evaluation-harness/lm_eval/tasks/mmlusr/answer_only/answer_only_high_school_european_history.yaml
@@ -0,0 +1,7 @@
+"dataset_name": "answer_only_high_school_european_history"
+"description": "The following are multiple choice questions (with answers) about high\
+  \ school european history.\n\n"
+"tag": "mmlusr_answer_only_humanities_tasks"
+"include": "_mmlusr_a_yml"
+"task": "mmlusr_answer_only_high_school_european_history"
+"task_alias": "high school european history"
diff --git a/scripts/yans/lm-evaluation-harness/lm_eval/tasks/mmlusr/answer_only/answer_only_high_school_government_and_politics.yaml b/scripts/yans/lm-evaluation-harness/lm_eval/tasks/mmlusr/answer_only/answer_only_high_school_government_and_politics.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..bf66e3a3a760c5cf5b81d4b83323230c3aafe1ed
--- /dev/null
+++ b/scripts/yans/lm-evaluation-harness/lm_eval/tasks/mmlusr/answer_only/answer_only_high_school_government_and_politics.yaml
@@ -0,0 +1,7 @@
+"dataset_name": "answer_only_high_school_government_and_politics"
+"description": "The following are multiple choice questions (with answers) about high\
+  \ school government and politics.\n\n"
+"tag": "mmlusr_answer_only_social_sciences_tasks"
+"include": "_mmlusr_a_yml"
+"task": "mmlusr_answer_only_high_school_government_and_politics"
+"task_alias": "high school government and politics"
diff --git a/scripts/yans/lm-evaluation-harness/lm_eval/tasks/mmlusr/answer_only/answer_only_high_school_mathematics.yaml b/scripts/yans/lm-evaluation-harness/lm_eval/tasks/mmlusr/answer_only/answer_only_high_school_mathematics.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..7da2d1859ad5c85fa25d3579156e66d9ec2e5e45
--- /dev/null
+++ b/scripts/yans/lm-evaluation-harness/lm_eval/tasks/mmlusr/answer_only/answer_only_high_school_mathematics.yaml
@@ -0,0 +1,7 @@
+"dataset_name": "answer_only_high_school_mathematics"
+"description": "The following are multiple choice questions (with answers) about high\
+  \ school mathematics.\n\n"
+"tag": "mmlusr_answer_only_stem_tasks"
+"include": "_mmlusr_a_yml"
+"task": "mmlusr_answer_only_high_school_mathematics"
+"task_alias": "high school mathematics"
diff --git a/scripts/yans/lm-evaluation-harness/lm_eval/tasks/mmlusr/answer_only/answer_only_high_school_physics.yaml b/scripts/yans/lm-evaluation-harness/lm_eval/tasks/mmlusr/answer_only/answer_only_high_school_physics.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..52fb7377927412590328af0a2ad21c845ba21322
--- /dev/null
+++ b/scripts/yans/lm-evaluation-harness/lm_eval/tasks/mmlusr/answer_only/answer_only_high_school_physics.yaml
@@ -0,0 +1,7 @@
+"dataset_name": "answer_only_high_school_physics"
+"description": "The following are multiple choice questions (with answers) about high\
+  \ school physics.\n\n"
+"tag": "mmlusr_answer_only_stem_tasks"
+"include": "_mmlusr_a_yml"
+"task": "mmlusr_answer_only_high_school_physics"
+"task_alias": "high school physics"
diff --git a/scripts/yans/lm-evaluation-harness/lm_eval/tasks/mmlusr/answer_only/answer_only_high_school_world_history.yaml b/scripts/yans/lm-evaluation-harness/lm_eval/tasks/mmlusr/answer_only/answer_only_high_school_world_history.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..5b8f4f37e2e23019f522ecd0c39406485943d808
--- /dev/null
+++ b/scripts/yans/lm-evaluation-harness/lm_eval/tasks/mmlusr/answer_only/answer_only_high_school_world_history.yaml
@@ -0,0 +1,7 @@
+"dataset_name": "answer_only_high_school_world_history"
+"description": "The following are multiple choice questions (with answers) about high\
+  \ school world history.\n\n"
+"tag": "mmlusr_answer_only_humanities_tasks"
+"include": "_mmlusr_a_yml"
+"task": "mmlusr_answer_only_high_school_world_history"
+"task_alias": "high school world history"
diff --git a/scripts/yans/lm-evaluation-harness/lm_eval/tasks/mmlusr/answer_only/answer_only_human_aging.yaml b/scripts/yans/lm-evaluation-harness/lm_eval/tasks/mmlusr/answer_only/answer_only_human_aging.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..6a188ddb6517a367d83b3791c0875d9fd01ad56f
--- /dev/null
+++ b/scripts/yans/lm-evaluation-harness/lm_eval/tasks/mmlusr/answer_only/answer_only_human_aging.yaml
@@ -0,0 +1,7 @@
+"dataset_name": "answer_only_human_aging"
+"description": "The following are multiple choice questions (with answers) about human\
+  \ aging.\n\n"
+"tag": "mmlusr_answer_only_other_tasks"
+"include": "_mmlusr_a_yml"
+"task": "mmlusr_answer_only_human_aging"
+"task_alias": "human aging"
diff --git a/scripts/yans/lm-evaluation-harness/lm_eval/tasks/mmlusr/answer_only/answer_only_human_sexuality.yaml b/scripts/yans/lm-evaluation-harness/lm_eval/tasks/mmlusr/answer_only/answer_only_human_sexuality.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..18c45333c5ba7b3a5cc80fa340c7f58481f4a4b3
--- /dev/null
+++ b/scripts/yans/lm-evaluation-harness/lm_eval/tasks/mmlusr/answer_only/answer_only_human_sexuality.yaml
@@ -0,0 +1,7 @@
+"dataset_name": "answer_only_human_sexuality"
+"description": "The following are multiple choice questions (with answers) about human\
+  \ sexuality.\n\n"
+"tag": "mmlusr_answer_only_social_sciences_tasks"
+"include": "_mmlusr_a_yml"
+"task": "mmlusr_answer_only_human_sexuality"
+"task_alias": "human sexuality"
diff --git a/scripts/yans/lm-evaluation-harness/lm_eval/tasks/mmlusr/answer_only/answer_only_marketing.yaml b/scripts/yans/lm-evaluation-harness/lm_eval/tasks/mmlusr/answer_only/answer_only_marketing.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..23fe03659ba9df8e12873d9a3065de6093b8834e
--- /dev/null
+++ b/scripts/yans/lm-evaluation-harness/lm_eval/tasks/mmlusr/answer_only/answer_only_marketing.yaml
@@ -0,0 +1,7 @@
+"dataset_name": "answer_only_marketing"
+"description": "The following are multiple choice questions (with answers) about marketing.\n\
+  \n"
+"tag": "mmlusr_answer_only_other_tasks"
+"include": "_mmlusr_a_yml"
+"task": "mmlusr_answer_only_marketing"
+"task_alias": "marketing"
diff --git a/scripts/yans/lm-evaluation-harness/lm_eval/tasks/mmlusr/answer_only/answer_only_medical_genetics.yaml b/scripts/yans/lm-evaluation-harness/lm_eval/tasks/mmlusr/answer_only/answer_only_medical_genetics.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..63355c88aa30126955f5fc14be0b8b54f47a5169
--- /dev/null
+++ b/scripts/yans/lm-evaluation-harness/lm_eval/tasks/mmlusr/answer_only/answer_only_medical_genetics.yaml
@@ -0,0 +1,7 @@
+"dataset_name": "answer_only_medical_genetics"
+"description": "The following are multiple choice questions (with answers) about medical\
+  \ genetics.\n\n"
+"tag": "mmlusr_answer_only_other_tasks"
+"include": "_mmlusr_a_yml"
+"task": "mmlusr_answer_only_medical_genetics"
+"task_alias": "medical genetics"
diff --git a/scripts/yans/lm-evaluation-harness/lm_eval/tasks/mmlusr/answer_only/answer_only_moral_disputes.yaml b/scripts/yans/lm-evaluation-harness/lm_eval/tasks/mmlusr/answer_only/answer_only_moral_disputes.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..2f09854fbaa531d5a6e694f578dcf18ac1947395
--- /dev/null
+++ b/scripts/yans/lm-evaluation-harness/lm_eval/tasks/mmlusr/answer_only/answer_only_moral_disputes.yaml
@@ -0,0 +1,7 @@
+"dataset_name": "answer_only_moral_disputes"
+"description": "The following are multiple choice questions (with answers) about moral\
+  \ disputes.\n\n"
+"tag": "mmlusr_answer_only_humanities_tasks"
+"include": "_mmlusr_a_yml"
+"task": "mmlusr_answer_only_moral_disputes"
+"task_alias": "moral disputes"
diff --git a/scripts/yans/lm-evaluation-harness/lm_eval/tasks/mmlusr/answer_only/answer_only_nutrition.yaml b/scripts/yans/lm-evaluation-harness/lm_eval/tasks/mmlusr/answer_only/answer_only_nutrition.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..a890f9331b76cfcfd706cec97c87ae9b358f9b33
--- /dev/null
+++ b/scripts/yans/lm-evaluation-harness/lm_eval/tasks/mmlusr/answer_only/answer_only_nutrition.yaml
@@ -0,0 +1,7 @@
+"dataset_name": "answer_only_nutrition"
+"description": "The following are multiple choice questions (with answers) about nutrition.\n\
+  \n"
+"tag": "mmlusr_answer_only_other_tasks"
+"include": "_mmlusr_a_yml"
+"task": "mmlusr_answer_only_nutrition"
+"task_alias": "nutrition"
diff --git a/scripts/yans/lm-evaluation-harness/lm_eval/tasks/mmlusr/answer_only/answer_only_prehistory.yaml b/scripts/yans/lm-evaluation-harness/lm_eval/tasks/mmlusr/answer_only/answer_only_prehistory.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..a93b5c4ff7034736e17af2b48e876f2ccdadbff9
--- /dev/null
+++ b/scripts/yans/lm-evaluation-harness/lm_eval/tasks/mmlusr/answer_only/answer_only_prehistory.yaml
@@ -0,0 +1,7 @@
+"dataset_name": "answer_only_prehistory"
+"description": "The following are multiple choice questions (with answers) about prehistory.\n\
+  \n"
+"tag": "mmlusr_answer_only_humanities_tasks"
+"include": "_mmlusr_a_yml"
+"task": "mmlusr_answer_only_prehistory"
+"task_alias": "prehistory"
diff --git a/scripts/yans/lm-evaluation-harness/lm_eval/tasks/mmlusr/answer_only/answer_only_professional_medicine.yaml b/scripts/yans/lm-evaluation-harness/lm_eval/tasks/mmlusr/answer_only/answer_only_professional_medicine.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..374b239c3fbda26af4691d302350cf60216e7ede
--- /dev/null
+++ b/scripts/yans/lm-evaluation-harness/lm_eval/tasks/mmlusr/answer_only/answer_only_professional_medicine.yaml
@@ -0,0 +1,7 @@
+"dataset_name": "answer_only_professional_medicine"
+"description": "The following are multiple choice questions (with answers) about professional\
+  \ medicine.\n\n"
+"tag": "mmlusr_answer_only_other_tasks"
+"include": "_mmlusr_a_yml"
+"task": "mmlusr_answer_only_professional_medicine"
+"task_alias": "professional medicine"
diff --git a/scripts/yans/lm-evaluation-harness/lm_eval/tasks/mmlusr/answer_only/answer_only_public_relations.yaml b/scripts/yans/lm-evaluation-harness/lm_eval/tasks/mmlusr/answer_only/answer_only_public_relations.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..86cc337b0642aa2043df46db35aa26b2c77e8ccc
--- /dev/null
+++ b/scripts/yans/lm-evaluation-harness/lm_eval/tasks/mmlusr/answer_only/answer_only_public_relations.yaml
@@ -0,0 +1,7 @@
+"dataset_name": "answer_only_public_relations"
+"description": "The following are multiple choice questions (with answers) about public\
+  \ relations.\n\n"
+"tag": "mmlusr_answer_only_social_sciences_tasks"
+"include": "_mmlusr_a_yml"
+"task": "mmlusr_answer_only_public_relations"
+"task_alias": "public relations"
diff --git a/scripts/yans/lm-evaluation-harness/lm_eval/tasks/mmlusr/answer_only/answer_only_sociology.yaml b/scripts/yans/lm-evaluation-harness/lm_eval/tasks/mmlusr/answer_only/answer_only_sociology.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..58fa3d8de1b736f727119945ec4c59470f550d6e
--- /dev/null
+++ b/scripts/yans/lm-evaluation-harness/lm_eval/tasks/mmlusr/answer_only/answer_only_sociology.yaml
@@ -0,0 +1,7 @@
+"dataset_name": "answer_only_sociology"
+"description": "The following are multiple choice questions (with answers) about sociology.\n\
+  \n"
+"tag": "mmlusr_answer_only_social_sciences_tasks"
+"include": "_mmlusr_a_yml"
+"task": "mmlusr_answer_only_sociology"
+"task_alias": "sociology"
diff --git a/scripts/yans/lm-evaluation-harness/lm_eval/tasks/mmlusr/answer_only/answer_only_us_foreign_policy.yaml b/scripts/yans/lm-evaluation-harness/lm_eval/tasks/mmlusr/answer_only/answer_only_us_foreign_policy.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..91a6d66340278bc0ff53085d88c910779d76d7e8
--- /dev/null
+++ b/scripts/yans/lm-evaluation-harness/lm_eval/tasks/mmlusr/answer_only/answer_only_us_foreign_policy.yaml
@@ -0,0 +1,7 @@
+"dataset_name": "answer_only_us_foreign_policy"
+"description": "The following are multiple choice questions (with answers) about us\
+  \ foreign policy.\n\n"
+"tag": "mmlusr_answer_only_social_sciences_tasks"
+"include": "_mmlusr_a_yml"
+"task": "mmlusr_answer_only_us_foreign_policy"
+"task_alias": "us foreign policy"
diff --git a/scripts/yans/lm-evaluation-harness/lm_eval/tasks/mmlusr/answer_only/answer_only_virology.yaml b/scripts/yans/lm-evaluation-harness/lm_eval/tasks/mmlusr/answer_only/answer_only_virology.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..1400fb8421512daebaf5640a8385e69ce645e59d
--- /dev/null
+++ b/scripts/yans/lm-evaluation-harness/lm_eval/tasks/mmlusr/answer_only/answer_only_virology.yaml
@@ -0,0 +1,7 @@
+"dataset_name": "answer_only_virology"
+"description": "The following are multiple choice questions (with answers) about virology.\n\
+  \n"
+"tag": "mmlusr_answer_only_other_tasks"
+"include": "_mmlusr_a_yml"
+"task": "mmlusr_answer_only_virology"
+"task_alias": "virology"
diff --git a/scripts/yans/lm-evaluation-harness/lm_eval/tasks/mmlusr/question_only/_mmlusr_q_yml b/scripts/yans/lm-evaluation-harness/lm_eval/tasks/mmlusr/question_only/_mmlusr_q_yml
new file mode 100644
index 0000000000000000000000000000000000000000..7489f544ba29aee29332dd11197461a025ef1494
--- /dev/null
+++ b/scripts/yans/lm-evaluation-harness/lm_eval/tasks/mmlusr/question_only/_mmlusr_q_yml
@@ -0,0 +1,16 @@
+dataset_path: NiniCat/MMLU-SR
+test_split: test
+fewshot_split: train
+fewshot_config:
+  sampler: first_n
+output_type: multiple_choice
+process_docs: !function utils.process_docs
+doc_to_text: "{{question.strip()}}\nA. {{choices[0]}}\nB. {{choices[1]}}\nC. {{choices[2]}}\nD. {{choices[3]}}\nAnswer:"
+doc_to_choice: ["A", "B", "C", "D"]
+doc_to_target: answer
+metric_list:
+  - metric: acc
+    aggregation: mean
+    higher_is_better: true
+metadata:
+  version: 1.0
diff --git a/scripts/yans/lm-evaluation-harness/lm_eval/tasks/mmlusr/question_only/question_only_abstract_algebra.yaml b/scripts/yans/lm-evaluation-harness/lm_eval/tasks/mmlusr/question_only/question_only_abstract_algebra.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..3ae764f7b5f193d68d7e41f61654b42c4617306c
--- /dev/null
+++ b/scripts/yans/lm-evaluation-harness/lm_eval/tasks/mmlusr/question_only/question_only_abstract_algebra.yaml
@@ -0,0 +1,7 @@
+"dataset_name": "question_only_abstract_algebra"
+"description": "The following are multiple choice questions (with answers) about abstract\
+  \ algebra.\n\n"
+"tag": "mmlusr_question_only_stem_tasks"
+"include": "_mmlusr_q_yml"
+"task": "mmlusr_question_only_abstract_algebra"
+"task_alias": "abstract algebra"
diff --git a/scripts/yans/lm-evaluation-harness/lm_eval/tasks/mmlusr/question_only/question_only_anatomy.yaml b/scripts/yans/lm-evaluation-harness/lm_eval/tasks/mmlusr/question_only/question_only_anatomy.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..85fe75793d52621f6bba23d662ee3b18673ab5f0
--- /dev/null
+++ b/scripts/yans/lm-evaluation-harness/lm_eval/tasks/mmlusr/question_only/question_only_anatomy.yaml
@@ -0,0 +1,7 @@
+"dataset_name": "question_only_anatomy"
+"description": "The following are multiple choice questions (with answers) about anatomy.\n\
+  \n"
+"tag": "mmlusr_question_only_stem_tasks"
+"include": "_mmlusr_q_yml"
+"task": "mmlusr_question_only_anatomy"
+"task_alias": "anatomy"
diff --git a/scripts/yans/lm-evaluation-harness/lm_eval/tasks/mmlusr/question_only/question_only_astronomy.yaml b/scripts/yans/lm-evaluation-harness/lm_eval/tasks/mmlusr/question_only/question_only_astronomy.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..e32ddfed16226fbb600a846121d7b1aa8d89758f
--- /dev/null
+++ b/scripts/yans/lm-evaluation-harness/lm_eval/tasks/mmlusr/question_only/question_only_astronomy.yaml
@@ -0,0 +1,7 @@
+"dataset_name": "question_only_astronomy"
+"description": "The following are multiple choice questions (with answers) about astronomy.\n\
+  \n"
+"tag": "mmlusr_question_only_stem_tasks"
+"include": "_mmlusr_q_yml"
+"task": "mmlusr_question_only_astronomy"
+"task_alias": "astronomy"
diff --git a/scripts/yans/lm-evaluation-harness/lm_eval/tasks/mmlusr/question_only/question_only_business_ethics.yaml b/scripts/yans/lm-evaluation-harness/lm_eval/tasks/mmlusr/question_only/question_only_business_ethics.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..2d6404156f5114268f12d064d1073ba83621ea9d
--- /dev/null
+++ b/scripts/yans/lm-evaluation-harness/lm_eval/tasks/mmlusr/question_only/question_only_business_ethics.yaml
@@ -0,0 +1,7 @@
+"dataset_name": "question_only_business_ethics"
+"description": "The following are multiple choice questions (with answers) about business\
+  \ ethics.\n\n"
+"tag": "mmlusr_question_only_other_tasks"
+"include": "_mmlusr_q_yml"
+"task": "mmlusr_question_only_business_ethics"
+"task_alias": "business ethics"
diff --git a/scripts/yans/lm-evaluation-harness/lm_eval/tasks/mmlusr/question_only/question_only_clinical_knowledge.yaml b/scripts/yans/lm-evaluation-harness/lm_eval/tasks/mmlusr/question_only/question_only_clinical_knowledge.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..33398345525ca0f7aa2f7deded01380e5123e526
--- /dev/null
+++ b/scripts/yans/lm-evaluation-harness/lm_eval/tasks/mmlusr/question_only/question_only_clinical_knowledge.yaml
@@ -0,0 +1,7 @@
+"dataset_name": "question_only_clinical_knowledge"
+"description": "The following are multiple choice questions (with answers) about clinical\
+  \ knowledge.\n\n"
+"tag": "mmlusr_question_only_other_tasks"
+"include": "_mmlusr_q_yml"
+"task": "mmlusr_question_only_clinical_knowledge"
+"task_alias": "clinical knowledge"
diff --git a/scripts/yans/lm-evaluation-harness/lm_eval/tasks/mmlusr/question_only/question_only_college_biology.yaml b/scripts/yans/lm-evaluation-harness/lm_eval/tasks/mmlusr/question_only/question_only_college_biology.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..940bddc28febc92801af615859429a4ce77e45f7
--- /dev/null
+++ b/scripts/yans/lm-evaluation-harness/lm_eval/tasks/mmlusr/question_only/question_only_college_biology.yaml
@@ -0,0 +1,7 @@
+"dataset_name": "question_only_college_biology"
+"description": "The following are multiple choice questions (with answers) about college\
+  \ biology.\n\n"
+"tag": "mmlusr_question_only_stem_tasks"
+"include": "_mmlusr_q_yml"
+"task": "mmlusr_question_only_college_biology"
+"task_alias": "college biology"
diff --git a/scripts/yans/lm-evaluation-harness/lm_eval/tasks/mmlusr/question_only/question_only_college_computer_science.yaml b/scripts/yans/lm-evaluation-harness/lm_eval/tasks/mmlusr/question_only/question_only_college_computer_science.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..7feae9f0b1418bb514afe7c773fccf6eb379d1e5
--- /dev/null
+++ b/scripts/yans/lm-evaluation-harness/lm_eval/tasks/mmlusr/question_only/question_only_college_computer_science.yaml
@@ -0,0 +1,7 @@
+"dataset_name": "question_only_college_computer_science"
+"description": "The following are multiple choice questions (with answers) about college\
+  \ computer science.\n\n"
+"tag": "mmlusr_question_only_stem_tasks"
+"include": "_mmlusr_q_yml"
+"task": "mmlusr_question_only_college_computer_science"
+"task_alias": "college computer science"
diff --git a/scripts/yans/lm-evaluation-harness/lm_eval/tasks/mmlusr/question_only/question_only_college_mathematics.yaml b/scripts/yans/lm-evaluation-harness/lm_eval/tasks/mmlusr/question_only/question_only_college_mathematics.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..3c379c5f5f6f13a3d3b80ded80685a211dafc05e
--- /dev/null
+++ b/scripts/yans/lm-evaluation-harness/lm_eval/tasks/mmlusr/question_only/question_only_college_mathematics.yaml
@@ -0,0 +1,7 @@
+"dataset_name": "question_only_college_mathematics"
+"description": "The following are multiple choice questions (with answers) about college\
+  \ mathematics.\n\n"
+"tag": "mmlusr_question_only_stem_tasks"
+"include": "_mmlusr_q_yml"
+"task": "mmlusr_question_only_college_mathematics"
+"task_alias": "college mathematics"
diff --git a/scripts/yans/lm-evaluation-harness/lm_eval/tasks/mmlusr/question_only/question_only_college_medicine.yaml b/scripts/yans/lm-evaluation-harness/lm_eval/tasks/mmlusr/question_only/question_only_college_medicine.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..3f035787e33118323fd2c91698c4a6282fe858b6
--- /dev/null
+++ b/scripts/yans/lm-evaluation-harness/lm_eval/tasks/mmlusr/question_only/question_only_college_medicine.yaml
@@ -0,0 +1,7 @@
+"dataset_name": "question_only_college_medicine"
+"description": "The following are multiple choice questions (with answers) about college\
+  \ medicine.\n\n"
+"tag": "mmlusr_question_only_other_tasks"
+"include": "_mmlusr_q_yml"
+"task": "mmlusr_question_only_college_medicine"
+"task_alias": "college medicine"
diff --git a/scripts/yans/lm-evaluation-harness/lm_eval/tasks/mmlusr/question_only/question_only_college_physics.yaml b/scripts/yans/lm-evaluation-harness/lm_eval/tasks/mmlusr/question_only/question_only_college_physics.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..84e9599e5c0036574ac0387e6056e15023b8f648
--- /dev/null
+++ b/scripts/yans/lm-evaluation-harness/lm_eval/tasks/mmlusr/question_only/question_only_college_physics.yaml
@@ -0,0 +1,7 @@
+"dataset_name": "question_only_college_physics"
+"description": "The following are multiple choice questions (with answers) about college\
+  \ physics.\n\n"
+"tag": "mmlusr_question_only_stem_tasks"
+"include": "_mmlusr_q_yml"
+"task": "mmlusr_question_only_college_physics"
+"task_alias": "college physics"
diff --git a/scripts/yans/lm-evaluation-harness/lm_eval/tasks/mmlusr/question_only/question_only_conceptual_physics.yaml b/scripts/yans/lm-evaluation-harness/lm_eval/tasks/mmlusr/question_only/question_only_conceptual_physics.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..75d50b14ca1204b8b6b9d770c60ff41c5b8c37f4
--- /dev/null
+++ b/scripts/yans/lm-evaluation-harness/lm_eval/tasks/mmlusr/question_only/question_only_conceptual_physics.yaml
@@ -0,0 +1,7 @@
+"dataset_name": "question_only_conceptual_physics"
+"description": "The following are multiple choice questions (with answers) about conceptual\
+  \ physics.\n\n"
+"tag": "mmlusr_question_only_stem_tasks"
+"include": "_mmlusr_q_yml"
+"task": "mmlusr_question_only_conceptual_physics"
+"task_alias": "conceptual physics"
diff --git a/scripts/yans/lm-evaluation-harness/lm_eval/tasks/mmlusr/question_only/question_only_econometrics.yaml b/scripts/yans/lm-evaluation-harness/lm_eval/tasks/mmlusr/question_only/question_only_econometrics.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..edd501fa06848966e1546f9fd1e3c78d4d237223
--- /dev/null
+++ b/scripts/yans/lm-evaluation-harness/lm_eval/tasks/mmlusr/question_only/question_only_econometrics.yaml
@@ -0,0 +1,7 @@
+"dataset_name": "question_only_econometrics"
+"description": "The following are multiple choice questions (with answers) about econometrics.\n\
+  \n"
+"tag": "mmlusr_question_only_social_sciences_tasks"
+"include": "_mmlusr_q_yml"
+"task": "mmlusr_question_only_econometrics"
+"task_alias": "econometrics"
diff --git a/scripts/yans/lm-evaluation-harness/lm_eval/tasks/mmlusr/question_only/question_only_electrical_engineering.yaml b/scripts/yans/lm-evaluation-harness/lm_eval/tasks/mmlusr/question_only/question_only_electrical_engineering.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..8be2f268be83fbdb8b49d7da39b0533a50f6bf5a
--- /dev/null
+++ b/scripts/yans/lm-evaluation-harness/lm_eval/tasks/mmlusr/question_only/question_only_electrical_engineering.yaml
@@ -0,0 +1,7 @@
+"dataset_name": "question_only_electrical_engineering"
+"description": "The following are multiple choice questions (with answers) about electrical\
+  \ engineering.\n\n"
+"tag": "mmlusr_question_only_stem_tasks"
+"include": "_mmlusr_q_yml"
+"task": "mmlusr_question_only_electrical_engineering"
+"task_alias": "electrical engineering"
diff --git a/scripts/yans/lm-evaluation-harness/lm_eval/tasks/mmlusr/question_only/question_only_elementary_mathematics.yaml b/scripts/yans/lm-evaluation-harness/lm_eval/tasks/mmlusr/question_only/question_only_elementary_mathematics.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..0681dbc1dfbaa88506c770001cee4543ed5fb0cb
--- /dev/null
+++ b/scripts/yans/lm-evaluation-harness/lm_eval/tasks/mmlusr/question_only/question_only_elementary_mathematics.yaml
@@ -0,0 +1,7 @@
+"dataset_name": "question_only_elementary_mathematics"
+"description": "The following are multiple choice questions (with answers) about elementary\
+  \ mathematics.\n\n"
+"tag": "mmlusr_question_only_stem_tasks"
+"include": "_mmlusr_q_yml"
+"task": "mmlusr_question_only_elementary_mathematics"
+"task_alias": "elementary mathematics"
diff --git a/scripts/yans/lm-evaluation-harness/lm_eval/tasks/mmlusr/question_only/question_only_formal_logic.yaml b/scripts/yans/lm-evaluation-harness/lm_eval/tasks/mmlusr/question_only/question_only_formal_logic.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..51ae64f4d656c6228707174d2cde036a1b2a0376
--- /dev/null
+++ b/scripts/yans/lm-evaluation-harness/lm_eval/tasks/mmlusr/question_only/question_only_formal_logic.yaml
@@ -0,0 +1,7 @@
+"dataset_name": "question_only_formal_logic"
+"description": "The following are multiple choice questions (with answers) about formal\
+  \ logic.\n\n"
+"tag": "mmlusr_question_only_humanities_tasks"
+"include": "_mmlusr_q_yml"
+"task": "mmlusr_question_only_formal_logic"
+"task_alias": "formal logic"
diff --git a/scripts/yans/lm-evaluation-harness/lm_eval/tasks/mmlusr/question_only/question_only_global_facts.yaml b/scripts/yans/lm-evaluation-harness/lm_eval/tasks/mmlusr/question_only/question_only_global_facts.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..4fe24005f69a858196c9c5727850333e765ae151
--- /dev/null
+++ b/scripts/yans/lm-evaluation-harness/lm_eval/tasks/mmlusr/question_only/question_only_global_facts.yaml
@@ -0,0 +1,7 @@
+"dataset_name": "question_only_global_facts"
+"description": "The following are multiple choice questions (with answers) about global\
+  \ facts.\n\n"
+"tag": "mmlusr_question_only_other_tasks"
+"include": "_mmlusr_q_yml"
+"task": "mmlusr_question_only_global_facts"
+"task_alias": "global facts"
diff --git a/scripts/yans/lm-evaluation-harness/lm_eval/tasks/mmlusr/question_only/question_only_high_school_chemistry.yaml b/scripts/yans/lm-evaluation-harness/lm_eval/tasks/mmlusr/question_only/question_only_high_school_chemistry.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..0f7b38e0e9be0150471694c84d62abdc2c5d6dcd
--- /dev/null
+++ b/scripts/yans/lm-evaluation-harness/lm_eval/tasks/mmlusr/question_only/question_only_high_school_chemistry.yaml
@@ -0,0 +1,7 @@
+"dataset_name": "question_only_high_school_chemistry"
+"description": "The following are multiple choice questions (with answers) about high\
+  \ school chemistry.\n\n"
+"tag": "mmlusr_question_only_stem_tasks"
+"include": "_mmlusr_q_yml"
+"task": "mmlusr_question_only_high_school_chemistry"
+"task_alias": "high school chemistry"
diff --git a/scripts/yans/lm-evaluation-harness/lm_eval/tasks/mmlusr/question_only/question_only_high_school_european_history.yaml b/scripts/yans/lm-evaluation-harness/lm_eval/tasks/mmlusr/question_only/question_only_high_school_european_history.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..746d125e5456e50e180f81d1e5beb47bd59d5840
--- /dev/null
+++ b/scripts/yans/lm-evaluation-harness/lm_eval/tasks/mmlusr/question_only/question_only_high_school_european_history.yaml
@@ -0,0 +1,7 @@
+"dataset_name": "question_only_high_school_european_history"
+"description": "The following are multiple choice questions (with answers) about high\
+  \ school european history.\n\n"
+"tag": "mmlusr_question_only_humanities_tasks"
+"include": "_mmlusr_q_yml"
+"task": "mmlusr_question_only_high_school_european_history"
+"task_alias": "high school european history"
diff --git a/scripts/yans/lm-evaluation-harness/lm_eval/tasks/mmlusr/question_only/question_only_high_school_geography.yaml b/scripts/yans/lm-evaluation-harness/lm_eval/tasks/mmlusr/question_only/question_only_high_school_geography.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..abe2d6f5ac68b7f53a86d6147cf8664001830444
--- /dev/null
+++ b/scripts/yans/lm-evaluation-harness/lm_eval/tasks/mmlusr/question_only/question_only_high_school_geography.yaml
@@ -0,0 +1,7 @@
+"dataset_name": "question_only_high_school_geography"
+"description": "The following are multiple choice questions (with answers) about high\
+  \ school geography.\n\n"
+"tag": "mmlusr_question_only_social_sciences_tasks"
+"include": "_mmlusr_q_yml"
+"task": "mmlusr_question_only_high_school_geography"
+"task_alias": "high school geography"
diff --git a/scripts/yans/lm-evaluation-harness/lm_eval/tasks/mmlusr/question_only/question_only_high_school_government_and_politics.yaml b/scripts/yans/lm-evaluation-harness/lm_eval/tasks/mmlusr/question_only/question_only_high_school_government_and_politics.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..5a7fb24eeda5201a12669824e340fe73ea65ffba
--- /dev/null
+++ b/scripts/yans/lm-evaluation-harness/lm_eval/tasks/mmlusr/question_only/question_only_high_school_government_and_politics.yaml
@@ -0,0 +1,7 @@
+"dataset_name": "question_only_high_school_government_and_politics"
+"description": "The following are multiple choice questions (with answers) about high\
+  \ school government and politics.\n\n"
+"tag": "mmlusr_question_only_social_sciences_tasks"
+"include": "_mmlusr_q_yml"
+"task": "mmlusr_question_only_high_school_government_and_politics"
+"task_alias": "high school government and politics"
diff --git a/scripts/yans/lm-evaluation-harness/lm_eval/tasks/mmlusr/question_only/question_only_high_school_mathematics.yaml b/scripts/yans/lm-evaluation-harness/lm_eval/tasks/mmlusr/question_only/question_only_high_school_mathematics.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..aacf362d2f2a8f30f5e972406359479d74980bba
--- /dev/null
+++ b/scripts/yans/lm-evaluation-harness/lm_eval/tasks/mmlusr/question_only/question_only_high_school_mathematics.yaml
@@ -0,0 +1,7 @@
+"dataset_name": "question_only_high_school_mathematics"
+"description": "The following are multiple choice questions (with answers) about high\
+  \ school mathematics.\n\n"
+"tag": "mmlusr_question_only_stem_tasks"
+"include": "_mmlusr_q_yml"
+"task": "mmlusr_question_only_high_school_mathematics"
+"task_alias": "high school mathematics"
diff --git a/scripts/yans/lm-evaluation-harness/lm_eval/tasks/mmlusr/question_only/question_only_high_school_microeconomics.yaml b/scripts/yans/lm-evaluation-harness/lm_eval/tasks/mmlusr/question_only/question_only_high_school_microeconomics.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..dc288c976b09afec24cdff337ce3e648d600519a
--- /dev/null
+++ b/scripts/yans/lm-evaluation-harness/lm_eval/tasks/mmlusr/question_only/question_only_high_school_microeconomics.yaml
@@ -0,0 +1,7 @@
+"dataset_name": "question_only_high_school_microeconomics"
+"description": "The following are multiple choice questions (with answers) about high\
+  \ school microeconomics.\n\n"
+"tag": "mmlusr_question_only_social_sciences_tasks"
+"include": "_mmlusr_q_yml"
+"task": "mmlusr_question_only_high_school_microeconomics"
+"task_alias": "high school microeconomics"
diff --git a/scripts/yans/lm-evaluation-harness/lm_eval/tasks/mmlusr/question_only/question_only_high_school_physics.yaml b/scripts/yans/lm-evaluation-harness/lm_eval/tasks/mmlusr/question_only/question_only_high_school_physics.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..aaa42363325004e19bf462adee55bb94ac1aebe5
--- /dev/null
+++ b/scripts/yans/lm-evaluation-harness/lm_eval/tasks/mmlusr/question_only/question_only_high_school_physics.yaml
@@ -0,0 +1,7 @@
+"dataset_name": "question_only_high_school_physics"
+"description": "The following are multiple choice questions (with answers) about high\
+  \ school physics.\n\n"
+"tag": "mmlusr_question_only_stem_tasks"
+"include": "_mmlusr_q_yml"
+"task": "mmlusr_question_only_high_school_physics"
+"task_alias": "high school physics"
diff --git a/scripts/yans/lm-evaluation-harness/lm_eval/tasks/mmlusr/question_only/question_only_high_school_psychology.yaml b/scripts/yans/lm-evaluation-harness/lm_eval/tasks/mmlusr/question_only/question_only_high_school_psychology.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..33085c5c2a6cf6054dd82879381365a66cc770cc
--- /dev/null
+++ b/scripts/yans/lm-evaluation-harness/lm_eval/tasks/mmlusr/question_only/question_only_high_school_psychology.yaml
@@ -0,0 +1,7 @@
+"dataset_name": "question_only_high_school_psychology"
+"description": "The following are multiple choice questions (with answers) about high\
+  \ school psychology.\n\n"
+"tag": "mmlusr_question_only_social_sciences_tasks"
+"include": "_mmlusr_q_yml"
+"task": "mmlusr_question_only_high_school_psychology"
+"task_alias": "high school psychology"
diff --git a/scripts/yans/lm-evaluation-harness/lm_eval/tasks/mmlusr/question_only/question_only_high_school_statistics.yaml b/scripts/yans/lm-evaluation-harness/lm_eval/tasks/mmlusr/question_only/question_only_high_school_statistics.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..ae69628a60bb02fefd9320c651ae6e9df35dc181
--- /dev/null
+++ b/scripts/yans/lm-evaluation-harness/lm_eval/tasks/mmlusr/question_only/question_only_high_school_statistics.yaml
@@ -0,0 +1,7 @@
+"dataset_name": "question_only_high_school_statistics"
+"description": "The following are multiple choice questions (with answers) about high\
+  \ school statistics.\n\n"
+"tag": "mmlusr_question_only_stem_tasks"
+"include": "_mmlusr_q_yml"
+"task": "mmlusr_question_only_high_school_statistics"
+"task_alias": "high school statistics"
diff --git a/scripts/yans/lm-evaluation-harness/lm_eval/tasks/mmlusr/question_only/question_only_high_school_us_history.yaml b/scripts/yans/lm-evaluation-harness/lm_eval/tasks/mmlusr/question_only/question_only_high_school_us_history.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..cf226b5a437c2de1a554e7f997d7604fe1c5acf9
--- /dev/null
+++ b/scripts/yans/lm-evaluation-harness/lm_eval/tasks/mmlusr/question_only/question_only_high_school_us_history.yaml
@@ -0,0 +1,7 @@
+"dataset_name": "question_only_high_school_us_history"
+"description": "The following are multiple choice questions (with answers) about high\
+  \ school us history.\n\n"
+"tag": "mmlusr_question_only_humanities_tasks"
+"include": "_mmlusr_q_yml"
+"task": "mmlusr_question_only_high_school_us_history"
+"task_alias": "high school us history"
diff --git a/scripts/yans/lm-evaluation-harness/lm_eval/tasks/mmlusr/question_only/question_only_high_school_world_history.yaml b/scripts/yans/lm-evaluation-harness/lm_eval/tasks/mmlusr/question_only/question_only_high_school_world_history.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..37b67158f4559b6a23072fca79405db8f49c2ee1
--- /dev/null
+++ b/scripts/yans/lm-evaluation-harness/lm_eval/tasks/mmlusr/question_only/question_only_high_school_world_history.yaml
@@ -0,0 +1,7 @@
+"dataset_name": "question_only_high_school_world_history"
+"description": "The following are multiple choice questions (with answers) about high\
+  \ school world history.\n\n"
+"tag": "mmlusr_question_only_humanities_tasks"
+"include": "_mmlusr_q_yml"
+"task": "mmlusr_question_only_high_school_world_history"
+"task_alias": "high school world history"
diff --git a/scripts/yans/lm-evaluation-harness/lm_eval/tasks/mmlusr/question_only/question_only_human_aging.yaml b/scripts/yans/lm-evaluation-harness/lm_eval/tasks/mmlusr/question_only/question_only_human_aging.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..2dd67daf3f0c9f1691974b85f2a86c8b8eadcb97
--- /dev/null
+++ b/scripts/yans/lm-evaluation-harness/lm_eval/tasks/mmlusr/question_only/question_only_human_aging.yaml
@@ -0,0 +1,7 @@
+"dataset_name": "question_only_human_aging"
+"description": "The following are multiple choice questions (with answers) about human\
+  \ aging.\n\n"
+"tag": "mmlusr_question_only_other_tasks"
+"include": "_mmlusr_q_yml"
+"task": "mmlusr_question_only_human_aging"
+"task_alias": "human aging"
diff --git a/scripts/yans/lm-evaluation-harness/lm_eval/tasks/mmlusr/question_only/question_only_human_sexuality.yaml b/scripts/yans/lm-evaluation-harness/lm_eval/tasks/mmlusr/question_only/question_only_human_sexuality.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..bfaee537e7e91e95a276f0dd2214ad0291ace25e
--- /dev/null
+++ b/scripts/yans/lm-evaluation-harness/lm_eval/tasks/mmlusr/question_only/question_only_human_sexuality.yaml
@@ -0,0 +1,7 @@
+"dataset_name": "question_only_human_sexuality"
+"description": "The following are multiple choice questions (with answers) about human\
+  \ sexuality.\n\n"
+"tag": "mmlusr_question_only_social_sciences_tasks"
+"include": "_mmlusr_q_yml"
+"task": "mmlusr_question_only_human_sexuality"
+"task_alias": "human sexuality"
diff --git a/scripts/yans/lm-evaluation-harness/lm_eval/tasks/mmlusr/question_only/question_only_international_law.yaml b/scripts/yans/lm-evaluation-harness/lm_eval/tasks/mmlusr/question_only/question_only_international_law.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..fde605633bd9f8c4146a7a213ac69bdc2a100680
--- /dev/null
+++ b/scripts/yans/lm-evaluation-harness/lm_eval/tasks/mmlusr/question_only/question_only_international_law.yaml
@@ -0,0 +1,7 @@
+"dataset_name": "question_only_international_law"
+"description": "The following are multiple choice questions (with answers) about international\
+  \ law.\n\n"
+"tag": "mmlusr_question_only_humanities_tasks"
+"include": "_mmlusr_q_yml"
+"task": "mmlusr_question_only_international_law"
+"task_alias": "international law"
diff --git a/scripts/yans/lm-evaluation-harness/lm_eval/tasks/mmlusr/question_only/question_only_jurisprudence.yaml b/scripts/yans/lm-evaluation-harness/lm_eval/tasks/mmlusr/question_only/question_only_jurisprudence.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..e2f95fd2b12870ea7e6a4cebddbe8c4d6ac0eeba
--- /dev/null
+++ b/scripts/yans/lm-evaluation-harness/lm_eval/tasks/mmlusr/question_only/question_only_jurisprudence.yaml
@@ -0,0 +1,7 @@
+"dataset_name": "question_only_jurisprudence"
+"description": "The following are multiple choice questions (with answers) about jurisprudence.\n\
+  \n"
+"tag": "mmlusr_question_only_humanities_tasks"
+"include": "_mmlusr_q_yml"
+"task": "mmlusr_question_only_jurisprudence"
+"task_alias": "jurisprudence"
diff --git a/scripts/yans/lm-evaluation-harness/lm_eval/tasks/mmlusr/question_only/question_only_logical_fallacies.yaml b/scripts/yans/lm-evaluation-harness/lm_eval/tasks/mmlusr/question_only/question_only_logical_fallacies.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..8e07150c7fdecd13a80a995badaca082fdf9d0d1
--- /dev/null
+++ b/scripts/yans/lm-evaluation-harness/lm_eval/tasks/mmlusr/question_only/question_only_logical_fallacies.yaml
@@ -0,0 +1,7 @@
+"dataset_name": "question_only_logical_fallacies"
+"description": "The following are multiple choice questions (with answers) about logical\
+  \ fallacies.\n\n"
+"tag": "mmlusr_question_only_humanities_tasks"
+"include": "_mmlusr_q_yml"
+"task": "mmlusr_question_only_logical_fallacies"
+"task_alias": "logical fallacies"
diff --git a/scripts/yans/lm-evaluation-harness/lm_eval/tasks/mmlusr/question_only/question_only_machine_learning.yaml b/scripts/yans/lm-evaluation-harness/lm_eval/tasks/mmlusr/question_only/question_only_machine_learning.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..5bccaf4a4164b9a471395fddc9b01ff8bb838108
--- /dev/null
+++ b/scripts/yans/lm-evaluation-harness/lm_eval/tasks/mmlusr/question_only/question_only_machine_learning.yaml
@@ -0,0 +1,7 @@
+"dataset_name": "question_only_machine_learning"
+"description": "The following are multiple choice questions (with answers) about machine\
+  \ learning.\n\n"
+"tag": "mmlusr_question_only_stem_tasks"
+"include": "_mmlusr_q_yml"
+"task": "mmlusr_question_only_machine_learning"
+"task_alias": "machine learning"
diff --git a/scripts/yans/lm-evaluation-harness/lm_eval/tasks/mmlusr/question_only/question_only_management.yaml b/scripts/yans/lm-evaluation-harness/lm_eval/tasks/mmlusr/question_only/question_only_management.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..ca72f214c40c18a7688d76ef7dcc12c69aebb11b
--- /dev/null
+++ b/scripts/yans/lm-evaluation-harness/lm_eval/tasks/mmlusr/question_only/question_only_management.yaml
@@ -0,0 +1,7 @@
+"dataset_name": "question_only_management"
+"description": "The following are multiple choice questions (with answers) about management.\n\
+  \n"
+"tag": "mmlusr_question_only_other_tasks"
+"include": "_mmlusr_q_yml"
+"task": "mmlusr_question_only_management"
+"task_alias": "management"
diff --git a/scripts/yans/lm-evaluation-harness/lm_eval/tasks/mmlusr/question_only/question_only_marketing.yaml b/scripts/yans/lm-evaluation-harness/lm_eval/tasks/mmlusr/question_only/question_only_marketing.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..a47f15b6b44872250e000ff3e65529fdfd317e19
--- /dev/null
+++ b/scripts/yans/lm-evaluation-harness/lm_eval/tasks/mmlusr/question_only/question_only_marketing.yaml
@@ -0,0 +1,7 @@
+"dataset_name": "question_only_marketing"
+"description": "The following are multiple choice questions (with answers) about marketing.\n\
+  \n"
+"tag": "mmlusr_question_only_other_tasks"
+"include": "_mmlusr_q_yml"
+"task": "mmlusr_question_only_marketing"
+"task_alias": "marketing"
diff --git a/scripts/yans/lm-evaluation-harness/lm_eval/tasks/mmlusr/question_only/question_only_medical_genetics.yaml b/scripts/yans/lm-evaluation-harness/lm_eval/tasks/mmlusr/question_only/question_only_medical_genetics.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..88829f61c1f0c087808364b3eb11871ea8af2302
--- /dev/null
+++ b/scripts/yans/lm-evaluation-harness/lm_eval/tasks/mmlusr/question_only/question_only_medical_genetics.yaml
@@ -0,0 +1,7 @@
+"dataset_name": "question_only_medical_genetics"
+"description": "The following are multiple choice questions (with answers) about medical\
+  \ genetics.\n\n"
+"tag": "mmlusr_question_only_other_tasks"
+"include": "_mmlusr_q_yml"
+"task": "mmlusr_question_only_medical_genetics"
+"task_alias": "medical genetics"
diff --git a/scripts/yans/lm-evaluation-harness/lm_eval/tasks/mmlusr/question_only/question_only_moral_disputes.yaml b/scripts/yans/lm-evaluation-harness/lm_eval/tasks/mmlusr/question_only/question_only_moral_disputes.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..4a84f610571a1eb1ed58dda6988628c4cc83f761
--- /dev/null
+++ b/scripts/yans/lm-evaluation-harness/lm_eval/tasks/mmlusr/question_only/question_only_moral_disputes.yaml
@@ -0,0 +1,7 @@
+"dataset_name": "question_only_moral_disputes"
+"description": "The following are multiple choice questions (with answers) about moral\
+  \ disputes.\n\n"
+"tag": "mmlusr_question_only_humanities_tasks"
+"include": "_mmlusr_q_yml"
+"task": "mmlusr_question_only_moral_disputes"
+"task_alias": "moral disputes"
diff --git a/scripts/yans/lm-evaluation-harness/lm_eval/tasks/mmlusr/question_only/question_only_moral_scenarios.yaml b/scripts/yans/lm-evaluation-harness/lm_eval/tasks/mmlusr/question_only/question_only_moral_scenarios.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..56ef60495f02f99e8090737056d582e7f962047f
--- /dev/null
+++ b/scripts/yans/lm-evaluation-harness/lm_eval/tasks/mmlusr/question_only/question_only_moral_scenarios.yaml
@@ -0,0 +1,7 @@
+"dataset_name": "question_only_moral_scenarios"
+"description": "The following are multiple choice questions (with answers) about moral\
+  \ scenarios.\n\n"
+"tag": "mmlusr_question_only_humanities_tasks"
+"include": "_mmlusr_q_yml"
+"task": "mmlusr_question_only_moral_scenarios"
+"task_alias": "moral scenarios"
diff --git a/scripts/yans/lm-evaluation-harness/lm_eval/tasks/mmlusr/question_only/question_only_nutrition.yaml b/scripts/yans/lm-evaluation-harness/lm_eval/tasks/mmlusr/question_only/question_only_nutrition.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..2518b48dc991d272263f01c67908bb703b277139
--- /dev/null
+++ b/scripts/yans/lm-evaluation-harness/lm_eval/tasks/mmlusr/question_only/question_only_nutrition.yaml
@@ -0,0 +1,7 @@
+"dataset_name": "question_only_nutrition"
+"description": "The following are multiple choice questions (with answers) about nutrition.\n\
+  \n"
+"tag": "mmlusr_question_only_other_tasks"
+"include": "_mmlusr_q_yml"
+"task": "mmlusr_question_only_nutrition"
+"task_alias": "nutrition"
diff --git a/scripts/yans/lm-evaluation-harness/lm_eval/tasks/mmlusr/question_only/question_only_philosophy.yaml b/scripts/yans/lm-evaluation-harness/lm_eval/tasks/mmlusr/question_only/question_only_philosophy.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..e7c17c5dd8758471f9d6485e1c92414d9b16bee5
--- /dev/null
+++ b/scripts/yans/lm-evaluation-harness/lm_eval/tasks/mmlusr/question_only/question_only_philosophy.yaml
@@ -0,0 +1,7 @@
+"dataset_name": "question_only_philosophy"
+"description": "The following are multiple choice questions (with answers) about philosophy.\n\
+  \n"
+"tag": "mmlusr_question_only_humanities_tasks"
+"include": "_mmlusr_q_yml"
+"task": "mmlusr_question_only_philosophy"
+"task_alias": "philosophy"
diff --git a/scripts/yans/lm-evaluation-harness/lm_eval/tasks/mmlusr/question_only/question_only_prehistory.yaml b/scripts/yans/lm-evaluation-harness/lm_eval/tasks/mmlusr/question_only/question_only_prehistory.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..2297b0f122817d57a14b59eecfc5d70a7fa02f05
--- /dev/null
+++ b/scripts/yans/lm-evaluation-harness/lm_eval/tasks/mmlusr/question_only/question_only_prehistory.yaml
@@ -0,0 +1,7 @@
+"dataset_name": "question_only_prehistory"
+"description": "The following are multiple choice questions (with answers) about prehistory.\n\
+  \n"
+"tag": "mmlusr_question_only_humanities_tasks"
+"include": "_mmlusr_q_yml"
+"task": "mmlusr_question_only_prehistory"
+"task_alias": "prehistory"
diff --git a/scripts/yans/lm-evaluation-harness/lm_eval/tasks/mmlusr/question_only/question_only_professional_accounting.yaml b/scripts/yans/lm-evaluation-harness/lm_eval/tasks/mmlusr/question_only/question_only_professional_accounting.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..a04374117fd545b719ad12fa838eae269efad696
--- /dev/null
+++ b/scripts/yans/lm-evaluation-harness/lm_eval/tasks/mmlusr/question_only/question_only_professional_accounting.yaml
@@ -0,0 +1,7 @@
+"dataset_name": "question_only_professional_accounting"
+"description": "The following are multiple choice questions (with answers) about professional\
+  \ accounting.\n\n"
+"tag": "mmlusr_question_only_other_tasks"
+"include": "_mmlusr_q_yml"
+"task": "mmlusr_question_only_professional_accounting"
+"task_alias": "professional accounting"
diff --git a/scripts/yans/lm-evaluation-harness/lm_eval/tasks/mmlusr/question_only/question_only_professional_law.yaml b/scripts/yans/lm-evaluation-harness/lm_eval/tasks/mmlusr/question_only/question_only_professional_law.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..8b8e572b9ef7b84e1baa098b57e3bc7e1d6bcb25
--- /dev/null
+++ b/scripts/yans/lm-evaluation-harness/lm_eval/tasks/mmlusr/question_only/question_only_professional_law.yaml
@@ -0,0 +1,7 @@
+"dataset_name": "question_only_professional_law"
+"description": "The following are multiple choice questions (with answers) about professional\
+  \ law.\n\n"
+"tag": "mmlusr_question_only_humanities_tasks"
+"include": "_mmlusr_q_yml"
+"task": "mmlusr_question_only_professional_law"
+"task_alias": "professional law"
diff --git a/scripts/yans/lm-evaluation-harness/lm_eval/tasks/mmlusr/question_only/question_only_professional_medicine.yaml b/scripts/yans/lm-evaluation-harness/lm_eval/tasks/mmlusr/question_only/question_only_professional_medicine.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..c25aa01755421c42b70335f7c1a8cf9ccea659a5
--- /dev/null
+++ b/scripts/yans/lm-evaluation-harness/lm_eval/tasks/mmlusr/question_only/question_only_professional_medicine.yaml
@@ -0,0 +1,7 @@
+"dataset_name": "question_only_professional_medicine"
+"description": "The following are multiple choice questions (with answers) about professional\
+  \ medicine.\n\n"
+"tag": "mmlusr_question_only_other_tasks"
+"include": "_mmlusr_q_yml"
+"task": "mmlusr_question_only_professional_medicine"
+"task_alias": "professional medicine"
diff --git a/scripts/yans/lm-evaluation-harness/lm_eval/tasks/mmlusr/question_only/question_only_professional_psychology.yaml b/scripts/yans/lm-evaluation-harness/lm_eval/tasks/mmlusr/question_only/question_only_professional_psychology.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..89ebc81c7f0d9999811da446610df2b5e2a7e316
--- /dev/null
+++ b/scripts/yans/lm-evaluation-harness/lm_eval/tasks/mmlusr/question_only/question_only_professional_psychology.yaml
@@ -0,0 +1,7 @@
+"dataset_name": "question_only_professional_psychology"
+"description": "The following are multiple choice questions (with answers) about professional\
+  \ psychology.\n\n"
+"tag": "mmlusr_question_only_social_sciences_tasks"
+"include": "_mmlusr_q_yml"
+"task": "mmlusr_question_only_professional_psychology"
+"task_alias": "professional psychology"
diff --git a/scripts/yans/lm-evaluation-harness/lm_eval/tasks/mmlusr/question_only/question_only_us_foreign_policy.yaml b/scripts/yans/lm-evaluation-harness/lm_eval/tasks/mmlusr/question_only/question_only_us_foreign_policy.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..7a9a7b8743e5d5f6cfc133f10e0c00125b87d962
--- /dev/null
+++ b/scripts/yans/lm-evaluation-harness/lm_eval/tasks/mmlusr/question_only/question_only_us_foreign_policy.yaml
@@ -0,0 +1,7 @@
+"dataset_name": "question_only_us_foreign_policy"
+"description": "The following are multiple choice questions (with answers) about us\
+  \ foreign policy.\n\n"
+"tag": "mmlusr_question_only_social_sciences_tasks"
+"include": "_mmlusr_q_yml"
+"task": "mmlusr_question_only_us_foreign_policy"
+"task_alias": "us foreign policy"
diff --git a/scripts/yans/lm-evaluation-harness/lm_eval/tasks/mmlusr/question_only/question_only_virology.yaml b/scripts/yans/lm-evaluation-harness/lm_eval/tasks/mmlusr/question_only/question_only_virology.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..034cfa8bdbe78b7d9d0054da332e9b4702f01b18
--- /dev/null
+++ b/scripts/yans/lm-evaluation-harness/lm_eval/tasks/mmlusr/question_only/question_only_virology.yaml
@@ -0,0 +1,7 @@
+"dataset_name": "question_only_virology"
+"description": "The following are multiple choice questions (with answers) about virology.\n\
+  \n"
+"tag": "mmlusr_question_only_other_tasks"
+"include": "_mmlusr_q_yml"
+"task": "mmlusr_question_only_virology"
+"task_alias": "virology"
diff --git a/scripts/yans/lm-evaluation-harness/lm_eval/tasks/mmlusr/question_only/utils.py b/scripts/yans/lm-evaluation-harness/lm_eval/tasks/mmlusr/question_only/utils.py
new file mode 100644
index 0000000000000000000000000000000000000000..f1341bd59050caa11c56a9a36210428417e6c9f4
--- /dev/null
+++ b/scripts/yans/lm-evaluation-harness/lm_eval/tasks/mmlusr/question_only/utils.py
@@ -0,0 +1,19 @@
+import datasets
+
+
+def process_docs(dataset: datasets.Dataset) -> datasets.Dataset:
+    def _helper(doc):
+        # Assuming that the 'answer' field in the dataset now contains numbers 0-3 instead of 'A', 'B', 'C', 'D'
+        answer_list = ["A", "B", "C", "D"]
+        # Convert numeric index to corresponding letter
+        answer_index = int(doc["answer"])  # Make sure the answer is an integer
+        answer_letter = answer_list[answer_index]
+
+        out_doc = {
+            "questions": doc["question"],
+            "choices": [doc["choice1"], doc["choice2"], doc["choice3"], doc["choice4"]],
+            "answer": answer_letter,  # Include the letter for clarity
+        }
+        return out_doc
+
+    return dataset.map(_helper)