diff --git a/lm-evaluation/build/lib/lm_eval/tasks/csatqa/_generate_configs.py b/lm-evaluation/build/lib/lm_eval/tasks/csatqa/_generate_configs.py
new file mode 100644
index 0000000000000000000000000000000000000000..a74b890490949b809be667ceef0e78fd65ae1c80
--- /dev/null
+++ b/lm-evaluation/build/lib/lm_eval/tasks/csatqa/_generate_configs.py
@@ -0,0 +1,50 @@
+"""
+Take in a YAML, and output all other splits with this YAML
+"""
+import argparse
+import os
+
+import yaml
+from tqdm import tqdm
+
+from lm_eval.logger import eval_logger
+
+
+SUBSETS = ["WR", "GR", "RCS", "RCSS", "RCH", "LI"]
+
+
+def parse_args():
+    parser = argparse.ArgumentParser()
+    parser.add_argument("--base_yaml_path", required=True)
+    parser.add_argument("--save_prefix_path", default="csatqa")
+    parser.add_argument("--task_prefix", default="")
+    return parser.parse_args()
+
+
+if __name__ == "__main__":
+    args = parse_args()
+
+    # get filename of base_yaml so we can `"include": ` it in our other YAMLs.
+    base_yaml_name = os.path.split(args.base_yaml_path)[-1]
+    with open(args.base_yaml_path, encoding="utf-8") as f:
+        base_yaml = yaml.full_load(f)
+
+    for name in tqdm(SUBSETS):
+        yaml_dict = {
+            "include": base_yaml_name,
+            "task": f"csatqa_{args.task_prefix}_{name}"
+            if args.task_prefix != ""
+            else f"csatqa_{name.lower()}",
+            "dataset_name": name,
+        }
+
+        file_save_path = args.save_prefix_path + f"_{name.lower()}.yaml"
+        eval_logger.info(f"Saving yaml for subset {name} to {file_save_path}")
+        with open(file_save_path, "w", encoding="utf-8") as yaml_file:
+            yaml.dump(
+                yaml_dict,
+                yaml_file,
+                width=float("inf"),
+                allow_unicode=True,
+                default_style='"',
+            )
diff --git a/lm-evaluation/build/lib/lm_eval/tasks/csatqa/csatqa_gr.yaml b/lm-evaluation/build/lib/lm_eval/tasks/csatqa/csatqa_gr.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..856ba617faa7953582bc8e7956f1a491b31cd2f2
--- /dev/null
+++ b/lm-evaluation/build/lib/lm_eval/tasks/csatqa/csatqa_gr.yaml
@@ -0,0 +1,3 @@
+"dataset_name": "GR"
+"include": "_default_csatqa_yaml"
+"task": "csatqa_gr"
diff --git a/lm-evaluation/build/lib/lm_eval/tasks/csatqa/csatqa_li.yaml b/lm-evaluation/build/lib/lm_eval/tasks/csatqa/csatqa_li.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..eb7e178365b95d9562f47f8604a764f31817ea89
--- /dev/null
+++ b/lm-evaluation/build/lib/lm_eval/tasks/csatqa/csatqa_li.yaml
@@ -0,0 +1,3 @@
+"dataset_name": "LI"
+"include": "_default_csatqa_yaml"
+"task": "csatqa_li"
diff --git a/lm-evaluation/build/lib/lm_eval/tasks/csatqa/csatqa_rch.yaml b/lm-evaluation/build/lib/lm_eval/tasks/csatqa/csatqa_rch.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..4eaffaa90c5d10fee0cbeb4c1d9b2b67361dfdc5
--- /dev/null
+++ b/lm-evaluation/build/lib/lm_eval/tasks/csatqa/csatqa_rch.yaml
@@ -0,0 +1,3 @@
+"dataset_name": "RCH"
+"include": "_default_csatqa_yaml"
+"task": "csatqa_rch"
diff --git a/lm-evaluation/build/lib/lm_eval/tasks/csatqa/csatqa_rcs.yaml b/lm-evaluation/build/lib/lm_eval/tasks/csatqa/csatqa_rcs.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..e2efcc1704195d51d1548c7b3527593c49be3be2
--- /dev/null
+++ b/lm-evaluation/build/lib/lm_eval/tasks/csatqa/csatqa_rcs.yaml
@@ -0,0 +1,3 @@
+"dataset_name": "RCS"
+"include": "_default_csatqa_yaml"
+"task": "csatqa_rcs"
diff --git a/lm-evaluation/build/lib/lm_eval/tasks/csatqa/csatqa_rcss.yaml b/lm-evaluation/build/lib/lm_eval/tasks/csatqa/csatqa_rcss.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..7b099fe2d56b06c3eda2c9624b5a27158c69c26e
--- /dev/null
+++ b/lm-evaluation/build/lib/lm_eval/tasks/csatqa/csatqa_rcss.yaml
@@ -0,0 +1,3 @@
+"dataset_name": "RCSS"
+"include": "_default_csatqa_yaml"
+"task": "csatqa_rcss"
diff --git a/lm-evaluation/build/lib/lm_eval/tasks/csatqa/csatqa_wr.yaml b/lm-evaluation/build/lib/lm_eval/tasks/csatqa/csatqa_wr.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..6276dfef9b0d53f96c9a7d5fb11fcf5e2d57e87f
--- /dev/null
+++ b/lm-evaluation/build/lib/lm_eval/tasks/csatqa/csatqa_wr.yaml
@@ -0,0 +1,3 @@
+"dataset_name": "WR"
+"include": "_default_csatqa_yaml"
+"task": "csatqa_wr"
diff --git a/lm-evaluation/build/lib/lm_eval/tasks/kmmlu/direct/_direct_kmmlu_yaml b/lm-evaluation/build/lib/lm_eval/tasks/kmmlu/direct/_direct_kmmlu_yaml
new file mode 100644
index 0000000000000000000000000000000000000000..9a4a6dbcf011d766caf9bb16bef085b93da44a39
--- /dev/null
+++ b/lm-evaluation/build/lib/lm_eval/tasks/kmmlu/direct/_direct_kmmlu_yaml
@@ -0,0 +1,27 @@
+group:
+    - kmmlu
+    - kmmlu_direct
+dataset_path: HAERAE-HUB/KMMLU
+output_type: generate_until
+test_split: test
+fewshot_split: dev
+doc_to_text: "{{question.strip()}}\nA. {{A}}\nB. {{B}}\nC. {{C}}\nD. {{D}}\n정답："
+doc_to_target: "{{['A', 'B', 'C', 'D'][answer-1]}}"
+metric_list:
+  - metric: exact_match
+    aggregation: mean
+    higher_is_better: true
+    ignore_case: true
+    ignore_punctuation: true
+    regexes_to_ignore:
+          - " "
+generation_kwargs:
+  until:
+    - "Q:"
+    - "\n\n"
+    - "</s>"
+    - "."
+  do_sample: false
+  temperature: 0.0
+metadata:
+  version: 2.0
diff --git a/lm-evaluation/build/lib/lm_eval/tasks/kmmlu/direct/kmmlu_direct_accounting.yaml b/lm-evaluation/build/lib/lm_eval/tasks/kmmlu/direct/kmmlu_direct_accounting.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..d7736e8d5b918f58ffc4dfa19e3e6bd6af898980
--- /dev/null
+++ b/lm-evaluation/build/lib/lm_eval/tasks/kmmlu/direct/kmmlu_direct_accounting.yaml
@@ -0,0 +1,3 @@
+dataset_name: Accounting
+include: _direct_kmmlu_yaml
+task: kmmlu_direct_accounting
diff --git a/lm-evaluation/build/lib/lm_eval/tasks/kmmlu/direct/kmmlu_direct_agricultural_sciences.yaml b/lm-evaluation/build/lib/lm_eval/tasks/kmmlu/direct/kmmlu_direct_agricultural_sciences.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..5bf1fa4b56fdc58cd4219164cc90b11f50886bc1
--- /dev/null
+++ b/lm-evaluation/build/lib/lm_eval/tasks/kmmlu/direct/kmmlu_direct_agricultural_sciences.yaml
@@ -0,0 +1,3 @@
+dataset_name: Agricultural-Sciences
+include: _direct_kmmlu_yaml
+task: kmmlu_direct_agricultural_sciences
diff --git a/lm-evaluation/build/lib/lm_eval/tasks/kmmlu/direct/kmmlu_direct_aviation_engineering_and_maintenance.yaml b/lm-evaluation/build/lib/lm_eval/tasks/kmmlu/direct/kmmlu_direct_aviation_engineering_and_maintenance.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..a9a621931a8f387085557e741fc5c22c9755cb7b
--- /dev/null
+++ b/lm-evaluation/build/lib/lm_eval/tasks/kmmlu/direct/kmmlu_direct_aviation_engineering_and_maintenance.yaml
@@ -0,0 +1,3 @@
+dataset_name: Aviation-Engineering-and-Maintenance
+include: _direct_kmmlu_yaml
+task: kmmlu_direct_aviation_engineering_and_maintenance
diff --git a/lm-evaluation/build/lib/lm_eval/tasks/kmmlu/direct/kmmlu_direct_civil_engineering.yaml b/lm-evaluation/build/lib/lm_eval/tasks/kmmlu/direct/kmmlu_direct_civil_engineering.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..98ed98dd2cc5f90039d98b74ca0f711809232e14
--- /dev/null
+++ b/lm-evaluation/build/lib/lm_eval/tasks/kmmlu/direct/kmmlu_direct_civil_engineering.yaml
@@ -0,0 +1,3 @@
+dataset_name: Civil-Engineering
+include: _direct_kmmlu_yaml
+task: kmmlu_direct_civil_engineering
diff --git a/lm-evaluation/build/lib/lm_eval/tasks/kmmlu/direct/kmmlu_direct_construction.yaml b/lm-evaluation/build/lib/lm_eval/tasks/kmmlu/direct/kmmlu_direct_construction.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..a0af2a16cfc082d58903758234ed0e36de0333c9
--- /dev/null
+++ b/lm-evaluation/build/lib/lm_eval/tasks/kmmlu/direct/kmmlu_direct_construction.yaml
@@ -0,0 +1,3 @@
+dataset_name: Construction
+include: _direct_kmmlu_yaml
+task: kmmlu_direct_construction
diff --git a/lm-evaluation/build/lib/lm_eval/tasks/kmmlu/direct/kmmlu_direct_ecology.yaml b/lm-evaluation/build/lib/lm_eval/tasks/kmmlu/direct/kmmlu_direct_ecology.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..9d182903e2abe1f3c2b3f5d4cbe955bb1bcf58c9
--- /dev/null
+++ b/lm-evaluation/build/lib/lm_eval/tasks/kmmlu/direct/kmmlu_direct_ecology.yaml
@@ -0,0 +1,3 @@
+dataset_name: Ecology
+include: _direct_kmmlu_yaml
+task: kmmlu_direct_ecology
diff --git a/lm-evaluation/build/lib/lm_eval/tasks/kmmlu/direct/kmmlu_direct_education.yaml b/lm-evaluation/build/lib/lm_eval/tasks/kmmlu/direct/kmmlu_direct_education.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..74887e76f395c2b8565cd7c716fd410f921f6f1d
--- /dev/null
+++ b/lm-evaluation/build/lib/lm_eval/tasks/kmmlu/direct/kmmlu_direct_education.yaml
@@ -0,0 +1,3 @@
+dataset_name: Education
+include: _direct_kmmlu_yaml
+task: kmmlu_direct_education
diff --git a/lm-evaluation/build/lib/lm_eval/tasks/kmmlu/direct/kmmlu_direct_electronics_engineering.yaml b/lm-evaluation/build/lib/lm_eval/tasks/kmmlu/direct/kmmlu_direct_electronics_engineering.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..b45aa3083cb269c964b4beff2c48a9d1cfcc973c
--- /dev/null
+++ b/lm-evaluation/build/lib/lm_eval/tasks/kmmlu/direct/kmmlu_direct_electronics_engineering.yaml
@@ -0,0 +1,3 @@
+dataset_name: Electronics-Engineering
+include: _direct_kmmlu_yaml
+task: kmmlu_direct_electronics_engineering
diff --git a/lm-evaluation/build/lib/lm_eval/tasks/kmmlu/direct/kmmlu_direct_fashion.yaml b/lm-evaluation/build/lib/lm_eval/tasks/kmmlu/direct/kmmlu_direct_fashion.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..aef8043aa4605573b074b96b711b6f321d179f44
--- /dev/null
+++ b/lm-evaluation/build/lib/lm_eval/tasks/kmmlu/direct/kmmlu_direct_fashion.yaml
@@ -0,0 +1,3 @@
+dataset_name: Fashion
+include: _direct_kmmlu_yaml
+task: kmmlu_direct_fashion
diff --git a/lm-evaluation/build/lib/lm_eval/tasks/kmmlu/direct/kmmlu_direct_gas_technology_and_engineering.yaml b/lm-evaluation/build/lib/lm_eval/tasks/kmmlu/direct/kmmlu_direct_gas_technology_and_engineering.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..00b7021c5c11fb9a0cae1958e2079e41c5854d4c
--- /dev/null
+++ b/lm-evaluation/build/lib/lm_eval/tasks/kmmlu/direct/kmmlu_direct_gas_technology_and_engineering.yaml
@@ -0,0 +1,3 @@
+dataset_name: Gas-Technology-and-Engineering
+include: _direct_kmmlu_yaml
+task: kmmlu_direct_gas_technology_and_engineering
diff --git a/lm-evaluation/build/lib/lm_eval/tasks/kmmlu/direct/kmmlu_direct_geomatics.yaml b/lm-evaluation/build/lib/lm_eval/tasks/kmmlu/direct/kmmlu_direct_geomatics.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..5d8dc70db5eabc1af2e29d3c8588dfb04b8dedb1
--- /dev/null
+++ b/lm-evaluation/build/lib/lm_eval/tasks/kmmlu/direct/kmmlu_direct_geomatics.yaml
@@ -0,0 +1,3 @@
+dataset_name: Geomatics
+include: _direct_kmmlu_yaml
+task: kmmlu_direct_geomatics
diff --git a/lm-evaluation/build/lib/lm_eval/tasks/kmmlu/direct/kmmlu_direct_information_technology.yaml b/lm-evaluation/build/lib/lm_eval/tasks/kmmlu/direct/kmmlu_direct_information_technology.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..c42e80eda1ad438d65d1d656671d5fb1542018da
--- /dev/null
+++ b/lm-evaluation/build/lib/lm_eval/tasks/kmmlu/direct/kmmlu_direct_information_technology.yaml
@@ -0,0 +1,3 @@
+dataset_name: Information-Technology
+include: _direct_kmmlu_yaml
+task: kmmlu_direct_information_technology
diff --git a/lm-evaluation/build/lib/lm_eval/tasks/kmmlu/direct/kmmlu_direct_interior_architecture_and_design.yaml b/lm-evaluation/build/lib/lm_eval/tasks/kmmlu/direct/kmmlu_direct_interior_architecture_and_design.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..842534aa0a4e87d6aa4bb43b0261b85b7e47676f
--- /dev/null
+++ b/lm-evaluation/build/lib/lm_eval/tasks/kmmlu/direct/kmmlu_direct_interior_architecture_and_design.yaml
@@ -0,0 +1,3 @@
+dataset_name: Interior-Architecture-and-Design
+include: _direct_kmmlu_yaml
+task: kmmlu_direct_interior_architecture_and_design
diff --git a/lm-evaluation/build/lib/lm_eval/tasks/kmmlu/direct/kmmlu_direct_marketing.yaml b/lm-evaluation/build/lib/lm_eval/tasks/kmmlu/direct/kmmlu_direct_marketing.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..c3b524d853c19b9943c0e50bf8842632e8971344
--- /dev/null
+++ b/lm-evaluation/build/lib/lm_eval/tasks/kmmlu/direct/kmmlu_direct_marketing.yaml
@@ -0,0 +1,3 @@
+dataset_name: Marketing
+include: _direct_kmmlu_yaml
+task: kmmlu_direct_marketing
diff --git a/lm-evaluation/build/lib/lm_eval/tasks/kmmlu/direct/kmmlu_direct_materials_engineering.yaml b/lm-evaluation/build/lib/lm_eval/tasks/kmmlu/direct/kmmlu_direct_materials_engineering.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..f04e0975a0700c13d9e816c5d37981d22d8f1b6c
--- /dev/null
+++ b/lm-evaluation/build/lib/lm_eval/tasks/kmmlu/direct/kmmlu_direct_materials_engineering.yaml
@@ -0,0 +1,3 @@
+dataset_name: Materials-Engineering
+include: _direct_kmmlu_yaml
+task: kmmlu_direct_materials_engineering
diff --git a/lm-evaluation/build/lib/lm_eval/tasks/kmmlu/direct/kmmlu_direct_psychology.yaml b/lm-evaluation/build/lib/lm_eval/tasks/kmmlu/direct/kmmlu_direct_psychology.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..140302d01f32ab5d0e55cfe01748659536a2262c
--- /dev/null
+++ b/lm-evaluation/build/lib/lm_eval/tasks/kmmlu/direct/kmmlu_direct_psychology.yaml
@@ -0,0 +1,3 @@
+dataset_name: Psychology
+include: _direct_kmmlu_yaml
+task: kmmlu_direct_psychology
diff --git a/lm-evaluation/build/lib/lm_eval/tasks/kmmlu/direct/kmmlu_direct_real_estate.yaml b/lm-evaluation/build/lib/lm_eval/tasks/kmmlu/direct/kmmlu_direct_real_estate.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..5a5202b65d8c9ba693f470e953b22ea3b721e84a
--- /dev/null
+++ b/lm-evaluation/build/lib/lm_eval/tasks/kmmlu/direct/kmmlu_direct_real_estate.yaml
@@ -0,0 +1,3 @@
+dataset_name: Real-Estate
+include: _direct_kmmlu_yaml
+task: kmmlu_direct_real_estate
diff --git a/lm-evaluation/build/lib/lm_eval/tasks/kmmlu/direct/kmmlu_direct_social_welfare.yaml b/lm-evaluation/build/lib/lm_eval/tasks/kmmlu/direct/kmmlu_direct_social_welfare.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..fa13bdff6a4791c8e20fe905a84db0586af11afa
--- /dev/null
+++ b/lm-evaluation/build/lib/lm_eval/tasks/kmmlu/direct/kmmlu_direct_social_welfare.yaml
@@ -0,0 +1,3 @@
+dataset_name: Social-Welfare
+include: _direct_kmmlu_yaml
+task: kmmlu_direct_social_welfare
diff --git a/lm-evaluation/build/lib/lm_eval/tasks/kmmlu/hard/_hard_kmmlu_yaml b/lm-evaluation/build/lib/lm_eval/tasks/kmmlu/hard/_hard_kmmlu_yaml
new file mode 100644
index 0000000000000000000000000000000000000000..f5e97c160bcf961cec4cc1349b13ad8a313281be
--- /dev/null
+++ b/lm-evaluation/build/lib/lm_eval/tasks/kmmlu/hard/_hard_kmmlu_yaml
@@ -0,0 +1,19 @@
+group:
+    - kmmlu
+    - kmmlu_hard
+dataset_path: HAERAE-HUB/KMMLU-HARD
+output_type: multiple_choice
+test_split: test
+fewshot_split: dev
+doc_to_text: "{{question.strip()}}\nA. {{A}}\nB. {{B}}\nC. {{C}}\nD. {{D}}\n정답："
+doc_to_choice: ["A", "B", "C", "D"]
+doc_to_target: "{{answer-1}}"
+metric_list:
+  - metric: acc
+    aggregation: mean
+    higher_is_better: true
+  - metric: acc_norm
+    aggregation: mean
+    higher_is_better: true
+metadata:
+  version: 2.0
diff --git a/lm-evaluation/build/lib/lm_eval/tasks/kmmlu/hard/kmmlu_hard_accounting.yaml b/lm-evaluation/build/lib/lm_eval/tasks/kmmlu/hard/kmmlu_hard_accounting.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..8112903b53f96916fdf07e3fb8e5cb85ce286b16
--- /dev/null
+++ b/lm-evaluation/build/lib/lm_eval/tasks/kmmlu/hard/kmmlu_hard_accounting.yaml
@@ -0,0 +1,3 @@
+dataset_name: accounting
+include: _hard_kmmlu_yaml
+task: kmmlu_hard_accounting
diff --git a/lm-evaluation/build/lib/lm_eval/tasks/kmmlu/hard/kmmlu_hard_agricultural_sciences.yaml b/lm-evaluation/build/lib/lm_eval/tasks/kmmlu/hard/kmmlu_hard_agricultural_sciences.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..3a20948b62b880cd001f952c8a78908b238391ae
--- /dev/null
+++ b/lm-evaluation/build/lib/lm_eval/tasks/kmmlu/hard/kmmlu_hard_agricultural_sciences.yaml
@@ -0,0 +1,3 @@
+dataset_name: agricultural_sciences
+include: _hard_kmmlu_yaml
+task: kmmlu_hard_agricultural_sciences
diff --git a/lm-evaluation/build/lib/lm_eval/tasks/kmmlu/hard/kmmlu_hard_aviation_engineering_and_maintenance.yaml b/lm-evaluation/build/lib/lm_eval/tasks/kmmlu/hard/kmmlu_hard_aviation_engineering_and_maintenance.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..87b3845f28561d4be1a3437995ad08015ac1ae0c
--- /dev/null
+++ b/lm-evaluation/build/lib/lm_eval/tasks/kmmlu/hard/kmmlu_hard_aviation_engineering_and_maintenance.yaml
@@ -0,0 +1,3 @@
+dataset_name: aviation_engineering_and_maintenance
+include: _hard_kmmlu_yaml
+task: kmmlu_hard_aviation_engineering_and_maintenance
diff --git a/lm-evaluation/build/lib/lm_eval/tasks/kmmlu/hard/kmmlu_hard_biology.yaml b/lm-evaluation/build/lib/lm_eval/tasks/kmmlu/hard/kmmlu_hard_biology.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..0a28b7c7caac3173813f0b9cdb81ab27a6b234f7
--- /dev/null
+++ b/lm-evaluation/build/lib/lm_eval/tasks/kmmlu/hard/kmmlu_hard_biology.yaml
@@ -0,0 +1,3 @@
+dataset_name: biology
+include: _hard_kmmlu_yaml
+task: kmmlu_hard_biology
diff --git a/lm-evaluation/build/lib/lm_eval/tasks/kmmlu/hard/kmmlu_hard_chemical_engineering.yaml b/lm-evaluation/build/lib/lm_eval/tasks/kmmlu/hard/kmmlu_hard_chemical_engineering.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..8fc448a81ab4d883e1e7fe6456d5371541356f1e
--- /dev/null
+++ b/lm-evaluation/build/lib/lm_eval/tasks/kmmlu/hard/kmmlu_hard_chemical_engineering.yaml
@@ -0,0 +1,3 @@
+dataset_name: chemical_engineering
+include: _hard_kmmlu_yaml
+task: kmmlu_hard_chemical_engineering
diff --git a/lm-evaluation/build/lib/lm_eval/tasks/kmmlu/hard/kmmlu_hard_chemistry.yaml b/lm-evaluation/build/lib/lm_eval/tasks/kmmlu/hard/kmmlu_hard_chemistry.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..366c95026df012c078163a5a8e9080aafda16b32
--- /dev/null
+++ b/lm-evaluation/build/lib/lm_eval/tasks/kmmlu/hard/kmmlu_hard_chemistry.yaml
@@ -0,0 +1,3 @@
+dataset_name: chemistry
+include: _hard_kmmlu_yaml
+task: kmmlu_hard_chemistry
diff --git a/lm-evaluation/build/lib/lm_eval/tasks/kmmlu/hard/kmmlu_hard_civil_engineering.yaml b/lm-evaluation/build/lib/lm_eval/tasks/kmmlu/hard/kmmlu_hard_civil_engineering.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..ba1a15ad8cb268adc0aeaa96a06418d18209ecda
--- /dev/null
+++ b/lm-evaluation/build/lib/lm_eval/tasks/kmmlu/hard/kmmlu_hard_civil_engineering.yaml
@@ -0,0 +1,3 @@
+dataset_name: civil_engineering
+include: _hard_kmmlu_yaml
+task: kmmlu_hard_civil_engineering
diff --git a/lm-evaluation/build/lib/lm_eval/tasks/kmmlu/hard/kmmlu_hard_computer_science.yaml b/lm-evaluation/build/lib/lm_eval/tasks/kmmlu/hard/kmmlu_hard_computer_science.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..4e1f12135248d2cdabf32771fcc4bcbb62de68f5
--- /dev/null
+++ b/lm-evaluation/build/lib/lm_eval/tasks/kmmlu/hard/kmmlu_hard_computer_science.yaml
@@ -0,0 +1,3 @@
+dataset_name: computer_science
+include: _hard_kmmlu_yaml
+task: kmmlu_hard_computer_science
diff --git a/lm-evaluation/build/lib/lm_eval/tasks/kmmlu/hard/kmmlu_hard_construction.yaml b/lm-evaluation/build/lib/lm_eval/tasks/kmmlu/hard/kmmlu_hard_construction.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..8331379cf222bacb760e18388dd2c21c53a231da
--- /dev/null
+++ b/lm-evaluation/build/lib/lm_eval/tasks/kmmlu/hard/kmmlu_hard_construction.yaml
@@ -0,0 +1,3 @@
+dataset_name: construction
+include: _hard_kmmlu_yaml
+task: kmmlu_hard_construction
diff --git a/lm-evaluation/build/lib/lm_eval/tasks/kmmlu/hard/kmmlu_hard_criminal_law.yaml b/lm-evaluation/build/lib/lm_eval/tasks/kmmlu/hard/kmmlu_hard_criminal_law.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..b7acd49a06687b6b96c2c9e18bac1295bbb7d2b5
--- /dev/null
+++ b/lm-evaluation/build/lib/lm_eval/tasks/kmmlu/hard/kmmlu_hard_criminal_law.yaml
@@ -0,0 +1,3 @@
+dataset_name: criminal_law
+include: _hard_kmmlu_yaml
+task: kmmlu_hard_criminal_law
diff --git a/lm-evaluation/build/lib/lm_eval/tasks/kmmlu/hard/kmmlu_hard_ecology.yaml b/lm-evaluation/build/lib/lm_eval/tasks/kmmlu/hard/kmmlu_hard_ecology.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..6542c1eef98cbb3080777ed7583d19c7b71659ee
--- /dev/null
+++ b/lm-evaluation/build/lib/lm_eval/tasks/kmmlu/hard/kmmlu_hard_ecology.yaml
@@ -0,0 +1,3 @@
+dataset_name: ecology
+include: _hard_kmmlu_yaml
+task: kmmlu_hard_ecology
diff --git a/lm-evaluation/build/lib/lm_eval/tasks/kmmlu/hard/kmmlu_hard_economics.yaml b/lm-evaluation/build/lib/lm_eval/tasks/kmmlu/hard/kmmlu_hard_economics.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..4f1bfba0658e65f3485264af2f92eac3105d93dc
--- /dev/null
+++ b/lm-evaluation/build/lib/lm_eval/tasks/kmmlu/hard/kmmlu_hard_economics.yaml
@@ -0,0 +1,3 @@
+dataset_name: economics
+include: _hard_kmmlu_yaml
+task: kmmlu_hard_economics
diff --git a/lm-evaluation/build/lib/lm_eval/tasks/kmmlu/hard/kmmlu_hard_education.yaml b/lm-evaluation/build/lib/lm_eval/tasks/kmmlu/hard/kmmlu_hard_education.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..0f6a6a80780dfbaada0f21303e08935f89d2871f
--- /dev/null
+++ b/lm-evaluation/build/lib/lm_eval/tasks/kmmlu/hard/kmmlu_hard_education.yaml
@@ -0,0 +1,3 @@
+dataset_name: education
+include: _hard_kmmlu_yaml
+task: kmmlu_hard_education
diff --git a/lm-evaluation/build/lib/lm_eval/tasks/kmmlu/hard/kmmlu_hard_electrical_engineering.yaml b/lm-evaluation/build/lib/lm_eval/tasks/kmmlu/hard/kmmlu_hard_electrical_engineering.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..51625c1ec372785ceea741d6aaff21c47316458d
--- /dev/null
+++ b/lm-evaluation/build/lib/lm_eval/tasks/kmmlu/hard/kmmlu_hard_electrical_engineering.yaml
@@ -0,0 +1,3 @@
+dataset_name: electrical_engineering
+include: _hard_kmmlu_yaml
+task: kmmlu_hard_electrical_engineering
diff --git a/lm-evaluation/build/lib/lm_eval/tasks/kmmlu/hard/kmmlu_hard_electronics_engineering.yaml b/lm-evaluation/build/lib/lm_eval/tasks/kmmlu/hard/kmmlu_hard_electronics_engineering.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..252ecc19d5e0bb91763e5efa5ea4edd083967ba8
--- /dev/null
+++ b/lm-evaluation/build/lib/lm_eval/tasks/kmmlu/hard/kmmlu_hard_electronics_engineering.yaml
@@ -0,0 +1,3 @@
+dataset_name: electronics_engineering
+include: _hard_kmmlu_yaml
+task: kmmlu_hard_electronics_engineering
diff --git a/lm-evaluation/build/lib/lm_eval/tasks/kmmlu/hard/kmmlu_hard_energy_management.yaml b/lm-evaluation/build/lib/lm_eval/tasks/kmmlu/hard/kmmlu_hard_energy_management.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..062204f1dea6473a74eeae80db0ed1017b0ccbe2
--- /dev/null
+++ b/lm-evaluation/build/lib/lm_eval/tasks/kmmlu/hard/kmmlu_hard_energy_management.yaml
@@ -0,0 +1,3 @@
+dataset_name: energy_management
+include: _hard_kmmlu_yaml
+task: kmmlu_hard_energy_management
diff --git a/lm-evaluation/build/lib/lm_eval/tasks/kmmlu/hard/kmmlu_hard_environmental_science.yaml b/lm-evaluation/build/lib/lm_eval/tasks/kmmlu/hard/kmmlu_hard_environmental_science.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..d7f32dc5b518796f78896eec6fdd2e1dbf3d2b83
--- /dev/null
+++ b/lm-evaluation/build/lib/lm_eval/tasks/kmmlu/hard/kmmlu_hard_environmental_science.yaml
@@ -0,0 +1,3 @@
+dataset_name: environmental_science
+include: _hard_kmmlu_yaml
+task: kmmlu_hard_environmental_science
diff --git a/lm-evaluation/build/lib/lm_eval/tasks/kmmlu/hard/kmmlu_hard_fashion.yaml b/lm-evaluation/build/lib/lm_eval/tasks/kmmlu/hard/kmmlu_hard_fashion.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..9448efcf8c4775eab3822be73635d80ba35d0c12
--- /dev/null
+++ b/lm-evaluation/build/lib/lm_eval/tasks/kmmlu/hard/kmmlu_hard_fashion.yaml
@@ -0,0 +1,3 @@
+dataset_name: fashion
+include: _hard_kmmlu_yaml
+task: kmmlu_hard_fashion
diff --git a/lm-evaluation/build/lib/lm_eval/tasks/kmmlu/hard/kmmlu_hard_food_processing.yaml b/lm-evaluation/build/lib/lm_eval/tasks/kmmlu/hard/kmmlu_hard_food_processing.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..138920efbc29906fd6975b29c9107f6fa80bceda
--- /dev/null
+++ b/lm-evaluation/build/lib/lm_eval/tasks/kmmlu/hard/kmmlu_hard_food_processing.yaml
@@ -0,0 +1,3 @@
+dataset_name: food_processing
+include: _hard_kmmlu_yaml
+task: kmmlu_hard_food_processing
diff --git a/lm-evaluation/build/lib/lm_eval/tasks/kmmlu/hard/kmmlu_hard_gas_technology_and_engineering.yaml b/lm-evaluation/build/lib/lm_eval/tasks/kmmlu/hard/kmmlu_hard_gas_technology_and_engineering.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..14e213b583ec83cdf173614f0220a91323521f4a
--- /dev/null
+++ b/lm-evaluation/build/lib/lm_eval/tasks/kmmlu/hard/kmmlu_hard_gas_technology_and_engineering.yaml
@@ -0,0 +1,3 @@
+dataset_name: gas_technology_and_engineering
+include: _hard_kmmlu_yaml
+task: kmmlu_hard_gas_technology_and_engineering
diff --git a/lm-evaluation/build/lib/lm_eval/tasks/kmmlu/hard/kmmlu_hard_geomatics.yaml b/lm-evaluation/build/lib/lm_eval/tasks/kmmlu/hard/kmmlu_hard_geomatics.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..0370a7a7550b3dc83919b4c01889a89fea89bdb2
--- /dev/null
+++ b/lm-evaluation/build/lib/lm_eval/tasks/kmmlu/hard/kmmlu_hard_geomatics.yaml
@@ -0,0 +1,3 @@
+dataset_name: geomatics
+include: _hard_kmmlu_yaml
+task: kmmlu_hard_geomatics
diff --git a/lm-evaluation/build/lib/lm_eval/tasks/kmmlu/hard/kmmlu_hard_health.yaml b/lm-evaluation/build/lib/lm_eval/tasks/kmmlu/hard/kmmlu_hard_health.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..c5e2ba98addb3794fccfa9b58bfdd1bb869e1acc
--- /dev/null
+++ b/lm-evaluation/build/lib/lm_eval/tasks/kmmlu/hard/kmmlu_hard_health.yaml
@@ -0,0 +1,3 @@
+dataset_name: health
+include: _hard_kmmlu_yaml
+task: kmmlu_hard_health
diff --git a/lm-evaluation/build/lib/lm_eval/tasks/kmmlu/hard/kmmlu_hard_industrial_engineer.yaml b/lm-evaluation/build/lib/lm_eval/tasks/kmmlu/hard/kmmlu_hard_industrial_engineer.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..d3cbef78bfe12d8ac674972b6ae9ebab0ce5ff67
--- /dev/null
+++ b/lm-evaluation/build/lib/lm_eval/tasks/kmmlu/hard/kmmlu_hard_industrial_engineer.yaml
@@ -0,0 +1,3 @@
+dataset_name: industrial_engineer
+include: _hard_kmmlu_yaml
+task: kmmlu_hard_industrial_engineer
diff --git a/lm-evaluation/build/lib/lm_eval/tasks/kmmlu/hard/kmmlu_hard_information_technology.yaml b/lm-evaluation/build/lib/lm_eval/tasks/kmmlu/hard/kmmlu_hard_information_technology.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..4af23d30302b37688bb307509811d332f2376172
--- /dev/null
+++ b/lm-evaluation/build/lib/lm_eval/tasks/kmmlu/hard/kmmlu_hard_information_technology.yaml
@@ -0,0 +1,3 @@
+dataset_name: information_technology
+include: _hard_kmmlu_yaml
+task: kmmlu_hard_information_technology
diff --git a/lm-evaluation/build/lib/lm_eval/tasks/kmmlu/hard/kmmlu_hard_interior_architecture_and_design.yaml b/lm-evaluation/build/lib/lm_eval/tasks/kmmlu/hard/kmmlu_hard_interior_architecture_and_design.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..76bfe50c340cb571da490f3fe5b8f1e5e5743b8f
--- /dev/null
+++ b/lm-evaluation/build/lib/lm_eval/tasks/kmmlu/hard/kmmlu_hard_interior_architecture_and_design.yaml
@@ -0,0 +1,3 @@
+dataset_name: interior_architecture_and_design
+include: _hard_kmmlu_yaml
+task: kmmlu_hard_interior_architecture_and_design
diff --git a/lm-evaluation/build/lib/lm_eval/tasks/kmmlu/hard/kmmlu_hard_korean_history.yaml b/lm-evaluation/build/lib/lm_eval/tasks/kmmlu/hard/kmmlu_hard_korean_history.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..60ff94e7ff39c5d24bcc4be97d11c4ddcbd608a5
--- /dev/null
+++ b/lm-evaluation/build/lib/lm_eval/tasks/kmmlu/hard/kmmlu_hard_korean_history.yaml
@@ -0,0 +1,3 @@
+dataset_name: korean_history
+include: _hard_kmmlu_yaml
+task: kmmlu_hard_korean_history
diff --git a/lm-evaluation/build/lib/lm_eval/tasks/kmmlu/hard/kmmlu_hard_law.yaml b/lm-evaluation/build/lib/lm_eval/tasks/kmmlu/hard/kmmlu_hard_law.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..aeec24dcd3c5952ca3acc8d27290f9017868169c
--- /dev/null
+++ b/lm-evaluation/build/lib/lm_eval/tasks/kmmlu/hard/kmmlu_hard_law.yaml
@@ -0,0 +1,3 @@
+dataset_name: law
+include: _hard_kmmlu_yaml
+task: kmmlu_hard_law
diff --git a/lm-evaluation/build/lib/lm_eval/tasks/kmmlu/hard/kmmlu_hard_machine_design_and_manufacturing.yaml b/lm-evaluation/build/lib/lm_eval/tasks/kmmlu/hard/kmmlu_hard_machine_design_and_manufacturing.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..222f89bacd4c549ced153434568fb4b065353c51
--- /dev/null
+++ b/lm-evaluation/build/lib/lm_eval/tasks/kmmlu/hard/kmmlu_hard_machine_design_and_manufacturing.yaml
@@ -0,0 +1,3 @@
+dataset_name: machine_design_and_manufacturing
+include: _hard_kmmlu_yaml
+task: kmmlu_hard_machine_design_and_manufacturing
diff --git a/lm-evaluation/build/lib/lm_eval/tasks/kmmlu/hard/kmmlu_hard_management.yaml b/lm-evaluation/build/lib/lm_eval/tasks/kmmlu/hard/kmmlu_hard_management.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..8e9e866499e8d3287c107147472b1ceb89199525
--- /dev/null
+++ b/lm-evaluation/build/lib/lm_eval/tasks/kmmlu/hard/kmmlu_hard_management.yaml
@@ -0,0 +1,3 @@
+dataset_name: management
+include: _hard_kmmlu_yaml
+task: kmmlu_hard_management
diff --git a/lm-evaluation/build/lib/lm_eval/tasks/kmmlu/hard/kmmlu_hard_maritime_engineering.yaml b/lm-evaluation/build/lib/lm_eval/tasks/kmmlu/hard/kmmlu_hard_maritime_engineering.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..e68041d5097574d98f10f2ab18570ea8ba96a066
--- /dev/null
+++ b/lm-evaluation/build/lib/lm_eval/tasks/kmmlu/hard/kmmlu_hard_maritime_engineering.yaml
@@ -0,0 +1,3 @@
+dataset_name: maritime_engineering
+include: _hard_kmmlu_yaml
+task: kmmlu_hard_maritime_engineering
diff --git a/lm-evaluation/build/lib/lm_eval/tasks/kmmlu/hard/kmmlu_hard_marketing.yaml b/lm-evaluation/build/lib/lm_eval/tasks/kmmlu/hard/kmmlu_hard_marketing.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..54a62d6272955eb8701f8f821b68b01cbd409d1d
--- /dev/null
+++ b/lm-evaluation/build/lib/lm_eval/tasks/kmmlu/hard/kmmlu_hard_marketing.yaml
@@ -0,0 +1,3 @@
+dataset_name: marketing
+include: _hard_kmmlu_yaml
+task: kmmlu_hard_marketing
diff --git a/lm-evaluation/build/lib/lm_eval/tasks/kmmlu/hard/kmmlu_hard_materials_engineering.yaml b/lm-evaluation/build/lib/lm_eval/tasks/kmmlu/hard/kmmlu_hard_materials_engineering.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..4582b0f3b407a9f11a960826104c3aac196e7177
--- /dev/null
+++ b/lm-evaluation/build/lib/lm_eval/tasks/kmmlu/hard/kmmlu_hard_materials_engineering.yaml
@@ -0,0 +1,3 @@
+dataset_name: materials_engineering
+include: _hard_kmmlu_yaml
+task: kmmlu_hard_materials_engineering
diff --git a/lm-evaluation/build/lib/lm_eval/tasks/kmmlu/hard/kmmlu_hard_math.yaml b/lm-evaluation/build/lib/lm_eval/tasks/kmmlu/hard/kmmlu_hard_math.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..e563717686f991baa06323a0e9f1d415a74df128
--- /dev/null
+++ b/lm-evaluation/build/lib/lm_eval/tasks/kmmlu/hard/kmmlu_hard_math.yaml
@@ -0,0 +1,3 @@
+dataset_name: math
+include: _hard_kmmlu_yaml
+task: kmmlu_hard_math
diff --git a/lm-evaluation/build/lib/lm_eval/tasks/kmmlu/hard/kmmlu_hard_mechanical_engineering.yaml b/lm-evaluation/build/lib/lm_eval/tasks/kmmlu/hard/kmmlu_hard_mechanical_engineering.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..9b3adca0b644ef7f6a8ede8a2918a46f40707c1b
--- /dev/null
+++ b/lm-evaluation/build/lib/lm_eval/tasks/kmmlu/hard/kmmlu_hard_mechanical_engineering.yaml
@@ -0,0 +1,3 @@
+dataset_name: mechanical_engineering
+include: _hard_kmmlu_yaml
+task: kmmlu_hard_mechanical_engineering
diff --git a/lm-evaluation/build/lib/lm_eval/tasks/kmmlu/hard/kmmlu_hard_nondestructive_testing.yaml b/lm-evaluation/build/lib/lm_eval/tasks/kmmlu/hard/kmmlu_hard_nondestructive_testing.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..21c25fc87b7e864ededa206454a357dba6ed5ed2
--- /dev/null
+++ b/lm-evaluation/build/lib/lm_eval/tasks/kmmlu/hard/kmmlu_hard_nondestructive_testing.yaml
@@ -0,0 +1,3 @@
+dataset_name: nondestructive_testing
+include: _hard_kmmlu_yaml
+task: kmmlu_hard_nondestructive_testing
diff --git a/lm-evaluation/build/lib/lm_eval/tasks/kmmlu/hard/kmmlu_hard_patent.yaml b/lm-evaluation/build/lib/lm_eval/tasks/kmmlu/hard/kmmlu_hard_patent.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..3fcdcd96b136e0872cd530b5261760492b29a5e2
--- /dev/null
+++ b/lm-evaluation/build/lib/lm_eval/tasks/kmmlu/hard/kmmlu_hard_patent.yaml
@@ -0,0 +1,3 @@
+dataset_name: patent
+include: _hard_kmmlu_yaml
+task: kmmlu_hard_patent
diff --git a/lm-evaluation/build/lib/lm_eval/tasks/kmmlu/hard/kmmlu_hard_political_science_and_sociology.yaml b/lm-evaluation/build/lib/lm_eval/tasks/kmmlu/hard/kmmlu_hard_political_science_and_sociology.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..6bb907cb10792070f6043eeeed8f629cd503cbe9
--- /dev/null
+++ b/lm-evaluation/build/lib/lm_eval/tasks/kmmlu/hard/kmmlu_hard_political_science_and_sociology.yaml
@@ -0,0 +1,3 @@
+dataset_name: political_science_and_sociology
+include: _hard_kmmlu_yaml
+task: kmmlu_hard_political_science_and_sociology
diff --git a/lm-evaluation/build/lib/lm_eval/tasks/kmmlu/hard/kmmlu_hard_psychology.yaml b/lm-evaluation/build/lib/lm_eval/tasks/kmmlu/hard/kmmlu_hard_psychology.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..c79cef1f1c2b776fe20f95acd6bf80703a6f48af
--- /dev/null
+++ b/lm-evaluation/build/lib/lm_eval/tasks/kmmlu/hard/kmmlu_hard_psychology.yaml
@@ -0,0 +1,3 @@
+dataset_name: psychology
+include: _hard_kmmlu_yaml
+task: kmmlu_hard_psychology
diff --git a/lm-evaluation/build/lib/lm_eval/tasks/kmmlu/hard/kmmlu_hard_public_safety.yaml b/lm-evaluation/build/lib/lm_eval/tasks/kmmlu/hard/kmmlu_hard_public_safety.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..110bd147e7466fd766795e96aa5964097f28d314
--- /dev/null
+++ b/lm-evaluation/build/lib/lm_eval/tasks/kmmlu/hard/kmmlu_hard_public_safety.yaml
@@ -0,0 +1,3 @@
+dataset_name: public_safety
+include: _hard_kmmlu_yaml
+task: kmmlu_hard_public_safety
diff --git a/lm-evaluation/build/lib/lm_eval/tasks/kmmlu/hard/kmmlu_hard_railway_and_automotive_engineering.yaml b/lm-evaluation/build/lib/lm_eval/tasks/kmmlu/hard/kmmlu_hard_railway_and_automotive_engineering.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..31b610f75ea9c23ff71a375c3396d8cfa695517d
--- /dev/null
+++ b/lm-evaluation/build/lib/lm_eval/tasks/kmmlu/hard/kmmlu_hard_railway_and_automotive_engineering.yaml
@@ -0,0 +1,3 @@
+dataset_name: railway_and_automotive_engineering
+include: _hard_kmmlu_yaml
+task: kmmlu_hard_railway_and_automotive_engineering
diff --git a/lm-evaluation/build/lib/lm_eval/tasks/kmmlu/hard/kmmlu_hard_real_estate.yaml b/lm-evaluation/build/lib/lm_eval/tasks/kmmlu/hard/kmmlu_hard_real_estate.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..bd1b32c85885bdb7530bb80857e0da2ee0797136
--- /dev/null
+++ b/lm-evaluation/build/lib/lm_eval/tasks/kmmlu/hard/kmmlu_hard_real_estate.yaml
@@ -0,0 +1,3 @@
+dataset_name: real_estate
+include: _hard_kmmlu_yaml
+task: kmmlu_hard_real_estate
diff --git a/lm-evaluation/build/lib/lm_eval/tasks/kmmlu/hard/kmmlu_hard_refrigerating_machinery.yaml b/lm-evaluation/build/lib/lm_eval/tasks/kmmlu/hard/kmmlu_hard_refrigerating_machinery.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..8c7dd139998fb4476dcbe08d1f95249fa340fbcd
--- /dev/null
+++ b/lm-evaluation/build/lib/lm_eval/tasks/kmmlu/hard/kmmlu_hard_refrigerating_machinery.yaml
@@ -0,0 +1,3 @@
+dataset_name: refrigerating_machinery
+include: _hard_kmmlu_yaml
+task: kmmlu_hard_refrigerating_machinery
diff --git a/lm-evaluation/build/lib/lm_eval/tasks/kmmlu/hard/kmmlu_hard_social_welfare.yaml b/lm-evaluation/build/lib/lm_eval/tasks/kmmlu/hard/kmmlu_hard_social_welfare.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..12502a573e51dc7ab45fc42f6ee97e92e9b78b58
--- /dev/null
+++ b/lm-evaluation/build/lib/lm_eval/tasks/kmmlu/hard/kmmlu_hard_social_welfare.yaml
@@ -0,0 +1,3 @@
+dataset_name: social_welfare
+include: _hard_kmmlu_yaml
+task: kmmlu_hard_social_welfare
diff --git a/lm-evaluation/build/lib/lm_eval/tasks/kmmlu/hard/kmmlu_hard_taxation.yaml b/lm-evaluation/build/lib/lm_eval/tasks/kmmlu/hard/kmmlu_hard_taxation.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..f0f815abe4038e14321f0d04d26d9c411983e971
--- /dev/null
+++ b/lm-evaluation/build/lib/lm_eval/tasks/kmmlu/hard/kmmlu_hard_taxation.yaml
@@ -0,0 +1,3 @@
+dataset_name: taxation
+include: _hard_kmmlu_yaml
+task: kmmlu_hard_taxation
diff --git a/lm-evaluation/build/lib/lm_eval/tasks/kmmlu/hard/kmmlu_hard_telecommunications_and_wireless_technology.yaml b/lm-evaluation/build/lib/lm_eval/tasks/kmmlu/hard/kmmlu_hard_telecommunications_and_wireless_technology.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..0cb519d11ec046aa947fef00738bdcc062c836fd
--- /dev/null
+++ b/lm-evaluation/build/lib/lm_eval/tasks/kmmlu/hard/kmmlu_hard_telecommunications_and_wireless_technology.yaml
@@ -0,0 +1,3 @@
+dataset_name: telecommunications_and_wireless_technology
+include: _hard_kmmlu_yaml
+task: kmmlu_hard_telecommunications_and_wireless_technology
diff --git a/lm-evaluation/build/lib/lm_eval/tasks/translation/README.md b/lm-evaluation/build/lib/lm_eval/tasks/translation/README.md
new file mode 100644
index 0000000000000000000000000000000000000000..bd36302619a2cc1b40b57ef758d328d85580e420
--- /dev/null
+++ b/lm-evaluation/build/lib/lm_eval/tasks/translation/README.md
@@ -0,0 +1,39 @@
+# Translation Tasks
+
+### Paper
+
+
+
+### Citation
+
+```
+
+```
+
+### Groups and Tasks
+
+#### Groups
+
+* `gpt3_translation_tasks`
+* `wmt14`
+* `wmt16`
+* `wmt20`
+* `iwslt2017`
+
+#### Tasks
+
+*
+
+### Checklist
+
+For adding novel benchmarks/datasets to the library:
+* [x] Is the task an existing benchmark in the literature?
+  * [ ] Have you referenced the original paper that introduced the task?
+  * [ ] If yes, does the original paper provide a reference implementation? If so, have you checked against the reference implementation and documented how to run such a test?
+
+
+If other tasks on this dataset are already supported:
+* [x] Is the "Main" variant of this task clearly denoted?
+* [ ] Have you provided a short sentence in a README on what each new variant adds / evaluates?
+* [ ] Have you noted which, if any, published evaluation setups are matched by this variant?
+  * [ ] Checked for equivalence with v0.3.0 LM Evaluation Harness
diff --git a/lm-evaluation/build/lib/lm_eval/tasks/translation/wmt14_en-fr.yaml b/lm-evaluation/build/lib/lm_eval/tasks/translation/wmt14_en-fr.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..b7e42dca5acca5036ec8b3b619501557c6a1c36c
--- /dev/null
+++ b/lm-evaluation/build/lib/lm_eval/tasks/translation/wmt14_en-fr.yaml
@@ -0,0 +1,14 @@
+# Generated by utils.py
+dataset_name: fr-en
+dataset_path: wmt14
+doc_to_target: ' {{translation["fr"]}}'
+doc_to_text: 'English phrase: {{translation["en"]}}
+
+  French phrase:'
+group:
+- generate_until
+- translation
+- wmt14
+- gpt3_translation_benchmarks
+include: wmt_common_yaml
+task: wmt14-en-fr
diff --git a/lm-evaluation/build/lib/lm_eval/tasks/translation/wmt_common_yaml b/lm-evaluation/build/lib/lm_eval/tasks/translation/wmt_common_yaml
new file mode 100644
index 0000000000000000000000000000000000000000..2cb3c7c8f8d8305e9907c89c94d6f8fd95c709fc
--- /dev/null
+++ b/lm-evaluation/build/lib/lm_eval/tasks/translation/wmt_common_yaml
@@ -0,0 +1,17 @@
+output_type: generate_until
+training_split: train
+validation_split: validation
+fewshot_split: validation
+test_split: test
+metric_list:
+  - metric: bleu
+  - metric: ter
+  - metric: chrf
+generation_kwargs:
+  until:
+    - "\n"
+  do_sample: false
+  temperature: 0.0
+repeats: 1
+metadata:
+  version: 1.0