diff --git a/lm-evaluation-harness/lm_eval/tasks/belebele/_default_template_yaml b/lm-evaluation-harness/lm_eval/tasks/belebele/_default_template_yaml
new file mode 100644
index 0000000000000000000000000000000000000000..2583ced5688e1a0f97f3c46b1bc64d54c329a172
--- /dev/null
+++ b/lm-evaluation-harness/lm_eval/tasks/belebele/_default_template_yaml
@@ -0,0 +1,19 @@
+group: belebele
+dataset_path: facebook/belebele
+fewshot_config:
+  sampler: first_n
+output_type: multiple_choice
+should_decontaminate: true
+doc_to_decontamination_query: "{{question}}"
+doc_to_text: "P: {{flores_passage}}\nQ: {{question.strip()}}\nA: {{mc_answer1}}\nB: {{mc_answer2}}\nC: {{mc_answer3}}\nD: {{mc_answer4}}\nAnswer："
+doc_to_choice: ["A", "B", "C", "D"]
+doc_to_target: "{{['1', '2', '3', '4'].index(correct_answer_num)}}"
+metric_list:
+  - metric: acc
+    aggregation: mean
+    higher_is_better: true
+  - metric: acc_norm
+    aggregation: mean
+    higher_is_better: true
+metadata:
+  version: 0.0
diff --git a/lm-evaluation-harness/lm_eval/tasks/belebele/belebele_afr_Latn.yaml b/lm-evaluation-harness/lm_eval/tasks/belebele/belebele_afr_Latn.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..5011d654e18a3ae285b72e8d28d4277268977a35
--- /dev/null
+++ b/lm-evaluation-harness/lm_eval/tasks/belebele/belebele_afr_Latn.yaml
@@ -0,0 +1,4 @@
+"fewshot_split": "afr_Latn"
+"include": "_default_template_yaml"
+"task": "belebele_afr_Latn"
+"test_split": "afr_Latn"
diff --git a/lm-evaluation-harness/lm_eval/tasks/belebele/belebele_amh_Ethi.yaml b/lm-evaluation-harness/lm_eval/tasks/belebele/belebele_amh_Ethi.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..e3d61066cf9ccdce81c9c5b91682c1616cc28e6a
--- /dev/null
+++ b/lm-evaluation-harness/lm_eval/tasks/belebele/belebele_amh_Ethi.yaml
@@ -0,0 +1,4 @@
+"fewshot_split": "amh_Ethi"
+"include": "_default_template_yaml"
+"task": "belebele_amh_Ethi"
+"test_split": "amh_Ethi"
diff --git a/lm-evaluation-harness/lm_eval/tasks/belebele/belebele_apc_Arab.yaml b/lm-evaluation-harness/lm_eval/tasks/belebele/belebele_apc_Arab.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..2e7619a5e0070bf681bff12d373b22878ceaa446
--- /dev/null
+++ b/lm-evaluation-harness/lm_eval/tasks/belebele/belebele_apc_Arab.yaml
@@ -0,0 +1,4 @@
+"fewshot_split": "apc_Arab"
+"include": "_default_template_yaml"
+"task": "belebele_apc_Arab"
+"test_split": "apc_Arab"
diff --git a/lm-evaluation-harness/lm_eval/tasks/belebele/belebele_ars_Arab.yaml b/lm-evaluation-harness/lm_eval/tasks/belebele/belebele_ars_Arab.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..e9941fd48a2b376d93553a28a42311a1470cc40c
--- /dev/null
+++ b/lm-evaluation-harness/lm_eval/tasks/belebele/belebele_ars_Arab.yaml
@@ -0,0 +1,4 @@
+"fewshot_split": "ars_Arab"
+"include": "_default_template_yaml"
+"task": "belebele_ars_Arab"
+"test_split": "ars_Arab"
diff --git a/lm-evaluation-harness/lm_eval/tasks/belebele/belebele_arz_Arab.yaml b/lm-evaluation-harness/lm_eval/tasks/belebele/belebele_arz_Arab.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..a7963c900e1febfa66bb8c5066f83e85638004ef
--- /dev/null
+++ b/lm-evaluation-harness/lm_eval/tasks/belebele/belebele_arz_Arab.yaml
@@ -0,0 +1,4 @@
+"fewshot_split": "arz_Arab"
+"include": "_default_template_yaml"
+"task": "belebele_arz_Arab"
+"test_split": "arz_Arab"
diff --git a/lm-evaluation-harness/lm_eval/tasks/belebele/belebele_asm_Beng.yaml b/lm-evaluation-harness/lm_eval/tasks/belebele/belebele_asm_Beng.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..c24a1deceac5c596705e95c03e43b327363be9ae
--- /dev/null
+++ b/lm-evaluation-harness/lm_eval/tasks/belebele/belebele_asm_Beng.yaml
@@ -0,0 +1,4 @@
+"fewshot_split": "asm_Beng"
+"include": "_default_template_yaml"
+"task": "belebele_asm_Beng"
+"test_split": "asm_Beng"
diff --git a/lm-evaluation-harness/lm_eval/tasks/belebele/belebele_bam_Latn.yaml b/lm-evaluation-harness/lm_eval/tasks/belebele/belebele_bam_Latn.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..9441f0fceeff1b27a64c65e524f4c050b2777851
--- /dev/null
+++ b/lm-evaluation-harness/lm_eval/tasks/belebele/belebele_bam_Latn.yaml
@@ -0,0 +1,4 @@
+"fewshot_split": "bam_Latn"
+"include": "_default_template_yaml"
+"task": "belebele_bam_Latn"
+"test_split": "bam_Latn"
diff --git a/lm-evaluation-harness/lm_eval/tasks/belebele/belebele_ben_Beng.yaml b/lm-evaluation-harness/lm_eval/tasks/belebele/belebele_ben_Beng.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..2b34335265620a6875082d8575fb234229e73d2a
--- /dev/null
+++ b/lm-evaluation-harness/lm_eval/tasks/belebele/belebele_ben_Beng.yaml
@@ -0,0 +1,4 @@
+"fewshot_split": "ben_Beng"
+"include": "_default_template_yaml"
+"task": "belebele_ben_Beng"
+"test_split": "ben_Beng"
diff --git a/lm-evaluation-harness/lm_eval/tasks/belebele/belebele_ben_Latn.yaml b/lm-evaluation-harness/lm_eval/tasks/belebele/belebele_ben_Latn.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..c8736c5242e5b8ff3f717c317292a42fd718db5b
--- /dev/null
+++ b/lm-evaluation-harness/lm_eval/tasks/belebele/belebele_ben_Latn.yaml
@@ -0,0 +1,4 @@
+"fewshot_split": "ben_Latn"
+"include": "_default_template_yaml"
+"task": "belebele_ben_Latn"
+"test_split": "ben_Latn"
diff --git a/lm-evaluation-harness/lm_eval/tasks/belebele/belebele_cat_Latn.yaml b/lm-evaluation-harness/lm_eval/tasks/belebele/belebele_cat_Latn.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..8781f8e28a58fa5b746d18f01da26b42d97a6bc7
--- /dev/null
+++ b/lm-evaluation-harness/lm_eval/tasks/belebele/belebele_cat_Latn.yaml
@@ -0,0 +1,4 @@
+"fewshot_split": "cat_Latn"
+"include": "_default_template_yaml"
+"task": "belebele_cat_Latn"
+"test_split": "cat_Latn"
diff --git a/lm-evaluation-harness/lm_eval/tasks/belebele/belebele_ces_Latn.yaml b/lm-evaluation-harness/lm_eval/tasks/belebele/belebele_ces_Latn.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..330fd11a8f2ce8a45d48fd0c4c95d6c9cb5e910e
--- /dev/null
+++ b/lm-evaluation-harness/lm_eval/tasks/belebele/belebele_ces_Latn.yaml
@@ -0,0 +1,4 @@
+"fewshot_split": "ces_Latn"
+"include": "_default_template_yaml"
+"task": "belebele_ces_Latn"
+"test_split": "ces_Latn"
diff --git a/lm-evaluation-harness/lm_eval/tasks/belebele/belebele_ell_Grek.yaml b/lm-evaluation-harness/lm_eval/tasks/belebele/belebele_ell_Grek.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..57226e976bc5f22fce37e2778e1f9596660ceceb
--- /dev/null
+++ b/lm-evaluation-harness/lm_eval/tasks/belebele/belebele_ell_Grek.yaml
@@ -0,0 +1,4 @@
+"fewshot_split": "ell_Grek"
+"include": "_default_template_yaml"
+"task": "belebele_ell_Grek"
+"test_split": "ell_Grek"
diff --git a/lm-evaluation-harness/lm_eval/tasks/belebele/belebele_fin_Latn.yaml b/lm-evaluation-harness/lm_eval/tasks/belebele/belebele_fin_Latn.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..0b49e5a07dac1d21cdc5481f5ba161aa3a636367
--- /dev/null
+++ b/lm-evaluation-harness/lm_eval/tasks/belebele/belebele_fin_Latn.yaml
@@ -0,0 +1,4 @@
+"fewshot_split": "fin_Latn"
+"include": "_default_template_yaml"
+"task": "belebele_fin_Latn"
+"test_split": "fin_Latn"
diff --git a/lm-evaluation-harness/lm_eval/tasks/belebele/belebele_hat_Latn.yaml b/lm-evaluation-harness/lm_eval/tasks/belebele/belebele_hat_Latn.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..1057a113404ce9b6826ce1224fe45657c5106a93
--- /dev/null
+++ b/lm-evaluation-harness/lm_eval/tasks/belebele/belebele_hat_Latn.yaml
@@ -0,0 +1,4 @@
+"fewshot_split": "hat_Latn"
+"include": "_default_template_yaml"
+"task": "belebele_hat_Latn"
+"test_split": "hat_Latn"
diff --git a/lm-evaluation-harness/lm_eval/tasks/belebele/belebele_hau_Latn.yaml b/lm-evaluation-harness/lm_eval/tasks/belebele/belebele_hau_Latn.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..e3626f36ad94245c596c3135b4e1950a47f71fb9
--- /dev/null
+++ b/lm-evaluation-harness/lm_eval/tasks/belebele/belebele_hau_Latn.yaml
@@ -0,0 +1,4 @@
+"fewshot_split": "hau_Latn"
+"include": "_default_template_yaml"
+"task": "belebele_hau_Latn"
+"test_split": "hau_Latn"
diff --git a/lm-evaluation-harness/lm_eval/tasks/belebele/belebele_heb_Hebr.yaml b/lm-evaluation-harness/lm_eval/tasks/belebele/belebele_heb_Hebr.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..6021c5c232a0b86fcebf4c96ebd2d584c16403c2
--- /dev/null
+++ b/lm-evaluation-harness/lm_eval/tasks/belebele/belebele_heb_Hebr.yaml
@@ -0,0 +1,4 @@
+"fewshot_split": "heb_Hebr"
+"include": "_default_template_yaml"
+"task": "belebele_heb_Hebr"
+"test_split": "heb_Hebr"
diff --git a/lm-evaluation-harness/lm_eval/tasks/belebele/belebele_hun_Latn.yaml b/lm-evaluation-harness/lm_eval/tasks/belebele/belebele_hun_Latn.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..47f37f7db358d9cf061db38f5af0ac75867a726f
--- /dev/null
+++ b/lm-evaluation-harness/lm_eval/tasks/belebele/belebele_hun_Latn.yaml
@@ -0,0 +1,4 @@
+"fewshot_split": "hun_Latn"
+"include": "_default_template_yaml"
+"task": "belebele_hun_Latn"
+"test_split": "hun_Latn"
diff --git a/lm-evaluation-harness/lm_eval/tasks/belebele/belebele_ibo_Latn.yaml b/lm-evaluation-harness/lm_eval/tasks/belebele/belebele_ibo_Latn.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..b0a9302e21aa970581d5b61a11539c2a55dc2fb8
--- /dev/null
+++ b/lm-evaluation-harness/lm_eval/tasks/belebele/belebele_ibo_Latn.yaml
@@ -0,0 +1,4 @@
+"fewshot_split": "ibo_Latn"
+"include": "_default_template_yaml"
+"task": "belebele_ibo_Latn"
+"test_split": "ibo_Latn"
diff --git a/lm-evaluation-harness/lm_eval/tasks/belebele/belebele_ilo_Latn.yaml b/lm-evaluation-harness/lm_eval/tasks/belebele/belebele_ilo_Latn.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..fc3065da1c1a8c968845910a6f330c262a6a8a8e
--- /dev/null
+++ b/lm-evaluation-harness/lm_eval/tasks/belebele/belebele_ilo_Latn.yaml
@@ -0,0 +1,4 @@
+"fewshot_split": "ilo_Latn"
+"include": "_default_template_yaml"
+"task": "belebele_ilo_Latn"
+"test_split": "ilo_Latn"
diff --git a/lm-evaluation-harness/lm_eval/tasks/belebele/belebele_kac_Latn.yaml b/lm-evaluation-harness/lm_eval/tasks/belebele/belebele_kac_Latn.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..002bc9a15882eb9f51f745baa79cd22313ea92aa
--- /dev/null
+++ b/lm-evaluation-harness/lm_eval/tasks/belebele/belebele_kac_Latn.yaml
@@ -0,0 +1,4 @@
+"fewshot_split": "kac_Latn"
+"include": "_default_template_yaml"
+"task": "belebele_kac_Latn"
+"test_split": "kac_Latn"
diff --git a/lm-evaluation-harness/lm_eval/tasks/belebele/belebele_kat_Geor.yaml b/lm-evaluation-harness/lm_eval/tasks/belebele/belebele_kat_Geor.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..6392d29bbe98cf3c6e228d20c90dbb7cf1281789
--- /dev/null
+++ b/lm-evaluation-harness/lm_eval/tasks/belebele/belebele_kat_Geor.yaml
@@ -0,0 +1,4 @@
+"fewshot_split": "kat_Geor"
+"include": "_default_template_yaml"
+"task": "belebele_kat_Geor"
+"test_split": "kat_Geor"
diff --git a/lm-evaluation-harness/lm_eval/tasks/belebele/belebele_kea_Latn.yaml b/lm-evaluation-harness/lm_eval/tasks/belebele/belebele_kea_Latn.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..7d584e946b30cc4ebc6b5b411f00ea4f845c64db
--- /dev/null
+++ b/lm-evaluation-harness/lm_eval/tasks/belebele/belebele_kea_Latn.yaml
@@ -0,0 +1,4 @@
+"fewshot_split": "kea_Latn"
+"include": "_default_template_yaml"
+"task": "belebele_kea_Latn"
+"test_split": "kea_Latn"
diff --git a/lm-evaluation-harness/lm_eval/tasks/belebele/belebele_khk_Cyrl.yaml b/lm-evaluation-harness/lm_eval/tasks/belebele/belebele_khk_Cyrl.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..c77a77a79140f81476fa569a496b4e887138256b
--- /dev/null
+++ b/lm-evaluation-harness/lm_eval/tasks/belebele/belebele_khk_Cyrl.yaml
@@ -0,0 +1,4 @@
+"fewshot_split": "khk_Cyrl"
+"include": "_default_template_yaml"
+"task": "belebele_khk_Cyrl"
+"test_split": "khk_Cyrl"
diff --git a/lm-evaluation-harness/lm_eval/tasks/belebele/belebele_kin_Latn.yaml b/lm-evaluation-harness/lm_eval/tasks/belebele/belebele_kin_Latn.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..188a1691c7e8230ae178ed058513f973a1c18073
--- /dev/null
+++ b/lm-evaluation-harness/lm_eval/tasks/belebele/belebele_kin_Latn.yaml
@@ -0,0 +1,4 @@
+"fewshot_split": "kin_Latn"
+"include": "_default_template_yaml"
+"task": "belebele_kin_Latn"
+"test_split": "kin_Latn"
diff --git a/lm-evaluation-harness/lm_eval/tasks/belebele/belebele_kor_Hang.yaml b/lm-evaluation-harness/lm_eval/tasks/belebele/belebele_kor_Hang.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..088d2e9359feaaf6504504e18390c0979988c6f9
--- /dev/null
+++ b/lm-evaluation-harness/lm_eval/tasks/belebele/belebele_kor_Hang.yaml
@@ -0,0 +1,4 @@
+"fewshot_split": "kor_Hang"
+"include": "_default_template_yaml"
+"task": "belebele_kor_Hang"
+"test_split": "kor_Hang"
diff --git a/lm-evaluation-harness/lm_eval/tasks/belebele/belebele_lit_Latn.yaml b/lm-evaluation-harness/lm_eval/tasks/belebele/belebele_lit_Latn.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..275718b8b54368d29e9b48a87a3131af808eb77c
--- /dev/null
+++ b/lm-evaluation-harness/lm_eval/tasks/belebele/belebele_lit_Latn.yaml
@@ -0,0 +1,4 @@
+"fewshot_split": "lit_Latn"
+"include": "_default_template_yaml"
+"task": "belebele_lit_Latn"
+"test_split": "lit_Latn"
diff --git a/lm-evaluation-harness/lm_eval/tasks/belebele/belebele_luo_Latn.yaml b/lm-evaluation-harness/lm_eval/tasks/belebele/belebele_luo_Latn.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..44ce22be6d00849d26e413643843b6e26c10bda4
--- /dev/null
+++ b/lm-evaluation-harness/lm_eval/tasks/belebele/belebele_luo_Latn.yaml
@@ -0,0 +1,4 @@
+"fewshot_split": "luo_Latn"
+"include": "_default_template_yaml"
+"task": "belebele_luo_Latn"
+"test_split": "luo_Latn"
diff --git a/lm-evaluation-harness/lm_eval/tasks/belebele/belebele_lvs_Latn.yaml b/lm-evaluation-harness/lm_eval/tasks/belebele/belebele_lvs_Latn.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..3f745135d880e4da97403d53c9b2586d64a2cac2
--- /dev/null
+++ b/lm-evaluation-harness/lm_eval/tasks/belebele/belebele_lvs_Latn.yaml
@@ -0,0 +1,4 @@
+"fewshot_split": "lvs_Latn"
+"include": "_default_template_yaml"
+"task": "belebele_lvs_Latn"
+"test_split": "lvs_Latn"
diff --git a/lm-evaluation-harness/lm_eval/tasks/belebele/belebele_mar_Deva.yaml b/lm-evaluation-harness/lm_eval/tasks/belebele/belebele_mar_Deva.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..908242aba29df1cb0ffe9735c3fb63e5a91c6212
--- /dev/null
+++ b/lm-evaluation-harness/lm_eval/tasks/belebele/belebele_mar_Deva.yaml
@@ -0,0 +1,4 @@
+"fewshot_split": "mar_Deva"
+"include": "_default_template_yaml"
+"task": "belebele_mar_Deva"
+"test_split": "mar_Deva"
diff --git a/lm-evaluation-harness/lm_eval/tasks/belebele/belebele_mya_Mymr.yaml b/lm-evaluation-harness/lm_eval/tasks/belebele/belebele_mya_Mymr.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..d60ff718612f4ea43f05b07fd7c9ef87b5e19fd6
--- /dev/null
+++ b/lm-evaluation-harness/lm_eval/tasks/belebele/belebele_mya_Mymr.yaml
@@ -0,0 +1,4 @@
+"fewshot_split": "mya_Mymr"
+"include": "_default_template_yaml"
+"task": "belebele_mya_Mymr"
+"test_split": "mya_Mymr"
diff --git a/lm-evaluation-harness/lm_eval/tasks/belebele/belebele_nld_Latn.yaml b/lm-evaluation-harness/lm_eval/tasks/belebele/belebele_nld_Latn.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..aea069996198c6bad23ed44969d3bc840ad04442
--- /dev/null
+++ b/lm-evaluation-harness/lm_eval/tasks/belebele/belebele_nld_Latn.yaml
@@ -0,0 +1,4 @@
+"fewshot_split": "nld_Latn"
+"include": "_default_template_yaml"
+"task": "belebele_nld_Latn"
+"test_split": "nld_Latn"
diff --git a/lm-evaluation-harness/lm_eval/tasks/belebele/belebele_nob_Latn.yaml b/lm-evaluation-harness/lm_eval/tasks/belebele/belebele_nob_Latn.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..cf824f3b9de3ce40db37060d2348c4a7b60a4c00
--- /dev/null
+++ b/lm-evaluation-harness/lm_eval/tasks/belebele/belebele_nob_Latn.yaml
@@ -0,0 +1,4 @@
+"fewshot_split": "nob_Latn"
+"include": "_default_template_yaml"
+"task": "belebele_nob_Latn"
+"test_split": "nob_Latn"
diff --git a/lm-evaluation-harness/lm_eval/tasks/belebele/belebele_npi_Latn.yaml b/lm-evaluation-harness/lm_eval/tasks/belebele/belebele_npi_Latn.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..e2ff68ad9a17c247ec2c8a9df996df7dbb9e115a
--- /dev/null
+++ b/lm-evaluation-harness/lm_eval/tasks/belebele/belebele_npi_Latn.yaml
@@ -0,0 +1,4 @@
+"fewshot_split": "npi_Latn"
+"include": "_default_template_yaml"
+"task": "belebele_npi_Latn"
+"test_split": "npi_Latn"
diff --git a/lm-evaluation-harness/lm_eval/tasks/belebele/belebele_nso_Latn.yaml b/lm-evaluation-harness/lm_eval/tasks/belebele/belebele_nso_Latn.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..6deb77602f876e7b95f23be45d6894ae73f42b39
--- /dev/null
+++ b/lm-evaluation-harness/lm_eval/tasks/belebele/belebele_nso_Latn.yaml
@@ -0,0 +1,4 @@
+"fewshot_split": "nso_Latn"
+"include": "_default_template_yaml"
+"task": "belebele_nso_Latn"
+"test_split": "nso_Latn"
diff --git a/lm-evaluation-harness/lm_eval/tasks/belebele/belebele_nya_Latn.yaml b/lm-evaluation-harness/lm_eval/tasks/belebele/belebele_nya_Latn.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..4e5256715ade9f96d3c1eb7e1e3bc92c74700dd2
--- /dev/null
+++ b/lm-evaluation-harness/lm_eval/tasks/belebele/belebele_nya_Latn.yaml
@@ -0,0 +1,4 @@
+"fewshot_split": "nya_Latn"
+"include": "_default_template_yaml"
+"task": "belebele_nya_Latn"
+"test_split": "nya_Latn"
diff --git a/lm-evaluation-harness/lm_eval/tasks/belebele/belebele_pbt_Arab.yaml b/lm-evaluation-harness/lm_eval/tasks/belebele/belebele_pbt_Arab.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..7630b0fc3dc83d4a3587913a689fa05f2eaf432b
--- /dev/null
+++ b/lm-evaluation-harness/lm_eval/tasks/belebele/belebele_pbt_Arab.yaml
@@ -0,0 +1,4 @@
+"fewshot_split": "pbt_Arab"
+"include": "_default_template_yaml"
+"task": "belebele_pbt_Arab"
+"test_split": "pbt_Arab"
diff --git a/lm-evaluation-harness/lm_eval/tasks/belebele/belebele_pes_Arab.yaml b/lm-evaluation-harness/lm_eval/tasks/belebele/belebele_pes_Arab.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..ceda24e2a9be857e76584dff421da71427f6c50e
--- /dev/null
+++ b/lm-evaluation-harness/lm_eval/tasks/belebele/belebele_pes_Arab.yaml
@@ -0,0 +1,4 @@
+"fewshot_split": "pes_Arab"
+"include": "_default_template_yaml"
+"task": "belebele_pes_Arab"
+"test_split": "pes_Arab"
diff --git a/lm-evaluation-harness/lm_eval/tasks/belebele/belebele_ron_Latn.yaml b/lm-evaluation-harness/lm_eval/tasks/belebele/belebele_ron_Latn.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..ab1ad0889b4797ce6068fd1c8741fc45e29cb588
--- /dev/null
+++ b/lm-evaluation-harness/lm_eval/tasks/belebele/belebele_ron_Latn.yaml
@@ -0,0 +1,4 @@
+"fewshot_split": "ron_Latn"
+"include": "_default_template_yaml"
+"task": "belebele_ron_Latn"
+"test_split": "ron_Latn"
diff --git a/lm-evaluation-harness/lm_eval/tasks/belebele/belebele_rus_Cyrl.yaml b/lm-evaluation-harness/lm_eval/tasks/belebele/belebele_rus_Cyrl.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..280768c7c61d44a0a9e7bb8aeae64ebbecfdd84a
--- /dev/null
+++ b/lm-evaluation-harness/lm_eval/tasks/belebele/belebele_rus_Cyrl.yaml
@@ -0,0 +1,4 @@
+"fewshot_split": "rus_Cyrl"
+"include": "_default_template_yaml"
+"task": "belebele_rus_Cyrl"
+"test_split": "rus_Cyrl"
diff --git a/lm-evaluation-harness/lm_eval/tasks/belebele/belebele_shn_Mymr.yaml b/lm-evaluation-harness/lm_eval/tasks/belebele/belebele_shn_Mymr.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..75bbd05b16c54b593729f9a8f7b4499c25d2f5ed
--- /dev/null
+++ b/lm-evaluation-harness/lm_eval/tasks/belebele/belebele_shn_Mymr.yaml
@@ -0,0 +1,4 @@
+"fewshot_split": "shn_Mymr"
+"include": "_default_template_yaml"
+"task": "belebele_shn_Mymr"
+"test_split": "shn_Mymr"
diff --git a/lm-evaluation-harness/lm_eval/tasks/belebele/belebele_sin_Sinh.yaml b/lm-evaluation-harness/lm_eval/tasks/belebele/belebele_sin_Sinh.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..c1e42d9ac72601ffe27ddcc5994166a87a76bb31
--- /dev/null
+++ b/lm-evaluation-harness/lm_eval/tasks/belebele/belebele_sin_Sinh.yaml
@@ -0,0 +1,4 @@
+"fewshot_split": "sin_Sinh"
+"include": "_default_template_yaml"
+"task": "belebele_sin_Sinh"
+"test_split": "sin_Sinh"
diff --git a/lm-evaluation-harness/lm_eval/tasks/belebele/belebele_slk_Latn.yaml b/lm-evaluation-harness/lm_eval/tasks/belebele/belebele_slk_Latn.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..cddd1eb1e67713b5c635e598ece58d115dc0b4c0
--- /dev/null
+++ b/lm-evaluation-harness/lm_eval/tasks/belebele/belebele_slk_Latn.yaml
@@ -0,0 +1,4 @@
+"fewshot_split": "slk_Latn"
+"include": "_default_template_yaml"
+"task": "belebele_slk_Latn"
+"test_split": "slk_Latn"
diff --git a/lm-evaluation-harness/lm_eval/tasks/belebele/belebele_som_Latn.yaml b/lm-evaluation-harness/lm_eval/tasks/belebele/belebele_som_Latn.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..fa1d4329d878e141ffbbb3f7faed774abbfccacb
--- /dev/null
+++ b/lm-evaluation-harness/lm_eval/tasks/belebele/belebele_som_Latn.yaml
@@ -0,0 +1,4 @@
+"fewshot_split": "som_Latn"
+"include": "_default_template_yaml"
+"task": "belebele_som_Latn"
+"test_split": "som_Latn"
diff --git a/lm-evaluation-harness/lm_eval/tasks/belebele/belebele_spa_Latn.yaml b/lm-evaluation-harness/lm_eval/tasks/belebele/belebele_spa_Latn.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..d26c6315b7fcde764b1cc6dfa0393a9ad0778bc2
--- /dev/null
+++ b/lm-evaluation-harness/lm_eval/tasks/belebele/belebele_spa_Latn.yaml
@@ -0,0 +1,4 @@
+"fewshot_split": "spa_Latn"
+"include": "_default_template_yaml"
+"task": "belebele_spa_Latn"
+"test_split": "spa_Latn"
diff --git a/lm-evaluation-harness/lm_eval/tasks/belebele/belebele_srp_Cyrl.yaml b/lm-evaluation-harness/lm_eval/tasks/belebele/belebele_srp_Cyrl.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..ad34472a6635b2da9e5e3003036a48678a5b2994
--- /dev/null
+++ b/lm-evaluation-harness/lm_eval/tasks/belebele/belebele_srp_Cyrl.yaml
@@ -0,0 +1,4 @@
+"fewshot_split": "srp_Cyrl"
+"include": "_default_template_yaml"
+"task": "belebele_srp_Cyrl"
+"test_split": "srp_Cyrl"
diff --git a/lm-evaluation-harness/lm_eval/tasks/belebele/belebele_tel_Telu.yaml b/lm-evaluation-harness/lm_eval/tasks/belebele/belebele_tel_Telu.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..de44fcc4848927331994d5ca42dce064c7758483
--- /dev/null
+++ b/lm-evaluation-harness/lm_eval/tasks/belebele/belebele_tel_Telu.yaml
@@ -0,0 +1,4 @@
+"fewshot_split": "tel_Telu"
+"include": "_default_template_yaml"
+"task": "belebele_tel_Telu"
+"test_split": "tel_Telu"
diff --git a/lm-evaluation-harness/lm_eval/tasks/belebele/belebele_tha_Thai.yaml b/lm-evaluation-harness/lm_eval/tasks/belebele/belebele_tha_Thai.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..6fb82b254ae7ca5d55f6c842f928799463865cc8
--- /dev/null
+++ b/lm-evaluation-harness/lm_eval/tasks/belebele/belebele_tha_Thai.yaml
@@ -0,0 +1,4 @@
+"fewshot_split": "tha_Thai"
+"include": "_default_template_yaml"
+"task": "belebele_tha_Thai"
+"test_split": "tha_Thai"
diff --git a/lm-evaluation-harness/lm_eval/tasks/belebele/belebele_tsn_Latn.yaml b/lm-evaluation-harness/lm_eval/tasks/belebele/belebele_tsn_Latn.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..e9c7aa83cf7f4195ad3f113f1420046d8986ed8a
--- /dev/null
+++ b/lm-evaluation-harness/lm_eval/tasks/belebele/belebele_tsn_Latn.yaml
@@ -0,0 +1,4 @@
+"fewshot_split": "tsn_Latn"
+"include": "_default_template_yaml"
+"task": "belebele_tsn_Latn"
+"test_split": "tsn_Latn"
diff --git a/lm-evaluation-harness/lm_eval/tasks/belebele/belebele_urd_Latn.yaml b/lm-evaluation-harness/lm_eval/tasks/belebele/belebele_urd_Latn.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..8ea63063b6f99815ae5c51faeec53352bc28721d
--- /dev/null
+++ b/lm-evaluation-harness/lm_eval/tasks/belebele/belebele_urd_Latn.yaml
@@ -0,0 +1,4 @@
+"fewshot_split": "urd_Latn"
+"include": "_default_template_yaml"
+"task": "belebele_urd_Latn"
+"test_split": "urd_Latn"
diff --git a/lm-evaluation-harness/lm_eval/tasks/belebele/belebele_uzn_Latn.yaml b/lm-evaluation-harness/lm_eval/tasks/belebele/belebele_uzn_Latn.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..109aebdd5fc3c6a07083821dae0f61c0037b6ae2
--- /dev/null
+++ b/lm-evaluation-harness/lm_eval/tasks/belebele/belebele_uzn_Latn.yaml
@@ -0,0 +1,4 @@
+"fewshot_split": "uzn_Latn"
+"include": "_default_template_yaml"
+"task": "belebele_uzn_Latn"
+"test_split": "uzn_Latn"
diff --git a/lm-evaluation-harness/lm_eval/tasks/belebele/belebele_yor_Latn.yaml b/lm-evaluation-harness/lm_eval/tasks/belebele/belebele_yor_Latn.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..9eb295cc0471885c83a4114b0551d134611d8c56
--- /dev/null
+++ b/lm-evaluation-harness/lm_eval/tasks/belebele/belebele_yor_Latn.yaml
@@ -0,0 +1,4 @@
+"fewshot_split": "yor_Latn"
+"include": "_default_template_yaml"
+"task": "belebele_yor_Latn"
+"test_split": "yor_Latn"
diff --git a/lm-evaluation-harness/lm_eval/tasks/belebele/belebele_zho_Hans.yaml b/lm-evaluation-harness/lm_eval/tasks/belebele/belebele_zho_Hans.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..32b0860bdaa2806161c32d9d8359d02ec61140d2
--- /dev/null
+++ b/lm-evaluation-harness/lm_eval/tasks/belebele/belebele_zho_Hans.yaml
@@ -0,0 +1,4 @@
+"fewshot_split": "zho_Hans"
+"include": "_default_template_yaml"
+"task": "belebele_zho_Hans"
+"test_split": "zho_Hans"
diff --git a/lm-evaluation-harness/lm_eval/tasks/belebele/belebele_zho_Hant.yaml b/lm-evaluation-harness/lm_eval/tasks/belebele/belebele_zho_Hant.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..c8604e58b6b747cd32a0621fe2a1858a3102da36
--- /dev/null
+++ b/lm-evaluation-harness/lm_eval/tasks/belebele/belebele_zho_Hant.yaml
@@ -0,0 +1,4 @@
+"fewshot_split": "zho_Hant"
+"include": "_default_template_yaml"
+"task": "belebele_zho_Hant"
+"test_split": "zho_Hant"
diff --git a/lm-evaluation-harness/lm_eval/tasks/mgsm/direct/direct_yaml b/lm-evaluation-harness/lm_eval/tasks/mgsm/direct/direct_yaml
new file mode 100644
index 0000000000000000000000000000000000000000..3a265cb025916a00807fefd7c3f39466a4ce80ae
--- /dev/null
+++ b/lm-evaluation-harness/lm_eval/tasks/mgsm/direct/direct_yaml
@@ -0,0 +1,35 @@
+# This file will be included in the generated language-specific task configs.
+# It doesn't have a yaml file extension as it is not meant to be imported directly
+# by the harness.
+group: mgsm_direct
+dataset_path: juletxara/mgsm
+dataset_name: null  # Overridden by language-specific config.
+output_type: generate_until
+training_split: train
+test_split: test
+target_delimiter: ""
+generation_kwargs:
+  until:
+    - "\n\n"
+    - "\n"
+  do_sample: false
+  temperature: 0.0
+filter_list:
+  - name: remove_whitespace
+    filter:
+      - function: remove_whitespace
+      - function: take_first
+  - filter:
+    - function: regex
+      group_select: -1
+      regex_pattern: (-?[$0-9.,]{2,})|(-?[0-9]+)
+    - function: take_first
+    name: flexible-extract
+metric_list:
+  - metric: exact_match
+    aggregation: mean
+    higher_is_better: true
+    ignore_case: true
+    ignore_punctuation: true
+metadata:
+  version: 2.0
diff --git a/lm-evaluation-harness/lm_eval/tasks/mgsm/direct/mgsm_direct_bn.yaml b/lm-evaluation-harness/lm_eval/tasks/mgsm/direct/mgsm_direct_bn.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..08e7125127eabeda6fdc08a6a3edd83c84ea277e
--- /dev/null
+++ b/lm-evaluation-harness/lm_eval/tasks/mgsm/direct/mgsm_direct_bn.yaml
@@ -0,0 +1,12 @@
+# Generated by utils.py
+dataset_name: bn
+doc_to_target: '{% if answer is not none %}{{answer[17:]}}{% else %}{{answer_number|string}}{% endif %}'
+doc_to_text: '{% if answer is not none %}{{question+"\nAnswer:"}}{% else %}{{"প্রশ্ন: "+question+"\nAnswer:"}}{% endif %}'
+generation_kwargs:
+  do_sample: false
+  until:
+  - 'প্রশ্ন:'
+  - </s>
+  - <|im_end|>
+include: direct_yaml
+task: mgsm_direct_bn
diff --git a/lm-evaluation-harness/lm_eval/tasks/mgsm/direct/mgsm_direct_de.yaml b/lm-evaluation-harness/lm_eval/tasks/mgsm/direct/mgsm_direct_de.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..24bc43eda3eaa1815919c9abc7d05697f53be309
--- /dev/null
+++ b/lm-evaluation-harness/lm_eval/tasks/mgsm/direct/mgsm_direct_de.yaml
@@ -0,0 +1,12 @@
+# Generated by utils.py
+dataset_name: de
+doc_to_target: '{% if answer is not none %}{{answer[29:]}}{% else %}{{answer_number|string}}{% endif %}'
+doc_to_text: '{% if answer is not none %}{{question+"\nAntwort:"}}{% else %}{{"Frage: "+question+"\nAntwort:"}}{% endif %}'
+generation_kwargs:
+  do_sample: false
+  until:
+  - 'Frage:'
+  - </s>
+  - <|im_end|>
+include: direct_yaml
+task: mgsm_direct_de
diff --git a/lm-evaluation-harness/lm_eval/tasks/mgsm/direct/mgsm_direct_en.yaml b/lm-evaluation-harness/lm_eval/tasks/mgsm/direct/mgsm_direct_en.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..f7ef407d39f7addb0688366cfd98005ee7a8da6b
--- /dev/null
+++ b/lm-evaluation-harness/lm_eval/tasks/mgsm/direct/mgsm_direct_en.yaml
@@ -0,0 +1,12 @@
+# Generated by utils.py
+dataset_name: en
+doc_to_target: '{% if answer is not none %}{{answer[21:]}}{% else %}{{answer_number|string}}{% endif %}'
+doc_to_text: '{% if answer is not none %}{{question+"\nAnswer:"}}{% else %}{{"Question: "+question+"\nAnswer:"}}{% endif %}'
+generation_kwargs:
+  do_sample: false
+  until:
+  - 'Question:'
+  - </s>
+  - <|im_end|>
+include: direct_yaml
+task: mgsm_direct_en
diff --git a/lm-evaluation-harness/lm_eval/tasks/mgsm/direct/mgsm_direct_es.yaml b/lm-evaluation-harness/lm_eval/tasks/mgsm/direct/mgsm_direct_es.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..a6c3c1fd7ed85050098cb4db48db2bdbb86c7db6
--- /dev/null
+++ b/lm-evaluation-harness/lm_eval/tasks/mgsm/direct/mgsm_direct_es.yaml
@@ -0,0 +1,12 @@
+# Generated by utils.py
+dataset_name: es
+doc_to_target: '{% if answer is not none %}{{answer[23:]}}{% else %}{{answer_number|string}}{% endif %}'
+doc_to_text: '{% if answer is not none %}{{question+"\nRespuesta:"}}{% else %}{{"Pregunta: "+question+"\nRespuesta:"}}{% endif %}'
+generation_kwargs:
+  do_sample: false
+  until:
+  - 'Pregunta:'
+  - </s>
+  - <|im_end|>
+include: direct_yaml
+task: mgsm_direct_es
diff --git a/lm-evaluation-harness/lm_eval/tasks/mgsm/direct/mgsm_direct_fr.yaml b/lm-evaluation-harness/lm_eval/tasks/mgsm/direct/mgsm_direct_fr.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..993c181a97d59c71ee50b67d641995296d373e58
--- /dev/null
+++ b/lm-evaluation-harness/lm_eval/tasks/mgsm/direct/mgsm_direct_fr.yaml
@@ -0,0 +1,12 @@
+# Generated by utils.py
+dataset_name: fr
+doc_to_target: '{% if answer is not none %}{{answer[26:]}}{% else %}{{answer_number|string}}{% endif %}'
+doc_to_text: '{% if answer is not none %}{{question+"\nRéponse :"}}{% else %}{{"Question : "+question+"\nRéponse :"}}{% endif %}'
+generation_kwargs:
+  do_sample: false
+  until:
+  - 'Question :'
+  - </s>
+  - <|im_end|>
+include: direct_yaml
+task: mgsm_direct_fr
diff --git a/lm-evaluation-harness/lm_eval/tasks/mgsm/direct/mgsm_direct_ja.yaml b/lm-evaluation-harness/lm_eval/tasks/mgsm/direct/mgsm_direct_ja.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..7de11a486d4c5eaf7a2675fec8c9812f7beae0c0
--- /dev/null
+++ b/lm-evaluation-harness/lm_eval/tasks/mgsm/direct/mgsm_direct_ja.yaml
@@ -0,0 +1,12 @@
+# Generated by utils.py
+dataset_name: ja
+doc_to_target: '{% if answer is not none %}{{answer[11:]}}{% else %}{{answer_number|string}}{% endif %}'
+doc_to_text: '{% if answer is not none %}{{question+"\nAnswer:"}}{% else %}{{"問題: "+question+"\nAnswer:"}}{% endif %}'
+generation_kwargs:
+  do_sample: false
+  until:
+  - '問題:'
+  - </s>
+  - <|im_end|>
+include: direct_yaml
+task: mgsm_direct_ja
diff --git a/lm-evaluation-harness/lm_eval/tasks/mgsm/direct/mgsm_direct_ru.yaml b/lm-evaluation-harness/lm_eval/tasks/mgsm/direct/mgsm_direct_ru.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..30d1618faacf5712154132b200b333e519426b95
--- /dev/null
+++ b/lm-evaluation-harness/lm_eval/tasks/mgsm/direct/mgsm_direct_ru.yaml
@@ -0,0 +1,12 @@
+# Generated by utils.py
+dataset_name: ru
+doc_to_target: '{% if answer is not none %}{{answer[18:]}}{% else %}{{answer_number|string}}{% endif %}'
+doc_to_text: '{% if answer is not none %}{{question+"\nAnswer:"}}{% else %}{{"Задача: "+question+"\nAnswer:"}}{% endif %}'
+generation_kwargs:
+  do_sample: false
+  until:
+  - 'Задача:'
+  - </s>
+  - <|im_end|>
+include: direct_yaml
+task: mgsm_direct_ru
diff --git a/lm-evaluation-harness/lm_eval/tasks/mgsm/direct/mgsm_direct_sw.yaml b/lm-evaluation-harness/lm_eval/tasks/mgsm/direct/mgsm_direct_sw.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..0357902d4eea32b0f4619e32f6806599caac4ae5
--- /dev/null
+++ b/lm-evaluation-harness/lm_eval/tasks/mgsm/direct/mgsm_direct_sw.yaml
@@ -0,0 +1,12 @@
+# Generated by utils.py
+dataset_name: sw
+doc_to_target: '{% if answer is not none %}{{answer[25:]}}{% else %}{{answer_number|string}}{% endif %}'
+doc_to_text: '{% if answer is not none %}{{question+"\nAnswer:"}}{% else %}{{"Swali: "+question+"\nAnswer:"}}{% endif %}'
+generation_kwargs:
+  do_sample: false
+  until:
+  - 'Swali:'
+  - </s>
+  - <|im_end|>
+include: direct_yaml
+task: mgsm_direct_sw
diff --git a/lm-evaluation-harness/lm_eval/tasks/mgsm/direct/mgsm_direct_te.yaml b/lm-evaluation-harness/lm_eval/tasks/mgsm/direct/mgsm_direct_te.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..4abdc7e78ec0ddd597d1ff2210a3474ad397a30a
--- /dev/null
+++ b/lm-evaluation-harness/lm_eval/tasks/mgsm/direct/mgsm_direct_te.yaml
@@ -0,0 +1,12 @@
+# Generated by utils.py
+dataset_name: te
+doc_to_target: '{% if answer is not none %}{{answer[19:]}}{% else %}{{answer_number|string}}{% endif %}'
+doc_to_text: '{% if answer is not none %}{{question+"\nAnswer:"}}{% else %}{{"ప్రశ్న: "+question+"\nAnswer:"}}{% endif %}'
+generation_kwargs:
+  do_sample: false
+  until:
+  - 'ప్రశ్న:'
+  - </s>
+  - <|im_end|>
+include: direct_yaml
+task: mgsm_direct_te
diff --git a/lm-evaluation-harness/lm_eval/tasks/mgsm/direct/mgsm_direct_th.yaml b/lm-evaluation-harness/lm_eval/tasks/mgsm/direct/mgsm_direct_th.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..fcf35a6721ab7faa221e023483c7630040b0e72f
--- /dev/null
+++ b/lm-evaluation-harness/lm_eval/tasks/mgsm/direct/mgsm_direct_th.yaml
@@ -0,0 +1,12 @@
+# Generated by utils.py
+dataset_name: th
+doc_to_target: '{% if answer is not none %}{{answer[18:]}}{% else %}{{answer_number|string}}{% endif %}'
+doc_to_text: '{% if answer is not none %}{{question+"\nAnswer:"}}{% else %}{{"โจทย์: "+question+"\nAnswer:"}}{% endif %}'
+generation_kwargs:
+  do_sample: false
+  until:
+  - 'โจทย์:'
+  - </s>
+  - <|im_end|>
+include: direct_yaml
+task: mgsm_direct_th
diff --git a/lm-evaluation-harness/lm_eval/tasks/mgsm/direct/mgsm_direct_zh.yaml b/lm-evaluation-harness/lm_eval/tasks/mgsm/direct/mgsm_direct_zh.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..283e63f8bcd9f910ea9aa7560ed1c68819c0351a
--- /dev/null
+++ b/lm-evaluation-harness/lm_eval/tasks/mgsm/direct/mgsm_direct_zh.yaml
@@ -0,0 +1,12 @@
+# Generated by utils.py
+dataset_name: zh
+doc_to_target: '{% if answer is not none %}{{answer[6:]}}{% else %}{{answer_number|string}}{% endif %}'
+doc_to_text: '{% if answer is not none %}{{question+"\nAnswer:"}}{% else %}{{"问题: "+question+"\nAnswer:"}}{% endif %}'
+generation_kwargs:
+  do_sample: false
+  until:
+  - '问题:'
+  - </s>
+  - <|im_end|>
+include: direct_yaml
+task: mgsm_direct_zh
diff --git a/lm-evaluation-harness/lm_eval/tasks/mgsm/en_cot/mgsm_en_cot_bn.yaml b/lm-evaluation-harness/lm_eval/tasks/mgsm/en_cot/mgsm_en_cot_bn.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..b1c3c2fcd75827bf0c574090bb2adbc3890bdaf4
--- /dev/null
+++ b/lm-evaluation-harness/lm_eval/tasks/mgsm/en_cot/mgsm_en_cot_bn.yaml
@@ -0,0 +1,12 @@
+# Generated by utils.py
+dataset_name: bn
+doc_to_target: '{% if answer is not none %}{{answer[17:]}}{% else %}{{answer_number|string}}{% endif %}'
+doc_to_text: '{% if answer is not none %}{{question+"\nStep-by-Step Answer:"}}{% else %}{{"প্রশ্ন: "+question+"\nStep-by-Step Answer:"}}{% endif %}'
+generation_kwargs:
+  do_sample: false
+  until:
+  - 'প্রশ্ন:'
+  - </s>
+  - <|im_end|>
+include: cot_yaml
+task: mgsm_en_cot_bn
diff --git a/lm-evaluation-harness/lm_eval/tasks/mgsm/en_cot/mgsm_en_cot_de.yaml b/lm-evaluation-harness/lm_eval/tasks/mgsm/en_cot/mgsm_en_cot_de.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..c2362fb7ac0944da0eae570963603275d459a254
--- /dev/null
+++ b/lm-evaluation-harness/lm_eval/tasks/mgsm/en_cot/mgsm_en_cot_de.yaml
@@ -0,0 +1,12 @@
+# Generated by utils.py
+dataset_name: de
+doc_to_target: '{% if answer is not none %}{{answer[29:]}}{% else %}{{answer_number|string}}{% endif %}'
+doc_to_text: '{% if answer is not none %}{{question+"\nStep-by-Step Answer:"}}{% else %}{{"Frage: "+question+"\nStep-by-Step Answer:"}}{% endif %}'
+generation_kwargs:
+  do_sample: false
+  until:
+  - 'Frage:'
+  - </s>
+  - <|im_end|>
+include: cot_yaml
+task: mgsm_en_cot_de
diff --git a/lm-evaluation-harness/lm_eval/tasks/mgsm/en_cot/mgsm_en_cot_ja.yaml b/lm-evaluation-harness/lm_eval/tasks/mgsm/en_cot/mgsm_en_cot_ja.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..c98060357ebd1ed60b61555c954a035b9e0080f6
--- /dev/null
+++ b/lm-evaluation-harness/lm_eval/tasks/mgsm/en_cot/mgsm_en_cot_ja.yaml
@@ -0,0 +1,12 @@
+# Generated by utils.py
+dataset_name: ja
+doc_to_target: '{% if answer is not none %}{{answer[11:]}}{% else %}{{answer_number|string}}{% endif %}'
+doc_to_text: '{% if answer is not none %}{{question+"\nStep-by-Step Answer:"}}{% else %}{{"問題: "+question+"\nStep-by-Step Answer:"}}{% endif %}'
+generation_kwargs:
+  do_sample: false
+  until:
+  - '問題:'
+  - </s>
+  - <|im_end|>
+include: cot_yaml
+task: mgsm_en_cot_ja
diff --git a/lm-evaluation-harness/lm_eval/tasks/mgsm/en_cot/mgsm_en_cot_te.yaml b/lm-evaluation-harness/lm_eval/tasks/mgsm/en_cot/mgsm_en_cot_te.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..75da745da1b6c27350be39d9e7c535c1d3c93168
--- /dev/null
+++ b/lm-evaluation-harness/lm_eval/tasks/mgsm/en_cot/mgsm_en_cot_te.yaml
@@ -0,0 +1,12 @@
+# Generated by utils.py
+dataset_name: te
+doc_to_target: '{% if answer is not none %}{{answer[19:]}}{% else %}{{answer_number|string}}{% endif %}'
+doc_to_text: '{% if answer is not none %}{{question+"\nStep-by-Step Answer:"}}{% else %}{{"ప్రశ్న: "+question+"\nStep-by-Step Answer:"}}{% endif %}'
+generation_kwargs:
+  do_sample: false
+  until:
+  - 'ప్రశ్న:'
+  - </s>
+  - <|im_end|>
+include: cot_yaml
+task: mgsm_en_cot_te
diff --git a/lm-evaluation-harness/lm_eval/tasks/mgsm/en_cot/mgsm_en_cot_th.yaml b/lm-evaluation-harness/lm_eval/tasks/mgsm/en_cot/mgsm_en_cot_th.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..0ff2177b782ef3c939dd649c484a9b5a83501333
--- /dev/null
+++ b/lm-evaluation-harness/lm_eval/tasks/mgsm/en_cot/mgsm_en_cot_th.yaml
@@ -0,0 +1,12 @@
+# Generated by utils.py
+dataset_name: th
+doc_to_target: '{% if answer is not none %}{{answer[18:]}}{% else %}{{answer_number|string}}{% endif %}'
+doc_to_text: '{% if answer is not none %}{{question+"\nStep-by-Step Answer:"}}{% else %}{{"โจทย์: "+question+"\nStep-by-Step Answer:"}}{% endif %}'
+generation_kwargs:
+  do_sample: false
+  until:
+  - 'โจทย์:'
+  - </s>
+  - <|im_end|>
+include: cot_yaml
+task: mgsm_en_cot_th
diff --git a/lm-evaluation-harness/lm_eval/tasks/mgsm/native_cot/mgsm_native_cot_bn.yaml b/lm-evaluation-harness/lm_eval/tasks/mgsm/native_cot/mgsm_native_cot_bn.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..eb58c8753784c250ce24860fd21211b62ef0cc31
--- /dev/null
+++ b/lm-evaluation-harness/lm_eval/tasks/mgsm/native_cot/mgsm_native_cot_bn.yaml
@@ -0,0 +1,24 @@
+# Generated by utils.py
+dataset_name: bn
+doc_to_target: '{% if answer is not none %}{{answer[17:]}}{% else %}{{answer_number|string}}{% endif %}'
+doc_to_text: '{% if answer is not none %}{{question+"\nধাপে ধাপে উত্তর:"}}{% else %}{{"প্রশ্ন: "+question+"\nধাপে ধাপে উত্তর:"}}{% endif %}'
+filter_list:
+- filter:
+  - function: regex
+    regex_pattern: The answer is (\-?[0-9\.\,]+)
+  - function: take_first
+  name: strict-match
+- filter:
+  - function: regex
+    group_select: -1
+    regex_pattern: (-?[$0-9.,]{2,})|(-?[0-9]+)
+  - function: take_first
+  name: flexible-extract
+generation_kwargs:
+  do_sample: false
+  until:
+  - 'প্রশ্ন:'
+  - </s>
+  - <|im_end|>
+include: cot_yaml
+task: mgsm_native_cot_bn
diff --git a/lm-evaluation-harness/lm_eval/tasks/mgsm/native_cot/mgsm_native_cot_es.yaml b/lm-evaluation-harness/lm_eval/tasks/mgsm/native_cot/mgsm_native_cot_es.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..6c39fb9c4740ac571db8165a80fdd7efa108f56b
--- /dev/null
+++ b/lm-evaluation-harness/lm_eval/tasks/mgsm/native_cot/mgsm_native_cot_es.yaml
@@ -0,0 +1,24 @@
+# Generated by utils.py
+dataset_name: es
+doc_to_target: '{% if answer is not none %}{{answer[23:]}}{% else %}{{answer_number|string}}{% endif %}'
+doc_to_text: '{% if answer is not none %}{{question+"\nRespuesta paso a paso:"}}{% else %}{{"Pregunta: "+question+"\nRespuesta paso a paso:"}}{% endif %}'
+filter_list:
+- filter:
+  - function: regex
+    regex_pattern: La respuesta es (\-?[0-9\.\,]+)
+  - function: take_first
+  name: strict-match
+- filter:
+  - function: regex
+    group_select: -1
+    regex_pattern: (-?[$0-9.,]{2,})|(-?[0-9]+)
+  - function: take_first
+  name: flexible-extract
+generation_kwargs:
+  do_sample: false
+  until:
+  - 'Pregunta:'
+  - </s>
+  - <|im_end|>
+include: cot_yaml
+task: mgsm_native_cot_es
diff --git a/lm-evaluation-harness/lm_eval/tasks/mgsm/native_cot/mgsm_native_cot_fr.yaml b/lm-evaluation-harness/lm_eval/tasks/mgsm/native_cot/mgsm_native_cot_fr.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..b52b881f7a3f8b30d64ce8eb8ee6b308673626c2
--- /dev/null
+++ b/lm-evaluation-harness/lm_eval/tasks/mgsm/native_cot/mgsm_native_cot_fr.yaml
@@ -0,0 +1,24 @@
+# Generated by utils.py
+dataset_name: fr
+doc_to_target: '{% if answer is not none %}{{answer[26:]}}{% else %}{{answer_number|string}}{% endif %}'
+doc_to_text: '{% if answer is not none %}{{question+"\nRéponse étape par étape :"}}{% else %}{{"Question : "+question+"\nRéponse étape par étape :"}}{% endif %}'
+filter_list:
+- filter:
+  - function: regex
+    regex_pattern: La réponse est (\-?[0-9\.\,]+)
+  - function: take_first
+  name: strict-match
+- filter:
+  - function: regex
+    group_select: -1
+    regex_pattern: (-?[$0-9.,]{2,})|(-?[0-9]+)
+  - function: take_first
+  name: flexible-extract
+generation_kwargs:
+  do_sample: false
+  until:
+  - 'Question :'
+  - </s>
+  - <|im_end|>
+include: cot_yaml
+task: mgsm_native_cot_fr
diff --git a/lm-evaluation-harness/lm_eval/tasks/mgsm/native_cot/mgsm_native_cot_ru.yaml b/lm-evaluation-harness/lm_eval/tasks/mgsm/native_cot/mgsm_native_cot_ru.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..3cff6267a067da1e9d10cfa66aaad7c06618f7ad
--- /dev/null
+++ b/lm-evaluation-harness/lm_eval/tasks/mgsm/native_cot/mgsm_native_cot_ru.yaml
@@ -0,0 +1,24 @@
+# Generated by utils.py
+dataset_name: ru
+doc_to_target: '{% if answer is not none %}{{answer[18:]}}{% else %}{{answer_number|string}}{% endif %}'
+doc_to_text: '{% if answer is not none %}{{question+"\nПошаговоерешение:"}}{% else %}{{"Задача: "+question+"\nПошаговоерешение:"}}{% endif %}'
+filter_list:
+- filter:
+  - function: regex
+    regex_pattern: Ответ — (\-?[0-9\.\,]+)
+  - function: take_first
+  name: strict-match
+- filter:
+  - function: regex
+    group_select: -1
+    regex_pattern: (-?[$0-9.,]{2,})|(-?[0-9]+)
+  - function: take_first
+  name: flexible-extract
+generation_kwargs:
+  do_sample: false
+  until:
+  - 'Задача:'
+  - </s>
+  - <|im_end|>
+include: cot_yaml
+task: mgsm_native_cot_ru