Merge branch 'main' of https://github.com/EleutherAI/lm-evaluation-harness into mela

lm_eval/tasks/afrixnli/anli prompt/en-direct/afrixnli_en_direct_twi.yaml

+# Generated by utils.py
+dataset_name: twi
+include: afrixnli_en_direct_yaml
+task: afrixnli_en_direct_twi

lm_eval/tasks/afrixnli/anli prompt/en-direct/afrixnli_en_direct_wol.yaml

+# Generated by utils.py
+dataset_name: wol
+include: afrixnli_en_direct_yaml
+task: afrixnli_en_direct_wol

lm_eval/tasks/afrixnli/anli prompt/en-direct/afrixnli_en_direct_xho.yaml

+# Generated by utils.py
+dataset_name: xho
+include: afrixnli_en_direct_yaml
+task: afrixnli_en_direct_xho

lm_eval/tasks/afrixnli/anli prompt/en-direct/afrixnli_en_direct_yaml

+group:
+    - afrixnli
+    - afrixnli_en_direct
+dataset_path: masakhane/afrixnli
+dataset_name: null
+output_type: multiple_choice
+validation_split: validation
+test_split: test
+fewshot_split: validation
+doc_to_text: "{{premise}}\nQuestion: {{hypothesis}} True, False, or Neither?\nAnswer:"
+# True = entailment
+# False = contradiction
+# Neither = neutral
+doc_to_target: !function utils.doc_to_target
+doc_to_choice:
+  - "True"
+  - "Neither"
+  - "False"
+should_decontaminate: true
+doc_to_decontamination_query: premise
+metric_list:
+  - metric: f1
+    aggregation: !function utils.weighted_f1_score
+    average: weighted
+    higher_is_better: True
+    ignore_case: true
+    ignore_punctuation: true
+  - metric: acc
+    aggregation: mean
+    higher_is_better: true
+    ignore_case: true
+    ignore_punctuation: true
+metadata:
+  version: 1.0

lm_eval/tasks/afrixnli/anli prompt/en-direct/afrixnli_en_direct_yor.yaml

+# Generated by utils.py
+dataset_name: yor
+include: afrixnli_en_direct_yaml
+task: afrixnli_en_direct_yor

lm_eval/tasks/afrixnli/anli prompt/en-direct/afrixnli_en_direct_zul.yaml

+# Generated by utils.py
+dataset_name: zul
+include: afrixnli_en_direct_yaml
+task: afrixnli_en_direct_zul

lm_eval/tasks/afrixnli/anli prompt/en-direct/utils.py

+from lm_eval.utils import weighted_f1_score
+
+
+def doc_to_target(doc):
+    replacements = {0: "True", 1: "Neither", 2: "False"}
+    return replacements[doc["label"]]

lm_eval/tasks/afrixnli/anli prompt/native-direct/afrixnli_native_direct_amh.yaml

+# Generated by utils.py
+dataset_name: amh
+doc_to_choice: '{{[premise+", ትክክል? አዎ, "+hypothesis,premise+", ትክክል? እንዲሁም, "+hypothesis,premise+",
+  ትክክል? አይ, "+hypothesis]}}'
+include: afrixnli_native_direct_yaml
+task: afrixnli_native_direct_amh

lm_eval/tasks/afrixnli/anli prompt/native-direct/afrixnli_native_direct_eng.yaml

+# Generated by utils.py
+dataset_name: eng
+doc_to_choice: '{{[premise+", Right? Yes, "+hypothesis,premise+", Right? Also, "+hypothesis,premise+",
+  Right? No, "+hypothesis]}}'
+include: afrixnli_native_direct_yaml
+task: afrixnli_native_direct_eng

lm_eval/tasks/afrixnli/anli prompt/native-direct/afrixnli_native_direct_ewe.yaml

+# Generated by utils.py
+dataset_name: ewe
+doc_to_choice: '{{[premise+", Esɔ gbe? Ɛ̃, "+hypothesis,premise+", Esɔ gbe? Hã, "+hypothesis,premise+",
+  Esɔ gbe? Ao, "+hypothesis]}}'
+include: afrixnli_native_direct_yaml
+task: afrixnli_native_direct_ewe

lm_eval/tasks/afrixnli/anli prompt/native-direct/afrixnli_native_direct_fra.yaml

+# Generated by utils.py
+dataset_name: fra
+doc_to_choice: '{{[premise+", correct? Oui, "+hypothesis,premise+", correct? Aussi,
+  "+hypothesis,premise+", correct? Non, "+hypothesis]}}'
+include: afrixnli_native_direct_yaml
+task: afrixnli_native_direct_fra

lm_eval/tasks/afrixnli/anli prompt/native-direct/afrixnli_native_direct_hau.yaml

+# Generated by utils.py
+dataset_name: hau
+doc_to_choice: '{{[premise+", Daidai? Ee, "+hypothesis,premise+", Daidai? Haka kuma,
+  "+hypothesis,premise+", Daidai? A''a, "+hypothesis]}}'
+include: afrixnli_native_direct_yaml
+task: afrixnli_native_direct_hau

lm_eval/tasks/afrixnli/anli prompt/native-direct/afrixnli_native_direct_ibo.yaml

+# Generated by utils.py
+dataset_name: ibo
+doc_to_choice: '{{[premise+", Ziri ezi? Éè, "+hypothesis,premise+", Ziri ezi? Ọzọkwa,
+  "+hypothesis,premise+", Ziri ezi? Mba, "+hypothesis]}}'
+include: afrixnli_native_direct_yaml
+task: afrixnli_native_direct_ibo

lm_eval/tasks/afrixnli/anli prompt/native-direct/afrixnli_native_direct_kin.yaml

+# Generated by utils.py
+dataset_name: kin
+doc_to_choice: '{{[premise+", Nibyo? Yego, "+hypothesis,premise+", Nibyo? Na none,
+  "+hypothesis,premise+", Nibyo? Oya, "+hypothesis]}}'
+include: afrixnli_native_direct_yaml
+task: afrixnli_native_direct_kin

lm_eval/tasks/afrixnli/anli prompt/native-direct/afrixnli_native_direct_lin.yaml

+# Generated by utils.py
+dataset_name: lin
+doc_to_choice: '{{[premise+", Malamu? Iyo, "+hypothesis,premise+", Malamu? Lisusu,
+  "+hypothesis,premise+", Malamu? Te, "+hypothesis]}}'
+include: afrixnli_native_direct_yaml
+task: afrixnli_native_direct_lin

lm_eval/tasks/afrixnli/anli prompt/native-direct/afrixnli_native_direct_lug.yaml

+# Generated by utils.py
+dataset_name: lug
+doc_to_choice: '{{[premise+", Kituufu? Yee, "+hypothesis,premise+", Kituufu? N’ekirala,
+  "+hypothesis,premise+", Kituufu? Nedda, "+hypothesis]}}'
+include: afrixnli_native_direct_yaml
+task: afrixnli_native_direct_lug

lm_eval/tasks/afrixnli/anli prompt/native-direct/afrixnli_native_direct_orm.yaml

+# Generated by utils.py
+dataset_name: orm
+doc_to_choice: '{{[premise+", Sirrii? Eeyyee, "+hypothesis,premise+", Sirrii? Akkasumas,
+  "+hypothesis,premise+", Sirrii? Lakki, "+hypothesis]}}'
+include: afrixnli_native_direct_yaml
+task: afrixnli_native_direct_orm

lm_eval/tasks/afrixnli/anli prompt/native-direct/afrixnli_native_direct_sna.yaml

+# Generated by utils.py
+dataset_name: sna
+doc_to_choice: '{{[premise+", Chokwadi? Hongu, "+hypothesis,premise+", Chokwadi? Uye,
+  "+hypothesis,premise+", Chokwadi? Kwete, "+hypothesis]}}'
+include: afrixnli_native_direct_yaml
+task: afrixnli_native_direct_sna

lm_eval/tasks/afrixnli/anli prompt/native-direct/afrixnli_native_direct_sot.yaml

+# Generated by utils.py
+dataset_name: sot
+doc_to_choice: '{{[premise+", Nepile? E, "+hypothesis,premise+", Nepile? Hape, "+hypothesis,premise+",
+  Nepile? Tjhe, "+hypothesis]}}'
+include: afrixnli_native_direct_yaml
+task: afrixnli_native_direct_sot

lm_eval/tasks/afrixnli/anli prompt/native-direct/afrixnli_native_direct_swa.yaml

+# Generated by utils.py
+dataset_name: swa
+doc_to_choice: '{{[premise+", Sahihi? Ndiyo, "+hypothesis,premise+", Sahihi? Pia,
+  "+hypothesis,premise+", Sahihi? Hapana, "+hypothesis]}}'
+include: afrixnli_native_direct_yaml
+task: afrixnli_native_direct_swa