Merge branch 'main' into feature/eval_from_config

lm_eval/tasks/afrixnli/direct/prompt_2/afrixnli_orm.yaml

+# Generated by utils.py
+dataset_name: orm
+include: afrixnli_yaml
+task: afrixnli_orm_prompt_2

lm_eval/tasks/afrixnli/direct/prompt_2/afrixnli_sna.yaml

+# Generated by utils.py
+dataset_name: sna
+include: afrixnli_yaml
+task: afrixnli_sna_prompt_2

lm_eval/tasks/afrixnli/direct/prompt_2/afrixnli_sot.yaml

+# Generated by utils.py
+dataset_name: sot
+include: afrixnli_yaml
+task: afrixnli_sot_prompt_2

lm_eval/tasks/afrixnli/direct/prompt_2/afrixnli_swa.yaml

+# Generated by utils.py
+dataset_name: swa
+include: afrixnli_yaml
+task: afrixnli_swa_prompt_2

lm_eval/tasks/afrixnli/direct/prompt_2/afrixnli_twi.yaml

+# Generated by utils.py
+dataset_name: twi
+include: afrixnli_yaml
+task: afrixnli_twi_prompt_2

lm_eval/tasks/afrixnli/direct/prompt_2/afrixnli_wol.yaml

+# Generated by utils.py
+dataset_name: wol
+include: afrixnli_yaml
+task: afrixnli_wol_prompt_2

lm_eval/tasks/afrixnli/direct/prompt_2/afrixnli_xho.yaml

+# Generated by utils.py
+dataset_name: xho
+include: afrixnli_yaml
+task: afrixnli_xho_prompt_2

lm_eval/tasks/afrixnli/direct/prompt_2/afrixnli_yaml

+tag:
+    - afrixnli_tasks
+    - afrixnli_tasks_prompt_2
+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/direct/prompt_2/afrixnli_yor.yaml

+# Generated by utils.py
+dataset_name: yor
+include: afrixnli_yaml
+task: afrixnli_yor_prompt_2

lm_eval/tasks/afrixnli/direct/prompt_2/afrixnli_zul.yaml

+# Generated by utils.py
+dataset_name: zul
+include: afrixnli_yaml
+task: afrixnli_zul_prompt_2

lm_eval/tasks/afrixnli/direct/prompt_2/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/direct/prompt_3/afrixnli_amh.yaml

+# Generated by utils.py
+dataset_name: amh
+doc_to_text: "Given the following premise and hypothesis in Amharic, identify if the\
+  \ premise entails, contradicts, or is neutral towards the hypothesis. Please respond\
+  \ with exact 'entailment', 'contradiction', or 'neutral'. \n\nPremise: {{premise}}\
+  \ \nHypothesis: {{hypothesis}}"
+include: afrixnli_yaml
+task: afrixnli_amh_prompt_3

lm_eval/tasks/afrixnli/direct/prompt_3/afrixnli_eng.yaml

+# Generated by utils.py
+dataset_name: eng
+doc_to_text: "Given the following premise and hypothesis in English, identify if the\
+  \ premise entails, contradicts, or is neutral towards the hypothesis. Please respond\
+  \ with exact 'entailment', 'contradiction', or 'neutral'. \n\nPremise: {{premise}}\
+  \ \nHypothesis: {{hypothesis}}"
+include: afrixnli_yaml
+task: afrixnli_eng_prompt_3

lm_eval/tasks/afrixnli/direct/prompt_3/afrixnli_ewe.yaml

+# Generated by utils.py
+dataset_name: ewe
+doc_to_text: "Given the following premise and hypothesis in Ewe, identify if the premise\
+  \ entails, contradicts, or is neutral towards the hypothesis. Please respond with\
+  \ exact 'entailment', 'contradiction', or 'neutral'. \n\nPremise: {{premise}} \n\
+  Hypothesis: {{hypothesis}}"
+include: afrixnli_yaml
+task: afrixnli_ewe_prompt_3

lm_eval/tasks/afrixnli/direct/prompt_3/afrixnli_fra.yaml

+# Generated by utils.py
+dataset_name: fra
+doc_to_text: "Given the following premise and hypothesis in French, identify if the\
+  \ premise entails, contradicts, or is neutral towards the hypothesis. Please respond\
+  \ with exact 'entailment', 'contradiction', or 'neutral'. \n\nPremise: {{premise}}\
+  \ \nHypothesis: {{hypothesis}}"
+include: afrixnli_yaml
+task: afrixnli_fra_prompt_3

lm_eval/tasks/afrixnli/direct/prompt_3/afrixnli_hau.yaml

+# Generated by utils.py
+dataset_name: hau
+doc_to_text: "Given the following premise and hypothesis in Hausa, identify if the\
+  \ premise entails, contradicts, or is neutral towards the hypothesis. Please respond\
+  \ with exact 'entailment', 'contradiction', or 'neutral'. \n\nPremise: {{premise}}\
+  \ \nHypothesis: {{hypothesis}}"
+include: afrixnli_yaml
+task: afrixnli_hau_prompt_3

lm_eval/tasks/afrixnli/direct/prompt_3/afrixnli_ibo.yaml

+# Generated by utils.py
+dataset_name: ibo
+doc_to_text: "Given the following premise and hypothesis in Igbo, identify if the\
+  \ premise entails, contradicts, or is neutral towards the hypothesis. Please respond\
+  \ with exact 'entailment', 'contradiction', or 'neutral'. \n\nPremise: {{premise}}\
+  \ \nHypothesis: {{hypothesis}}"
+include: afrixnli_yaml
+task: afrixnli_ibo_prompt_3

lm_eval/tasks/afrixnli/direct/prompt_3/afrixnli_kin.yaml

+# Generated by utils.py
+dataset_name: kin
+doc_to_text: "Given the following premise and hypothesis in Kinyarwanda, identify\
+  \ if the premise entails, contradicts, or is neutral towards the hypothesis. Please\
+  \ respond with exact 'entailment', 'contradiction', or 'neutral'. \n\nPremise: {{premise}}\
+  \ \nHypothesis: {{hypothesis}}"
+include: afrixnli_yaml
+task: afrixnli_kin_prompt_3

lm_eval/tasks/afrixnli/direct/prompt_3/afrixnli_lin.yaml

+# Generated by utils.py
+dataset_name: lin
+doc_to_text: "Given the following premise and hypothesis in Lingala, identify if the\
+  \ premise entails, contradicts, or is neutral towards the hypothesis. Please respond\
+  \ with exact 'entailment', 'contradiction', or 'neutral'. \n\nPremise: {{premise}}\
+  \ \nHypothesis: {{hypothesis}}"
+include: afrixnli_yaml
+task: afrixnli_lin_prompt_3

lm_eval/tasks/afrixnli/direct/prompt_3/afrixnli_lug.yaml

+# Generated by utils.py
+dataset_name: lug
+doc_to_text: "Given the following premise and hypothesis in Luganda, identify if the\
+  \ premise entails, contradicts, or is neutral towards the hypothesis. Please respond\
+  \ with exact 'entailment', 'contradiction', or 'neutral'. \n\nPremise: {{premise}}\
+  \ \nHypothesis: {{hypothesis}}"
+include: afrixnli_yaml
+task: afrixnli_lug_prompt_3