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[bugfix]: fix answer extraction regex and evaluator bugs in MMLU-Pro #269

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[bugfix]: fix answer extraction regex and evaluator bugs in MMLU-Pro #269

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4 changes: 2 additions & 2 deletions ais_bench/benchmark/configs/datasets/mmlu_pro/README.md
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Expand Up @@ -23,9 +23,9 @@ rm mmlu_pro.zip
```

## 可用数据集任务
### mmlu_pro_gen_0_shot_str
### mmlu_pro_gen_0_shot_cot_str
#### 基本信息
|任务名称|简介|评估指标|few-shot|prompt格式|对应源码配置文件路径|
| --- | --- | --- | --- | --- | --- |
|mmlu_pro_gen_0_shot_str|mmlu-pro数据集生成式任务|pass@1|0-shot|字符串格式|[mmlu_pro_gen_0_shot_str.py](mmlu_pro_gen_0_shot_str.py)|
|mmlu_pro_gen_0_shot_cot_str|mmlu-pro数据集生成式任务|pass@1|0-shot|字符串格式|[mmlu_pro_gen_0_shot_cot_str.py](mmlu_pro_gen_0_shot_cot_str.py)|
|mmlu_pro_gen_5_shot_str|mmlu-pro数据集生成式任务|pass@1|0-shot|字符串格式|[mmlu_pro_gen_5_shot_str.py](mmlu_pro_gen_5_shot_str.py)|
4 changes: 2 additions & 2 deletions ais_bench/benchmark/configs/datasets/mmlu_pro/README_en.md
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Expand Up @@ -23,11 +23,11 @@ rm mmlu_pro.zip
```

## Available Dataset Tasks
### mmlu_pro_gen_0_shot_str
### mmlu_pro_gen_0_shot_cot_str
#### Basic Information
| Task Name | Introduction | Evaluation Metric | Few-Shot | Prompt Format | Corresponding Source Code Configuration File Path |
| --- | --- | --- | --- | --- | --- |
| mmlu_pro_gen_0_shot_str | Generative task for the mmlu-pro dataset | pass@1 | 0-shot | String format | [mmlu_pro_gen_0_shot_str.py](mmlu_pro_gen_0_shot_str.py) |
| mmlu_pro_gen_0_shot_cot_str | Generative task for the mmlu-pro dataset | pass@1 | 0-shot | String format | [mmlu_pro_gen_0_shot_cot_str.py](mmlu_pro_gen_0_shot_cot_str.py) |
| mmlu_pro_gen_5_shot_str | Generative task for the mmlu-pro dataset | pass@1 | 5-shot | String format | [mmlu_pro_gen_5_shot_str.py](mmlu_pro_gen_5_shot_str.py) |


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2 changes: 1 addition & 1 deletion ...asets/mmlu_pro/mmlu_pro_gen_0_shot_str.py → ...s/mmlu_pro/mmlu_pro_gen_0_shot_cot_str.py
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Expand Up @@ -44,7 +44,7 @@
evaluator=dict(type=AccEvaluator),
pred_postprocessor=dict(
type=match_answer_pattern,
answer_pattern=r'(?i)ANSWER\s*:\s*([A-P])')
answer_pattern=r'(?i)\bANSWER\s*:\s*([A-P])\b')
)

mmlu_pro_datasets.append(
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8 changes: 6 additions & 2 deletions ais_bench/benchmark/datasets/mmlu_pro.py
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Expand Up @@ -43,12 +43,16 @@ class MMLUProBaseEvaluator(BaseEvaluator):

def is_equal(self, pred, refer):
try:
refer_option, refer_string = refer.split('. ')
# Handle exact match first
if pred.strip() == refer.strip():
return True
# Limit split to 1 to avoid ValueError when refer contains multiple '. '
refer_option, refer_string = refer.split('. ', 1)
if pred in CHOICES and refer_option == pred:
return True
elif refer_string.strip() == pred:
return True
else :
else:
return False
except Exception:
pass
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2 changes: 1 addition & 1 deletion ais_bench/configs/api_examples/all_dataset_configs.py
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Expand Up @@ -33,7 +33,7 @@
from ais_bench.benchmark.configs.datasets.mmlu.mmlu_gen_5_shot_str import mmlu_datasets as mmlu_5_shot_str

# mmlu_pro
from ais_bench.benchmark.configs.datasets.mmlu_pro.mmlu_pro_gen_0_shot_str import mmlu_pro_datasets as mmlu_pro_0_shot_str
from ais_bench.benchmark.configs.datasets.mmlu_pro.mmlu_pro_gen_0_shot_cot_str import mmlu_pro_datasets as mmlu_pro_0_shot_str
from ais_bench.benchmark.configs.datasets.mmlu_pro.mmlu_pro_gen_5_shot_str import mmlu_pro_datasets as mmlu_pro_5_shot_str

# boolq
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