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from llmebench.datasets import MultiNativQADataset | ||
from llmebench.models import OpenAIModel | ||
from llmebench.tasks import MultiNativQATask | ||
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def metadata(): | ||
return { | ||
"author": "Arabic Language Technologies, QCRI, HBKU", | ||
"model": "GPT4-o", | ||
"description": "Deployed on Azure.", | ||
"scores": {}, | ||
} | ||
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def config(): | ||
return { | ||
"dataset": MultiNativQADataset, | ||
"task": MultiNativQATask, | ||
"model": OpenAIModel, | ||
} | ||
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def prompt(input_sample): | ||
# Define the question prompt | ||
question_prompt = f""" | ||
Please use your expertise to answer the following Bangla question. Answer in Bangla and rate your confidence level from 1 to 10. | ||
Provide your response in the following JSON format: {{"answer": "your answer", "score": your confidence score}}. | ||
Please provide JSON output only. No additional text. Answer should be limited to less or equal to {input_sample['length']} words. | ||
Question: {input_sample['question']} | ||
""" | ||
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# Define the assistant prompt | ||
assistant_prompt = """ | ||
You are an Bangla AI assistant specialized in providing detailed and accurate answers across various fields. | ||
Your task is to deliver clear, concise, and relevant information. | ||
""" | ||
return [ | ||
{"role": "user", "content": question_prompt}, | ||
{"role": "assistant", "content": assistant_prompt}, | ||
] | ||
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def post_process(response): | ||
content = response["choices"][0]["message"]["content"].strip() | ||
content = content.replace("\n", "").strip() | ||
if "```json" in content: | ||
# content = content.replace("```json", "").replace('```', '').replace("\n}", "}") | ||
# content = content.replace("{\n", "{").replace("\",\n", "\",") | ||
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content = re.search(r"```json(.*)```", content).group(1) | ||
return json.loads(content)["answer"] |