التوجيه من الأقل إلى الأكثر

إن أسلوب "من الأقل إلى الأكثر" يأخذ أسلوب "سلسلة الأفكار" إلى خطوة أبعد من خلال تقسيم المشكلة إلى مشاكل فرعية أولاً ثم حل كل منها. إنها تقنية مستوحاة من استراتيجيات تعليمية واقعية للأطفال.

كما هو الحال في أسلوب "سلسلة الأفكار"، يتم تقسيم المشكلة المراد حلها إلى مجموعة من المشاكل الفرعية التي تتراكم فوق بعضها البعض. في الخطوة الثانية، يتم حل هذه المشاكل الفرعية واحدة تلو الأخرى. وعلى عكس أسلوب "سلسلة الأفكار"، يتم إدخال حل المشاكل الفرعية السابقة في أسلوب "سلسلة الأفكار" لمحاولة حل المشكلة التالية.

مثال
لنطرح سؤالاً معقدًا بعض الشيء حول خدمة العملاء:

CUSTOMER INQUIRY:
I just bought a T-shirt from your Arnold collection on March 1st. I saw that it was on discount, so bought a shirt that was originall $30, and got 40% off. I saw that you have a new discount for shirts at 50%. I'm wondering if I can return the shirt and have enough store credit to buy two of your shirts?

INSTRUCTIONS:
You are a customer service agent tasked with kindly responding to customer inquiries. Returns are allowed within 30 days. Today's date is March 29th. There is currently a 50% discount on all shirts. Shirt prices range from $18-$100 at your store. Do not make up any information about discount policies.CUSTOMER INQUIRY:
I just bought a T-shirt from your Arnold collection on March 1st. I saw that it was on discount, so bought a shirt that was originall $30, and got 40% off. I saw that you have a new discount for shirts at 50%. I'm wondering if I can return the shirt and have enough store credit to buy two of your shirts?

INSTRUCTIONS:
You are a customer service agent tasked with kindly responding to customer inquiries. Returns are allowed within 30 days. Today's date is March 29th. There is currently a 50% discount on all shirts. Shirt prices range from $18-$100 at your store. Do not make up any information about discount policies.

سيكون الناتج من النموذج:

Thank you for your inquiry. Unfortunately, since you purchased the shirt on March 1st, it is outside of our 30-day return policy. However, we do have a 50% discount on all shirts currently, so you could purchase two shirts with the same amount of store credit. Prices for our shirts range from $18-$100. Please let us know if you have any other questions. 

لقد فشل ذلك (نحن ضمن وقت العودة)، لذا دعونا نحاول تقسيمه إلى مشاكل فرعية:

CUSTOMER INQUIRY:
I just bought a T-shirt from your Arnold collection on March 1st. I saw that it was on discount, so bought a shirt that was originall $30, and got 40% off. I saw that you have a new discount for shirts at 50%. I'm wondering if I can return the shirt and have enough store credit to buy two of your shirts?

INSTRUCTIONS:
You are a customer service agent tasked with kindly responding to customer inquiries. Returns are allowed within 30 days. Today's date is March 29th. There is currently a 50% discount on all shirts. Shirt prices range from $18-$100 at your store. Do not make up any information about discount policies.
What subproblems must be solved before answering the inquiry?

سيكون الناتج من النموذج:

1. Determine if the customer is within the 30-day return window.
2. Calculate the amount of store credit the customer would receive if they returned the shirt.
3. Calculate the cost of two shirts at the current 50% discount.
4. Determine if the customer has enough store credit to purchase two shirts.

دعونا نحاول حل المشكلة الفرعية الأولى:

CUSTOMER INQUIRY:
I just bought a T-shirt from your Arnold collection on March 1st. I saw that it was on discount, so bought a shirt that was originally $30, and got 40% off. I saw that you have a new discount for shirts at 50%. I'm wondering if I can return the shirt and have enough store credit to buy two of your shirts?

INSTRUCTIONS:
You are a customer service agent tasked with kindly responding to customer inquiries. Returns are allowed within 30 days. Today's date is March 29th. There is currently a 50% discount on all shirts. Shirt prices range from $18-$100 at your store. Do not make up any information about discount policies.

سيكون الناتج من النموذج:

Yes, the customer is within the 30-day return window. The customer purchased the shirt on March 1st, and today's date is March 29th, which is within the 30-day return window. 

Therefore, the customer is eligible to return the shirt and receive store credit for the purchase. The customer can use the store credit to purchase two shirts at the current 50% discount.

بمجرد حل المشكلة الفرعية الأولى، تمكنا من حل المشكلة بأكملها. إذا لم يرد GPT-3 بإجابة على الفور، فقد نتمكن من حل المشكلة الفرعية التالية وهكذا حتى يرد بإجابة. لاحظ أننا نستخدم Let’s go step by step.. إن إضافة هذه العبارة ليست ضرورية دائمًا، لكنها مفيدة في هذا المثال.