Few-Shot vs. Zero-Shot Prompting: เลือกใช้แบบไหนเมื่อไหร่

Summarize the following meeting notes into 3-5 bullet points covering the key decisions made.

Meeting notes:
{{meeting_notes}}

Summarize meeting notes into 3-5 bullet points covering key decisions.

Example 1:
Input: "Team discussed Q3 targets. Sarah proposed increasing the sales goal by 15%. Mark disagreed, suggested 10% was more realistic given current pipeline. Team voted and agreed on 12%. Also decided to postpone the website redesign until Q4."
Output:
- Agreed on 12% sales goal increase for Q3 (compromise between 15% and 10% proposals)
- Postponed website redesign to Q4

Example 2:
Input: "Budget review meeting. Current spending is 8% over forecast. CFO recommended cutting travel budget by 50% and freezing new hires for 60 days. CEO approved both measures effective immediately."
Output:
- Cut travel budget by 50% (effective immediately)
- 60-day hiring freeze approved
- Response to 8% budget overrun

Now summarize this:
{{meeting_notes}}

A store has 45 apples. They sell 12 in the morning and receive a shipment of 30 more. Then they sell 18 in the afternoon. How many apples do they have at closing?

Let's work through this step by step.

Classify the tone of this customer email as: frustrated, satisfied, neutral, or urgent.

Email:
{{email_text}}

Tone:

Classify customer email tone as: frustrated, satisfied, neutral, or urgent.

Email: "I've been waiting 3 weeks for my order. This is ridiculous. I want a refund NOW."
Tone: frustrated

Email: "Just wanted to say thanks — the product arrived early and works great!"
Tone: satisfied

Email: "Hi, can you confirm my order shipped? Order #12345."
Tone: neutral

Email: "Our system is down and we need the replacement part TODAY or we lose the contract."
Tone: urgent

Email: {{email_text}}
Tone:

Rewrite this product description to be more engaging and benefit-focused. Keep it under 100 words.

Original: {{product_description}}

Rewritten version:

Rewrite product descriptions to be engaging and benefit-focused. Match this style:

Original: "Stainless steel water bottle. 24oz capacity. Keeps drinks cold for 24 hours."
Rewritten: "Stay hydrated all day with our sleek 24oz steel bottle. Your morning coffee stays hot through your commute. Your afternoon water stays ice-cold at the gym. One bottle, endless possibilities."

Original: "Wireless earbuds. 8-hour battery. Noise cancelling."
Rewritten: "Eight hours of your favorite podcasts, uninterrupted. Our wireless earbuds block out the noise so you can focus on what matters — whether that's deep work, your workout playlist, or finally finishing that audiobook."

Original: {{product_description}}
Rewritten:

Convert this bug report into a structured format with: Summary, Steps to Reproduce, Expected Behavior, and Actual Behavior.

Bug report: {{bug_report}}

Convert bug reports into structured format.

Input: "The app crashes when I try to upload a PDF. I was on the dashboard, clicked upload, selected a 5MB PDF, and it just closed. Should show the file in my uploads but instead the whole app dies."

Output:
**Summary:** App crashes when uploading PDF files
**Steps to Reproduce:**
1. Navigate to dashboard
2. Click upload button
3. Select a PDF file (tested with 5MB file)
**Expected:** File appears in uploads section
**Actual:** Application crashes/closes unexpectedly

---

Input: {{bug_report}}

Output: