Shot prompting

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James Chapman

Curriculum Manager, DataCamp

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Shot prompting

Apa itu shot prompting?

Shot prompting: menyertakan contoh untuk memandu respons AI

Zero-shot: tanpa contoh, hanya instruksi
One-shot: satu contoh memandu respons
Few-shot: beberapa contoh memberi lebih banyak konteks

Representasi dari zero hingga few shots

Mengapa shot prompting penting?

✅ Kegunaan shot prompting:

📑 Klasifikasi teks
💬 Analisis sentimen
🔍 Ekstraksi data
✨ ... dan banyak lagi!

Kegunaan shot prompting

Zero-shot prompting

prompt = """Classify sentiment as 1-5 (bad-good) in the following statements:
1. Meal was decent, but I've had better.
2. My food was delayed, but drinks were good.
"""
...

1. 3  
2. 2

One-shot prompting

prompt = """Classify sentiment as 1-5 (bad-good) in the following statements. Return no
explanations:
1. The service was very slow -> 1
2. Meal was decent, but I've had better. ->
3. My food was delayed, but drinks were good. ->
"""

2. Meal was decent, but I've had better. -> 3  
3. My food was delayed, but drinks were good. -> 2

Few-shot prompting

prompt = """Classify sentiment as 1-5 (bad-good) in the following statements. Return no
explanations:
1. The service was very slow -> 1
2. The steak was awfully good! -> 5
3. It was ok, no massive complaints. -> 3
4. Meal was decent, but I've had better. ->
5. My food was delayed, but drinks were good. ->
"""

4. Meal was decent, but I've had better. -> 3  
5. My food was delayed, but drinks were good. -> 2

Ayo berlatih!

Bekerja dengan DeepSeek di Python