Shot prompting

Werken met DeepSeek in Python

James Chapman

Curriculum Manager, DataCamp

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Een robot bekijkt voorbeelden

Shot prompting

Wat is shot prompting?

Shot prompting: voorbeelden toevoegen om AI-antwoorden te sturen

Zero-shot: geen voorbeelden, alleen instructies
One-shot: één voorbeeld stuurt het antwoord
Few-shot: meerdere voorbeelden geven meer context

Weergave van zero tot few shots

Waarom is shot prompting belangrijk?

✅ Toepassingen van shot prompting:

📑 Tekstclassificatie
💬 Sentimentanalyse
🔍 Gegevensextractie
✨ ... en veel meer!

Toepassingen van 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

Laten we oefenen!

Werken met DeepSeek in Python