Shot prompting

Arbeiten mit der OpenAI-API

James Chapman

Curriculum Manager, DataCamp

Beispiele bereitstellen

Ein Roboter schaut sich Beispiele an

Shot Prompting

Was ist Shot Prompting?

Shot-Prompting: Inklusive Beispiele, um die KI-Antworten zu beeinflussen

Zero-Shot: keine Beispiele, nur Anweisungen
One-Shot: Ein Beispiel beeinflusst die Antwort
Few-Shot: Mehrere Beispiele geben mehr Kontext

Zero to few shots representation

Warum ist Shot Prompting wichtig?

✅ Anwendungsfälle für Shot Prompting:

📑 Textklassifizierung
💬 Stimmungsanalyse
🔍 Datenextraktion
✨ ... und noch viel mehr!

Anwendungsfälle für 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. Meal was decent, but I've had better. - 3 (Neutral)
2. My food was delayed, but drinks were good. - 3 (Neutral)

One-shot Prompting

prompt = """Classify sentiment as 1-5 (bad-good) in the following statements:
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. ->
"""

1. The service was very slow -> 1
2. Meal was decent, but I've had better. -> 3
3. My food was delayed, but drinks were good. -> 4

Few-shot Prompting

prompt = """Classify sentiment as 1-5 (bad-good) in the following statements:
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. ->
"""

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. -> 4
5. My food was delayed, but drinks were good. -> 3

Allgemeine Kategorisierung

prompt = """Classify the following animals as Land, Sea, or Both:
1. Blue whale
2. Polar bear
3. Salmon
4. Dog
"""

1. **Blue whale** - Sea
2. **Polar bear** - Both (primarily land but is a marine mammal that lives in sea ice)
3. **Salmon** - Both (spends part of its life in freshwater and part in the ocean)
4. **Dog** - Land

prompt = """Classify the following animals as Land, Sea, or Both:
1. Zebra = Land
2. Crocodile = Both
3. Blue whale = 
4. Polar bear = 
5. Salmon = 
6. Dog = 
"""

1. Zebra = Land
2. Crocodile = Both
3. Blue whale = Sea
4. Polar bear = Both
5. Salmon = Sea
6. Dog = Land

Lass uns üben!

Arbeiten mit der OpenAI-API