Few-shot learning with prompts in NLP - Interactive Code Practice

Practice - 5 Tasks

1fill in blank

easy

Complete the code to add an example prompt for few-shot learning.

NLP

prompt = "Translate English to French:\nEnglish: Hello\nFrench: Bonjour\nEnglish: [1]\nFrench:"

Drag options to blanks, or click blank then click option'

AYes

BThanks

CPlease

DGoodbye

Attempts:

3 left

💡 Hint

Common Mistakes

Choosing a word that doesn't fit the greeting pattern.

Leaving the blank empty.

The example shows English 'Hello' translated to French 'Bonjour'. To continue the pattern, 'Goodbye' is a common next example to translate.

2fill in blank

medium

Complete the code to create a few-shot prompt with two examples.

NLP

few_shot_prompt = "Translate English to French:\nEnglish: Hello\nFrench: Bonjour\nEnglish: Goodbye\nFrench: [1]"

Drag options to blanks, or click blank then click option'

AMerci

BAu revoir

CS'il vous plaît

DOui

Attempts:

3 left

💡 Hint

Common Mistakes

Using 'Merci' which means 'Thank you'.

Using 'Oui' which means 'Yes'.

The French translation of 'Goodbye' is 'Au revoir', so it completes the second example correctly.

3fill in blank

hard

Fix the error in the code to generate a prediction using the few-shot prompt.

NLP

response = model.generate(prompt=[1], max_length=50)

Drag options to blanks, or click blank then click option'

Aprompt

Bfew_shot_prompt

Cprompt_text

Dinput_text

Attempts:

3 left

💡 Hint

Common Mistakes

Using an undefined variable name.

Confusing variable names for the prompt.

The variable 'prompt' is defined and used to hold the few-shot examples. Using 'prompt' matches the variable name.

4fill in blank

hard

Fill both blanks to create a prompt template and add an example input.

NLP

template = "Translate English to French:\nEnglish: [1]\nFrench: [2]"

Drag options to blanks, or click blank then click option'

Ainput_text

Boutput_text

Cexample_input

Dexample_output

Attempts:

3 left

💡 Hint

Common Mistakes

Swapping input and output placeholders.

Using generic variable names that don't match the template.

The template uses placeholders for example input and output. 'example_input' fits English text, 'example_output' fits French text.

5fill in blank

hard

Fill all three blanks to generate a few-shot prompt with two examples and a new input.

NLP

few_shot_prompt = f"Translate English to French:\nEnglish: [1]\nFrench: [2]\nEnglish: [3]\nFrench:"

Drag options to blanks, or click blank then click option'

Aexample1_input

Bexample1_output

Cnew_input

Dexample2_input

Attempts:

3 left

💡 Hint

Common Mistakes

Putting the new input in the wrong blank.

Mixing up example inputs and outputs.

The prompt shows first example input and output, then a second example input. The model will predict the second example output.