Prompt Hub — Catalog of Prompt Examples

The Prompt Hub is a categorized collection of 25+ prompt examples demonstrating specific LLM capabilities, organized by use case.

Categories (confidence: high)

Classification

• Sentiment classification (zero-shot and few-shot variants)
• Demonstrates how in-context examples improve label-format consistency

Coding

• Code snippet generation from natural language
• MySQL query generation from schema descriptions
• TiKZ diagram generation for LaTeX

Creativity

• Rhyme generation
• Mathematical creativity (infinite primes)
• Interdisciplinary concept combination
• Novel word invention

Evaluation

• Evaluating philosophical texts (Plato’s dialogue analysis)

Information Extraction

• Extracting model names from technical text

Image Generation

• Drawing a person using alphabet characters (ASCII/creative constraint)

Mathematics

• Evaluating composite functions
• Adding odd numbers (arithmetic reasoning)

Question Answering

• Closed-domain QA (restricted context)
• Open-domain QA (general knowledge)
• Science QA (domain-specific scientific reasoning)

Reasoning

• Indirect reasoning (solving by alternative paths)
• Physical reasoning (commonsense physics)

Text Summarization

• Explaining a concept concisely

Truthfulness

• Hallucination identification — detecting whether model claims are factual

Adversarial Prompting

• Prompt injection — overriding system instructions via user input
• Prompt leaking — extracting hidden system prompts
• Jailbreaking — bypassing safety guardrails

Implications

The Prompt Hub serves as both a learning resource and a testing ground. Its breadth shows the wide range of LLM capabilities — from structured classification to open-ended creativity to safety evaluation. The adversarial section is particularly notable as hands-on educational material for understanding LLM security.

prompt-engineering-guide | prompt-engineering-techniques | prompt-engineering-applications | prompt-engineering-risks

Sources

• raw/prompts/articles/promptingguide-pt-prompts.md
• raw/prompts/articles/promptingguide-pt-prompts-classification-sentiment.md
• raw/prompts/articles/promptingguide-pt-prompts-classification-sentiment-fewshot.md
• raw/prompts/articles/promptingguide-pt-prompts-coding-code-snippet.md
• raw/prompts/articles/promptingguide-pt-prompts-coding-mysql-query.md
• raw/prompts/articles/promptingguide-pt-prompts-coding-tikz.md
• raw/prompts/articles/promptingguide-pt-prompts-creativity-rhymes.md
• raw/prompts/articles/promptingguide-pt-prompts-creativity-infinite-primes.md
• raw/prompts/articles/promptingguide-pt-prompts-creativity-interdisciplinary.md
• raw/prompts/articles/promptingguide-pt-prompts-creativity-new-words.md
• raw/prompts/articles/promptingguide-pt-prompts-evaluation-plato-dialogue.md
• raw/prompts/articles/promptingguide-pt-prompts-information-extraction-extract-models.md
• raw/prompts/articles/promptingguide-pt-prompts-image-generation-alphabet-person.md
• raw/prompts/articles/promptingguide-pt-prompts-mathematics-composite-functions.md
• raw/prompts/articles/promptingguide-pt-prompts-mathematics-odd-numbers.md
• raw/prompts/articles/promptingguide-pt-prompts-question-answering-closed-domain.md
• raw/prompts/articles/promptingguide-pt-prompts-question-answering-open-domain.md
• raw/prompts/articles/promptingguide-pt-prompts-question-answering-science-qa.md
• raw/prompts/articles/promptingguide-pt-prompts-reasoning-indirect-reasoning.md
• raw/prompts/articles/promptingguide-pt-prompts-reasoning-physical-reasoning.md
• raw/prompts/articles/promptingguide-pt-prompts-text-summarization-explain-concept.md
• raw/prompts/articles/promptingguide-pt-prompts-truthfulness-identify-hallucination.md
• raw/prompts/articles/promptingguide-pt-prompts-adversarial-prompting-prompt-injection.md
• raw/prompts/articles/promptingguide-pt-prompts-adversarial-prompting-prompt-leaking.md
• raw/prompts/articles/promptingguide-pt-prompts-adversarial-prompting-jailbreaking-llms.md