Category: Prompt Engineering

Answer: ask for JSON with keys and include an example

The appropriate strategy is to ask for JSON with keys and include an example.

Answer: to match style expectations

This helps to match style expectations.

Answer: to comply with usage policies

This instruction is used to comply with usage policies.

Answer: requesting JSON with explicit keys

Structured prompting improves parsing.

Answer: the task and desired output format

Clear task + format improves outputs.

Answer: restrict answers to provided context

Delimiting + context restriction lowers hallucinations.

Answer: restrict answers to provided context

Delimiting + context restriction lowers hallucinations.

Answer: to anchor behavior across the conversation

System messages set high-level rules.

Answer: combine text with images or other modalities

Multi-modal prompts focus on: combine text with images or other modalities.

Answer: to guide style and structure

Few-shot examples teach the model pattern.

Answer: tell the model where to stop generating

stop sequences is used to tell the model where to stop generating.

Answer: ask the user to provide more details

Safer to request clarification.

Answer: restrict answers to provided context

Delimiting + context restriction lowers hallucinations.

Answer: restrict answers to provided context

Delimiting + context restriction lowers hallucinations.

Answer: to anchor behavior across the conversation

System messages set high-level rules.

Answer: bringing external knowledge at query time

RAG augments generation with retrieval.

Answer: the task and desired output format

Clear task + format improves outputs.

Answer: bringing external knowledge at query time

RAG augments generation with retrieval.

Answer: ask the user to provide more details

Safer to request clarification.

Answer: a vector representation that captures semantic meaning

A embedding is a vector representation that captures semantic meaning.

Answer: to anchor behavior across the conversation

System messages set high-level rules.

Answer: allow embedding dynamic features in posts

In WordPress, shortcodes allow embedding dynamic features in posts.

Answer: instruction + few-shot for tone control

Instruction + few-shot for tone control typically delivers the best results in content marketing.

Answer: limits choices to tokens within a cumulative probability mass

Because it limits choices to tokens within a cumulative probability mass.

Answer: makes outputs more deterministic

Lower temperature reduces randomness.