The Prompt Report

Systematic Survey of Prompting Techniques in Generative AI

PremiumNewProductProductivityGenerative AIPrompting Techniques

The Prompt Report is a comprehensive systematic review report focusing on prompting techniques in generative artificial intelligence (GenAI). Through a collaborative effort of humans and machines, it processed 4797 records from multiple databases, extracting 1565 relevant papers. The report presents 58 text-based prompting techniques and complements them with a wide collection of multimodal and multilingual techniques. Its goal is to offer an accessible and implementable directory of prompting techniques and reviews agent-based prompt extensions, including evaluating outputs and designing prompts that promote safety and robustness. Additionally, the report demonstrates the application of prompting techniques in two case studies.

Provides a comprehensive glossary of 33 prompting terminology and classifies 58 text-only prompting techniques
Offers multilingual prompting techniques for non-English settings
Features multimodal prompting techniques designed to work with non-textual modalities (e.g.
images and audio)
Discusses various prompting terms
including prompt engineering
answer engineering
and few-shot prompting
Showcases annotated outputs from LLM
explaining the three design decisions for answer engineering

The Prompt Report is geared towards researchers and developers in the field of artificial intelligence
particularly those specializing in generative AI systems and large language models (LLMs). It provides a structured framework for understanding and applying prompt engineering techniques
helping them to interact more effectively with these systems
enhance system performance
and implement these techniques in real-world applications.

Evaluated six different prompting techniques on the MMLU benchmark
Applied prompting techniques to a Reddit post suicide crisis syndrome (SCS) labeling task
Leveraged automated techniques (DSPy) to improve performance on top of human prompt engineers

Visit the The Prompt Report website to access the research report
Read the abstract section to understand the research background and objectives
Review the glossary and classification sections to familiarize yourself with different prompting techniques
Explore the case studies section to see how prompting techniques are applied in real-world problems
Design and implement your own prompting techniques based on the recommendations in the report

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