Original Paper: https://arxiv.org/abs/2401.14447

By: Zijie J. Wang, Aishwarya Chakravarthy, David Munechika, Duen Horng Chau

Abstract:

Large language models (LLMs) require well-crafted prompts for effective use. Prompt engineering, the process of designing prompts, is challenging, particularly for non-experts who are less familiar with AI technologies. While researchers have proposed techniques and tools to assist LLM users in prompt design, these works primarily target AI application developers rather than non-experts. To address this research gap, we propose social prompt engineering, a novel paradigm that leverages social computing techniques to facilitate collaborative prompt design. To investigate social prompt engineering, we introduce Wordflow, an open-source and social text editor that enables everyday users to easily create, run, share, and discover LLM prompts. Additionally, by leveraging modern web technologies, Wordflow allows users to run LLMs locally and privately in their browsers. Two usage scenarios highlight how social prompt engineering and our tool can enhance laypeople's interaction with LLMs. Wordflow is publicly accessible at

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Summary Notes

Simplifying AI with Social Prompt Engineering: Introducing Wordflow

As artificial intelligence (AI) continues to grow, Large Language Models (LLMs) like GPT-4, Gemini, and Llama 2 are changing the game in tasks such as summarization, translation, and content creation.

But to truly unlock their potential, users need to master prompt engineering—a complex skill that's not easily accessible to everyone.

This is where social prompt engineering and tools like Wordflow come into play, aiming to make these powerful technologies more user-friendly for everyone.

The Challenge with Prompt Engineering

Prompt engineering involves designing prompts that guide LLMs to produce the desired outcomes. It's a crucial yet challenging skill, particularly for those without technical backgrounds.

Traditional approaches have been complex and daunting, making it hard for many to effectively use LLMs.

Wordflow: Making LLMs Accessible

Wordflow is an innovative tool designed to tackle these challenges. It simplifies the process of creating, managing, and sharing prompts, opening up LLMs to a wider audience. Here's a closer look:

Key Features of Wordflow

• Editor View: Offers a straightforward interface for text input and prompt application.
• Prompt Manager: Helps users easily create, organize, and refine their prompts.
• Community Prompt Hub: Allows for prompt sharing, discovery, and collaboration within the community.

Wordflow is designed to be user-friendly, working directly in browsers or through external APIs, with a strong emphasis on privacy and accessibility.

How Wordflow Helps

Wordflow is versatile, with applications across various fields:

• Enhancing Technical Writing: Helps junior developers improve API documentation with community-shared prompts.
• Tailoring Translation Styles: Enables senior managers to adjust machine translations to fit cultural and corporate language nuances.

The Future of Social Prompt Engineering

Wordflow represents a step towards making LLMs more accessible through social collaboration.

Future updates may include deeper workflow integration and broader platform support, solidifying LLMs as essential tools for many users.

Further, a planned usage log study will explore how social prompt engineering affects engagement and effectiveness, offering insights into how community-driven features can promote responsible AI use and enhance user experiences.

Conclusion: Empowering Users Through Collaboration

Wordflow's approach to social prompt engineering is a significant leap towards democratizing LLM use.

Its focus on community collaboration and open-source development promises a future where LLMs are more accessible and useful across various applications.

As Wordflow and similar tools evolve, the potential for community collaboration to democratize advanced technologies is increasingly clear.

By making LLMs more approachable, we open new paths for innovation and problem-solving across sectors.

Wordflow is more than just a tool—it's a step towards a more inclusive and empowered AI landscape. Its ongoing development and adoption are crucial for shaping the future of AI use in businesses and beyond.