Experimental evidence on the productivity effects of generative artificial intelligence

S Noy, W Zhang - Science, 2023 - science.org
We examined the productivity effects of a generative artificial intelligence (AI) technology,
the assistive chatbot ChatGPT, in the context of midlevel professional writing tasks. In a …

The programmer's assistant: Conversational interaction with a large language model for software development

SI Ross, F Martinez, S Houde, M Muller… - Proceedings of the 28th …, 2023 - dl.acm.org
Large language models (LLMs) have recently been applied in software engineering to
perform tasks such as translating code between programming languages, generating code …

Toward general design principles for generative AI applications

JD Weisz, M Muller, J He, S Houde - arXiv preprint arXiv:2301.05578, 2023 - arxiv.org
Generative AI technologies are growing in power, utility, and use. As generative
technologies are being incorporated into mainstream applications, there is a need for …

Deep learning-aided decision support for diagnosis of skin disease across skin tones

M Groh, O Badri, R Daneshjou, A Koochek, C Harris… - Nature Medicine, 2024 - nature.com
Although advances in deep learning systems for image-based medical diagnosis
demonstrate their potential to augment clinical decision-making, the effectiveness of …

When combinations of humans and AI are useful: A systematic review and meta-analysis

M Vaccaro, A Almaatouq, T Malone - Nature Human Behaviour, 2024 - nature.com
Inspired by the increasing use of artificial intelligence (AI) to augment humans, researchers
have studied human–AI systems involving different tasks, systems and populations. Despite …

Human-AI co-creation: evaluating the impact of large-scale text-to-image generative models on the creative process

T Turchi, S Carta, L Ambrosini, A Malizia - International Symposium on …, 2023 - Springer
Large-scale Text-to-image Generative Models (LTGMs) are a cutting-edge class of Artificial
Intelligence (AI) algorithms specifically designed to generate images from natural language …

DesignAID: Using generative AI and semantic diversity for design inspiration

A Cai, SR Rick, JL Heyman, Y Zhang… - Proceedings of The …, 2023 - dl.acm.org
Designers often struggle to sufficiently explore large design spaces, which can lead to
design fixation and suboptimal outcomes. Here we introduce DesignAID, a generative AI …

Interaction design with multi-objective bayesian optimization

YC Liao, JJ Dudley, GB Mo, CL Cheng… - IEEE Pervasive …, 2023 - ieeexplore.ieee.org
Interaction design typically involves challenging decision making that requires designers to
consider multiple parameters and careful tradeoffs between various objectives. This article …

The Effects of Generative AI on High Skilled Work: Evidence from Three Field Experiments with Software Developers

ZK Cui, M Demirer, S Jaffe, L Musolff… - Available at SSRN …, 2024 - papers.ssrn.com
This study evaluates the impact of generative AI on software developer productivity by
analyzing data from three randomized controlled trials conducted at Microsoft, Accenture …

Supermind Ideator: How Scaffolding Human-AI Collaboration Can Increase Creativity

JL Heyman, SR Rick, G Giacomelli, H Wen… - Proceedings of the …, 2024 - dl.acm.org
Previous efforts to support creative problem-solving have included (a) techniques such as
brainstorming and design thinking to stimulate creative ideas, and (b) software tools to …