An HCI-centric survey and taxonomy of human-generative-AI interactions

J Shi, R Jain, H Doh, R Suzuki, K Ramani - arxiv preprint arxiv …, 2023 - arxiv.org
Generative AI (GenAI) has shown remarkable capabilities in generating diverse and realistic
content across different formats like images, videos, and text. In Generative AI, human …

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 …

Co-writing screenplays and theatre scripts with language models: Evaluation by industry professionals

P Mirowski, KW Mathewson, J Pittman… - Proceedings of the 2023 …, 2023 - dl.acm.org
Language models are increasingly attracting interest from writers. However, such models
lack long-range semantic coherence, limiting their usefulness for longform creative writing …

Wordcraft: story writing with large language models

A Yuan, A Coenen, E Reif, D Ippolito - Proceedings of the 27th …, 2022 - dl.acm.org
The latest generation of large neural language models such as GPT-3 have achieved new
levels of performance on benchmarks for language understanding and generation. These …

Coauthor: Designing a human-ai collaborative writing dataset for exploring language model capabilities

M Lee, P Liang, Q Yang - Proceedings of the 2022 CHI conference on …, 2022 - dl.acm.org
Large language models (LMs) offer unprecedented language generation capabilities and
exciting opportunities for interaction design. However, their highly context-dependent …

Working with AI to persuade: Examining a large language model's ability to generate pro-vaccination messages

E Karinshak, SX Liu, JS Park, JT Hancock - Proceedings of the ACM on …, 2023 - dl.acm.org
Artificial Intelligence (AI) is a transformative force in communication and messaging strategy,
with potential to disrupt traditional approaches. Large language models (LLMs), a form of AI …

Design principles for generative AI applications

JD Weisz, J He, M Muller, G Hoefer, R Miles… - Proceedings of the 2024 …, 2024 - dl.acm.org
Generative AI applications present unique design challenges. As generative AI technologies
are increasingly being incorporated into mainstream applications, there is an urgent need …

On the creativity of large language models

G Franceschelli, M Musolesi - AI & SOCIETY, 2024 - Springer
Large language models (LLMs) are revolutionizing several areas of Artificial Intelligence.
One of the most remarkable applications is creative writing, eg, poetry or storytelling: the …

Homogenization effects of large language models on human creative ideation

BR Anderson, JH Shah, M Kreminski - Proceedings of the 16th …, 2024 - dl.acm.org
Large language models (LLMs) are now being used in a wide variety of contexts, including
as creativity support tools (CSTs) intended to help their users come up with new ideas. But …

Sparks: Inspiration for science writing using language models

KI Gero, V Liu, L Chilton - Proceedings of the 2022 ACM Designing …, 2022 - dl.acm.org
Large-scale language models are rapidly improving, performing well on a wide variety of
tasks with little to no customization. In this work we investigate how language models can …