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 …

Evaluating human-language model interaction

M Lee, M Srivastava, A Hardy, J Thickstun… - arXiv preprint arXiv …, 2022 - arxiv.org
Many real-world applications of language models (LMs), such as writing assistance and
code autocomplete, involve human-LM interaction. However, most benchmarks are non …

Structured generation and exploration of design space with large language models for human-ai co-creation

S Suh, M Chen, B Min, TJJ Li, H Xia - arXiv preprint arXiv:2310.12953, 2023 - arxiv.org
Thanks to their generative capabilities, large language models (LLMs) have become an
invaluable tool for creative processes. These models have the capacity to produce hundreds …

Ai chains: Transparent and controllable human-ai interaction by chaining large language model prompts

T Wu, M Terry, CJ Cai - Proceedings of the 2022 CHI conference on …, 2022 - dl.acm.org
Although large language models (LLMs) have demonstrated impressive potential on simple
tasks, their breadth of scope, lack of transparency, and insufficient controllability can make …

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 …

From tool to companion: Storywriters want AI writers to respect their personal values and writing strategies

OC Biermann, NF Ma, D Yoon - … of the 2022 ACM Designing Interactive …, 2022 - dl.acm.org
Modern large-scale language models approach the quality of human-level writing. This
promises the advent of AI writing companions performing AI-led writing under human …

" It Felt Like Having a Second Mind": Investigating Human-AI Co-creativity in Prewriting with Large Language Models

Q Wan, S Hu, Y Zhang, P Wang, B Wen… - Proceedings of the ACM on …, 2024 - dl.acm.org
Prewriting is the process of discovering and developing ideas before writing a first draft,
which requires divergent thinking and often implies unstructured strategies such as …

Examining inter-consistency of large language models collaboration: An in-depth analysis via debate

K Xiong, X Ding, Y Cao, T Liu, B Qin - arXiv preprint arXiv:2305.11595, 2023 - arxiv.org
Large Language Models (LLMs) have shown impressive capabilities in various applications,
but they still face various inconsistency issues. Existing works primarily focus on the …

Conversational ai-powered design: Chatgpt as designer, user, and product

AB Kocaballi - arXiv preprint arXiv:2302.07406, 2023 - arxiv.org
The recent advancements in Large Language Models (LLMs), particularly conversational
LLMs like ChatGPT, have prompted changes in a range of fields, including design. This …

Peer: A collaborative language model

T Schick, J Dwivedi-Yu, Z Jiang, F Petroni… - arXiv preprint arXiv …, 2022 - arxiv.org
Textual content is often the output of a collaborative writing process: We start with an initial
draft, ask for suggestions, and repeatedly make changes. Agnostic of this process, today's …