Survey on factuality in large language models: Knowledge, retrieval and domain-specificity

C Wang, X Liu, Y Yue, X Tang, T Zhang… - arxiv preprint arxiv …, 2023 - arxiv.org
This survey addresses the crucial issue of factuality in Large Language Models (LLMs). As
LLMs find applications across diverse domains, the reliability and accuracy of their outputs …

A survey of controllable text generation using transformer-based pre-trained language models

H Zhang, H Song, S Li, M Zhou, D Song - ACM Computing Surveys, 2023 - dl.acm.org
Controllable Text Generation (CTG) is an emerging area in the field of natural language
generation (NLG). It is regarded as crucial for the development of advanced text generation …

Paraphrasing evades detectors of ai-generated text, but retrieval is an effective defense

K Krishna, Y Song, M Karpinska… - Advances in Neural …, 2023 - proceedings.neurips.cc
The rise in malicious usage of large language models, such as fake content creation and
academic plagiarism, has motivated the development of approaches that identify AI …

Large language models propagate race-based medicine

JA Omiye, JC Lester, S Spichak, V Rotemberg… - NPJ Digital …, 2023 - nature.com
Large language models (LLMs) are being integrated into healthcare systems; but these
models may recapitulate harmful, race-based medicine. The objective of this study is to …

Chateval: Towards better llm-based evaluators through multi-agent debate

CM Chan, W Chen, Y Su, J Yu, W Xue, S Zhang… - arxiv preprint arxiv …, 2023 - arxiv.org
Text evaluation has historically posed significant challenges, often demanding substantial
labor and time cost. With the emergence of large language models (LLMs), researchers …

A study of generative large language model for medical research and healthcare

C Peng, X Yang, A Chen, KE Smith… - NPJ digital …, 2023 - nature.com
There are enormous enthusiasm and concerns in applying large language models (LLMs) to
healthcare. Yet current assumptions are based on general-purpose LLMs such as ChatGPT …

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 …

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 …

A survey of natural language generation

C Dong, Y Li, H Gong, M Chen, J Li, Y Shen… - ACM Computing …, 2022 - dl.acm.org
This article offers a comprehensive review of the research on Natural Language Generation
(NLG) over the past two decades, especially in relation to data-to-text generation and text-to …

Pre-trained language models for text generation: A survey

J Li, T Tang, WX Zhao, JY Nie, JR Wen - ACM Computing Surveys, 2024 - dl.acm.org
Text Generation aims to produce plausible and readable text in human language from input
data. The resurgence of deep learning has greatly advanced this field, in particular, with the …