A survey of the usages of deep learning for natural language processing

DW Otter, JR Medina, JK Kalita - IEEE transactions on neural …, 2020 - ieeexplore.ieee.org
Over the last several years, the field of natural language processing has been propelled
forward by an explosion in the use of deep learning models. This article provides a brief …

Automatic story generation: A survey of approaches

AI Alhussain, AM Azmi - ACM Computing Surveys (CSUR), 2021 - dl.acm.org
Computational generation of stories is a subfield of computational creativity where artificial
intelligence and psychology intersect to teach computers how to mimic humans' creativity. It …

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 …

A long way to go: Investigating length correlations in rlhf

P Singhal, T Goyal, J Xu, G Durrett - ar** a story, novices and published writers alike have had to look outside
themselves for inspiration. Language models have recently been able to generate text …

Hierarchical neural story generation

A Fan, M Lewis, Y Dauphin - arxiv preprint arxiv:1805.04833, 2018 - arxiv.org
We explore story generation: creative systems that can build coherent and fluent passages
of text about a topic. We collect a large dataset of 300K human-written stories paired with …

Plan-and-write: Towards better automatic storytelling

L Yao, N Peng, R Weischedel, K Knight… - Proceedings of the …, 2019 - ojs.aaai.org
Automatic storytelling is challenging since it requires generating long, coherent natural
language to describes a sensible sequence of events. Despite considerable efforts on …

TaleBrush: Sketching stories with generative pretrained language models

JJY Chung, W Kim, KM Yoo, H Lee, E Adar… - Proceedings of the 2022 …, 2022 - dl.acm.org
While advanced text generation algorithms (eg, GPT-3) have enabled writers to co-create
stories with an AI, guiding the narrative remains a challenge. Existing systems often …