Automatic story generation: A survey of approaches
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 …
intelligence and psychology intersect to teach computers how to mimic humans' creativity. It …
Wordcraft: story writing with large language models
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 …
levels of performance on benchmarks for language understanding and generation. These …
Co-writing screenplays and theatre scripts with language models: Evaluation by industry professionals
Language models are increasingly attracting interest from writers. However, such models
lack long-range semantic coherence, limiting their usefulness for longform creative writing …
lack long-range semantic coherence, limiting their usefulness for longform creative writing …
All that's' human'is not gold: Evaluating human evaluation of generated text
Human evaluations are typically considered the gold standard in natural language
generation, but as models' fluency improves, how well can evaluators detect and judge …
generation, but as models' fluency improves, how well can evaluators detect and judge …
Re3: Generating longer stories with recursive reprompting and revision
We consider the problem of automatically generating longer stories of over two thousand
words. Compared to prior work on shorter stories, long-range plot coherence and relevance …
words. Compared to prior work on shorter stories, long-range plot coherence and relevance …
Evaluating human-language model interaction
Many real-world applications of language models (LMs), such as writing assistance and
code autocomplete, involve human-LM interaction. However, most benchmarks are non …
code autocomplete, involve human-LM interaction. However, most benchmarks are non …
TaleBrush: Sketching stories with generative pretrained language models
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 …
stories with an AI, guiding the narrative remains a challenge. Existing systems often …
Creative writing with an ai-powered writing assistant: Perspectives from professional writers
Recent developments in natural language generation (NLG) using neural language models
have brought us closer than ever to the goal of building AI-powered creative writing tools …
have brought us closer than ever to the goal of building AI-powered creative writing tools …
Hurdles to progress in long-form question answering
The task of long-form question answering (LFQA) involves retrieving documents relevant to
a given question and using them to generate a paragraph-length answer. While many …
a given question and using them to generate a paragraph-length answer. While many …
[PDF][PDF] AI as an Active Writer: Interaction strategies with generated text in human-AI collaborative fiction writing
Abstract Machine Learning (ML) has become an important part of the creative process for
human fiction writers, allowing them to utilize various sources of information and be inspired …
human fiction writers, allowing them to utilize various sources of information and be inspired …