Towards Controllable Story Generation
We present a general framework of analyzing existing story corpora to generate controllable and creative new stories. The proposed framework needs little manual annotation to achieve controllable story generation. It creates a new interface for humans to interact with computers to generate personalized stories. We apply the framework to build recurrent neural network (RNN)-based generation models to control story ending valence and storyline. Experiments show that our methods successfully achieve the control and enhance the coherence of stories through introducing storylines. with additional control factors, the generation model gets lower perplexity, and yields more coherent stories that are faithful to the control factors according to human evaluation.
Code (0)
등록된 구현이 없습니다.
Tasks
Story GenerationText GenerationSimilar Papers 제목 키워드 기반
Psychology-guided Controllable Story Generation
Controllable story generation is a challenging task in the field of NLP, which has attracted increasing research interest in recent years. However, most existing works generate a whole story conditioned on the appointed …
Story GenerationOutline to Story: Fine-grained Controllable Story Generation from Cascaded Events
Large-scale pretrained language models have shown thrilling generation capabilities, especially when they generate consistent long text in thousands of words with ease. However, users of these models can only control the…
Keyword ExtractionLanguage ModelingLanguage ModellingStory Generation+1Plug-and-Blend: A Framework for Controllable Story Generation with Blended Control Codes
Large pre-trained neural language models (LM) have very powerful text generation capabilities. However, in practice, they are hard to control for creative purposes. We describe a Plug-and-Play controllable language gener…
Story GenerationText GenerationGenerating Diverse Story Continuations with Controllable Semantics
We propose a simple and effective modeling framework for controlled generation of multiple, diverse outputs. We focus on the setting of generating the next sentence of a story given its context. As controllable dimension…
DiversitySentenceEvery picture tells a story: Image-grounded controllable stylistic story generation
Generating a short story out of an image is arduous. Unlike image captioning, story generation from an image poses multiple challenges: preserving the story coherence, appropriately assessing the quality of the story, st…
Image CaptioningImage to textStory GenerationText Generation