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Related papers: Plan-And-Write: Towards Better Automatic Storytell…

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Recent approaches to data-to-text generation have adopted the very successful encoder-decoder architecture or variants thereof. These models generate text which is fluent (but often imprecise) and perform quite poorly at selecting…

Computation and Language · Computer Science 2021-02-05 Ratish Puduppully , Mirella Lapata

While GPT-2 generates sentences that are remarkably human-like, longer documents can ramble and do not follow human-like writing structure. We study the problem of imposing structure on long-range text. We propose a novel controlled text…

Computation and Language · Computer Science 2023-01-09 Alexander Spangher , Xinyu Hua , Yao Ming , Nanyun Peng

World building forms the foundation of any task that requires narrative intelligence. In this work, we focus on procedurally generating interactive fiction worlds---text-based worlds that players "see" and "talk to" using natural language.…

Artificial Intelligence · Computer Science 2020-01-29 Prithviraj Ammanabrolu , Wesley Cheung , Dan Tu , William Broniec , Mark O. Riedl

While conditional generation models can now generate natural language well enough to create fluent text, it is still difficult to control the generation process, leading to irrelevant, repetitive, and hallucinated content. Recent work shows…

Automated story plot generation is the task of generating a coherent sequence of plot events. Causal relations between plot events are believed to increase the perception of story and plot coherence. In this work, we introduce the concept…

Computation and Language · Computer Science 2021-01-01 Prithviraj Ammanabrolu , Wesley Cheung , William Broniec , Mark O. Riedl

Providing plausible responses to why questions is a challenging but critical goal for language based human-machine interaction. Explanations are challenging in that they require many different forms of abstract knowledge and reasoning.…

Computation and Language · Computer Science 2019-06-05 Allen Nie , Erin D. Bennett , Noah D. Goodman

Storytelling algorithms aim to 'connect the dots' between disparate documents by linking starting and ending documents through a series of intermediate documents. Existing storytelling algorithms are based on notions of coherence and…

Artificial Intelligence · Computer Science 2016-02-23 Dipayan Maiti , Mohammad Raihanul Islam , Scotland Leman , Naren Ramakrishnan

Generating texts from structured data (e.g., a table) is important for various natural language processing tasks such as question answering and dialog systems. In recent studies, researchers use neural language models and encoder-decoder…

Computation and Language · Computer Science 2017-09-04 Lei Sha , Lili Mou , Tianyu Liu , Pascal Poupart , Sujian Li , Baobao Chang , Zhifang Sui

Endowing the protagonist with a specific personality is essential for writing an engaging story. In this paper, we aim to control the protagonist's persona in story generation, i.e., generating a story from a leading context and a persona…

Computation and Language · Computer Science 2022-04-25 Zhexin Zhang , Jiaxin Wen , Jian Guan , Minlie Huang

Plan-and-Write is a common hierarchical approach in long-form narrative text generation, which first creates a plan to guide the narrative writing. Following this approach, several studies rely on simply prompting large language models for…

Computation and Language · Computer Science 2023-10-13 Wang You , Wenshan Wu , Yaobo Liang , Shaoguang Mao , Chenfei Wu , Maosong Cao , Yuzhe Cai , Yiduo Guo , Yan Xia , Furu Wei , Nan Duan

A storyboard is a sequence of images to illustrate a story containing multiple sentences, which has been a key process to create different story products. In this paper, we tackle a new multimedia task of automatic storyboard creation to…

Machine Learning · Computer Science 2019-12-02 Shizhe Chen , Bei Liu , Jianlong Fu , Ruihua Song , Qin Jin , Pingping Lin , Xiaoyu Qi , Chunting Wang , Jin Zhou

In this paper, we present a planning system based on semantic reasoning for a general-purpose service robot, which is aimed at behaving more intelligently in domains that contain incomplete information, under-specified goals, and dynamic…

Robotics · Computer Science 2020-11-03 Guowei Cui , Wei Shuai , Xiaoping Chen

Systems for story generation are asked to produce plausible and enjoyable stories given an input context. This task is underspecified, as a vast number of diverse stories can originate from a single input. The large output space makes it…

Computation and Language · Computer Science 2020-10-06 Nader Akoury , Shufan Wang , Josh Whiting , Stephen Hood , Nanyun Peng , Mohit Iyyer

Scenario generation is one of the essential steps in scenario-based testing and, therefore, a significant part of the verification and validation of driver assistance functions and autonomous driving systems. However, the term scenario…

Robotics · Computer Science 2023-07-25 Barbara Schütt , Joshua Ransiek , Thilo Braun , Eric Sax

Personalization is critical for improving user experience in interactive writing and educational applications, yet remains understudied in story generation. We study the task of personalizing story generation, where our goal is to mimic an…

Computation and Language · Computer Science 2026-01-07 Nischal Ashok Kumar , Chau Minh Pham , Mohit Iyyer , Andrew Lan

Existing neural methods for data-to-text generation are still struggling to produce long and diverse texts: they are insufficient to model input data dynamically during generation, to capture inter-sentence coherence, or to generate…

Computation and Language · Computer Science 2019-08-27 Zhihong Shao , Minlie Huang , Jiangtao Wen , Wenfei Xu , Xiaoyan Zhu

While LLMs demonstrate remarkable fluency in narrative generation, existing methods struggle to maintain global narrative coherence, contextual logical consistency, and smooth character development, often producing monotonous scripts with…

Computation and Language · Computer Science 2026-04-24 Hanwen Gu , Chao Guo , Junle Wang , Wenda Xie , Yisheng Lv

Automatic literature survey generation has attracted increasing attention, yet most existing systems follow a one-shot paradigm, where a large set of papers is retrieved at once and a static outline is generated before drafting. This design…

Computation and Language · Computer Science 2025-10-28 Hongbo Zhang , Han Cui , Yidong Wang , Yijian Tian , Qi Guo , Cunxiang Wang , Jian Wu , Chiyu Song , Yue Zhang

Generating high-quality stories spanning thousands of tokens requires competency across a variety of skills, from tracking plot and character arcs to keeping a consistent and engaging style. Due to the difficulty of sourcing labeled…

Computation and Language · Computer Science 2025-09-09 Alexander Gurung , Mirella Lapata

Story generation is a challenging task, which demands to maintain consistency of the plots and characters throughout the story. Previous works have shown that GPT2, a large-scale language model, has achieved good performance on story…

Computation and Language · Computer Science 2020-10-20 Wei Wang , Piji Li , Hai-Tao Zheng