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Related papers: End-to-end Story Plot Generator

200 papers

In the Story Cloze Test, a system is presented with a 4-sentence prompt to a story, and must determine which one of two potential endings is the 'right' ending to the story. Previous work has shown that ignoring the training set and…

Computation and Language · Computer Science 2018-03-16 Siddarth Srinivasan , Richa Arora , Mark Riedl

GPT-2 has been frequently adapted in story generation models as it provides powerful generative capability. However, it still fails to generate consistent stories and lacks diversity. Current story generation models leverage additional…

Computation and Language · Computer Science 2021-11-17 Zhuohan Xie , Trevor Cohn , Jey Han Lau

LLMs have so far failed both to generate consistently compelling stories and to recognize this failure--on the leading creative-writing benchmark (EQ-Bench), LLM judges rank zero-shot AI stories above New Yorker short stories, a gold…

Computation and Language · Computer Science 2026-04-14 Peiqi Sui , Yutong Zhu , Tianyi Cheng , Peter West , Richard Jean So , Hoyt Long , Ari Holtzman

Controlling the length of text produced by large language models (LLMs) remains challenging: models frequently overshoot or undershoot explicit length instructions because they cannot reliably keep an internal token count. We present a…

Computation and Language · Computer Science 2025-08-20 Juncheng Xie , Hung-yi Lee

Unconstrained lip-to-speech synthesis aims to generate corresponding speeches from silent videos of talking faces with no restriction on head poses or vocabulary. Current works mainly use sequence-to-sequence models to solve this problem,…

Sound · Computer Science 2022-07-14 Yongqi Wang , Zhou Zhao

While recent advancements in artificial intelligence (AI) language models demonstrate cutting-edge performance when working with English texts, equivalent models do not exist in other languages or do not reach the same performance level.…

Computation and Language · Computer Science 2022-12-26 Noga Mudrik , Adam S. Charles

Inspired by the great potential of Large Language Models (LLMs) for solving complex coding tasks, in this paper, we propose a novel approach, named Code2API, to automatically perform APIzation for Stack Overflow code snippets. Code2API does…

Software Engineering · Computer Science 2024-05-07 Yubo Mai , Zhipeng Gao , Xing Hu , Lingfeng Bao , Yu Liu , Jianling Sun

Story points are unitless, project-specific effort estimates that help developers plan their sprints. Traditionally, developers have collaboratively estimated story points using planning poker or other manual techniques. Machine learning…

Artificial Intelligence · Computer Science 2026-03-17 Monoshiz Mahbub Khan , Xiaoyin Xi , Andrew Meneely , Yiming Tang , Zhe Yu

Large Language Models (LLMs) have significantly advanced artificial intelligence by optimizing traditional Natural Language Processing (NLP) workflows, facilitating their integration into various systems. Many such NLP systems, including…

Computation and Language · Computer Science 2025-05-13 Jiliang Ni , Jiachen Pu , Zhongyi Yang , Kun Zhou , Hui Wang , Xiaoliang Xiao , Dakui Wang , Xin Li , Jingfeng Luo , Conggang Hu

Automated story generation is the problem of automatically selecting a sequence of events, actions, or words that can be told as a story. We seek to develop a system that can generate stories by learning everything it needs to know from…

Computation and Language · Computer Science 2023-01-19 Lara J. Martin , Prithviraj Ammanabrolu , Xinyu Wang , William Hancock , Shruti Singh , Brent Harrison , Mark O. Riedl

Current storytelling systems focus more ongenerating stories with coherent plots regard-less of the narration style, which is impor-tant for controllable text generation. There-fore, we propose a new task, stylized story gen-eration, namely…

Computation and Language · Computer Science 2021-08-20 Xiangzhe Kong , Jialiang Huang , Ziquan Tung , Jian Guan , Minlie Huang

Lightweight language models remain attractive for on-device and privacy-sensitive applications, but their responses are highly sensitive to prompt quality. For open-ended generation, non-expert users often lack the knowledge or time to…

Computation and Language · Computer Science 2025-12-01 Yizhou Xu , Janet Davis

An image may convey a thousand words, but a video composed of hundreds or thousands of image frames tells a more intricate story. Despite significant progress in multimodal large language models (MLLMs), generating extended videos remains a…

Computer Vision and Pattern Recognition · Computer Science 2025-08-06 Faraz Waseem , Muhammad Shahzad

This study investigates the use of large language models (LLMs) for story point estimation. Story points are unitless, project-specific effort estimates that help developers on the scrum team forecast which product backlog items they plan…

Software Engineering · Computer Science 2026-04-09 Pranam Prakash Shetty , Adarsh Balakrishnan , Mengqiao Xu , Xiaoyin Xi , Zhe Yu

Large language models can generate plausible game code, but turning this capability into \emph{iterative creative improvement} remains difficult. In practice, single-shot generation often produces brittle runtime behavior, weak accumulation…

Artificial Intelligence · Computer Science 2026-04-23 Hongnan Ma , Han Wang , Shenglin Wang , Tieyue Yin , Yiwei Shi , Yucong Huang , Yingtian Zou , Muning Wen , Mengyue Yang

The promise of generative AI to revolutionize education is constrained by the pedagogical limits of large language models (LLMs). A major issue is the lack of access to high-quality training data that reflect the learning of actual…

Computation and Language · Computer Science 2025-10-07 Janos Perczel , Jin Chow , Dorottya Demszky

Recent language models can generate interesting and grammatically correct text in story generation but often lack plot development and long-term coherence. This paper experiments with a latent vector planning approach based on a TD-VAE…

Computation and Language · Computer Science 2021-09-15 David Wilmot , Frank Keller

Research shows that analysts and developers consider privacy as a security concept or as an afterthought, which may lead to non-compliance and violation of users' privacy. Most current approaches, however, focus on extracting legal…

Software Engineering · Computer Science 2025-07-01 Wilder Baldwin , Shashank Chintakuntla , Shreyah Parajuli , Ali Pourghasemi , Ryan Shanz , Sepideh Ghanavati

The scope of this survey paper is to explore the challenges in automatic story generation. We hope to contribute in the following ways: 1. Explore how previous research in story generation addressed those challenges. 2. Discuss future…

Computation and Language · Computer Science 2021-02-26 Amal Alabdulkarim , Siyan Li , Xiangyu Peng

Applications of narrative theories using large language models (LLMs) deliver promising use-cases in automatic story generation and understanding tasks. Our survey examines how natural language processing (NLP) research engages with fields…

Computation and Language · Computer Science 2026-02-19 David Y. Liu , Aditya Joshi , Paul Dawson