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While language models have become more capable of producing compelling language, we find there are still gaps in maintaining consistency, especially when describing events in a dynamically changing world. We study the setting of generating…

Computation and Language · Computer Science 2023-01-18 Alexander Gurung , Mojtaba Komeili , Arthur Szlam , Jason Weston , Jack Urbanek

Story generation is a task that aims to automatically produce multiple sentences to make up a meaningful story. This task is challenging because it requires high-level understanding of semantic meaning of sentences and causality of story…

Computation and Language · Computer Science 2021-02-08 Hong Chen , Raphael Shu , Hiroya Takamura , Hideki Nakayama

With the advancement of natural language generation (NLG) technologies, creative story generation systems have gained increasing attention. However, current systems often fail to accurately translate user intent into satisfactory story…

Computation and Language · Computer Science 2025-12-03 Yunchao Wang , Guodao Sun , Zihang Fu , Zhehao Liu , Kaixing Du , Haidong Gao , Ronghua Liang

Text-based games present a unique challenge for autonomous agents to operate in natural language and handle enormous action spaces. In this paper, we propose the Contextual Action Language Model (CALM) to generate a compact set of action…

Computation and Language · Computer Science 2020-10-07 Shunyu Yao , Rohan Rao , Matthew Hausknecht , Karthik Narasimhan

Recent advancements in image and video synthesis have opened up new promise in generative games. One particularly intriguing application is transforming characters from anime films into interactive, playable entities. This allows players to…

Computer Vision and Pattern Recognition · Computer Science 2025-06-02 Junhao Cheng , Yuying Ge , Yixiao Ge , Jing Liao , Ying Shan

Game designs often center on the game mechanics---rules governing the logical evolution of the game. We seek to develop an intelligent system that generates computer games. As first steps towards this goal we present a composable and…

Artificial Intelligence · Computer Science 2019-08-06 Alexander Zook , Mark O. Riedl

We explore how interaction with large language models (LLMs) can give rise to emergent behaviors, empowering players to participate in the evolution of game narratives. Our testbed is a text-adventure game in which players attempt to solve…

Recent advances in scene-based video generation enable coherent visual narratives from structured prompts, yet a key aspect of storytelling -- character-driven dialogue and speech -- remains underexplored. We present a modular pipeline that…

Computer Vision and Pattern Recognition · Computer Science 2026-05-20 Taewon Kang , Ming C. Lin

Interactive Fiction games (IF games) are where players interact through natural language commands. While recent advances in Artificial Intelligence agents have reignited interest in IF games as a domain for studying decision-making,…

Computation and Language · Computer Science 2025-05-20 Jinming Zhang , Yunfei Long

Story generation has been a prominent application of Large Language Models (LLMs). However, understanding LLMs' ability to produce high-quality stories remains limited due to challenges in automatic evaluation methods and the high cost and…

Computation and Language · Computer Science 2025-06-13 Yi Wang , Max Kreminski

Existing multi-agent video generation systems use LLM agents to orchestrate neural video generators, producing visually impressive but semantically unreliable outputs with no ground truth annotations. We present an agentic system that…

Computer Vision and Pattern Recognition · Computer Science 2026-04-14 Nicolae Cudlenco , Mihai Masala , Marius Leordeanu

Interactive Fiction games are text-based simulations in which an agent interacts with the world purely through natural language. They are ideal environments for studying how to extend reinforcement learning agents to meet the challenges of…

Machine Learning · Computer Science 2020-01-27 Prithviraj Ammanabrolu , Matthew Hausknecht

The use of Large Language Models (LLMs) has become ubiquitous, with abundant applications in computational creativity. One such application is fictional story generation. Fiction is a narrative that occurs in a story world that is slightly…

Computation and Language · Computer Science 2024-08-16 Aisha Khatun , Daniel G. Brown

Conditional story generation is significant in human-machine interaction, particularly in producing stories with complex plots. While Large language models (LLMs) perform well on multiple NLP tasks, including story generation, it is…

Computation and Language · Computer Science 2023-10-25 Zhihua Wen , Zhiliang Tian , Wei Wu , Yuxin Yang , Yanqi Shi , Zhen Huang , Dongsheng Li

Automated visual story generation aims to produce stories with corresponding illustrations that exhibit coherence, progression, and adherence to characters' emotional development. This work proposes a story generation pipeline to co-create…

Artificial Intelligence · Computer Science 2023-01-10 Yuetian Chen , Ruohua Li , Bowen Shi , Peiru Liu , Mei Si

Autonomous scientific discovery with large language model (LLM)-based agents has recently made substantial progress, demonstrating the ability to automate end-to-end research workflows. However, existing systems largely rely on…

Computational Engineering, Finance, and Science · Computer Science 2026-01-29 Tengyue Xu , Zhuoyang Qian , Gaoge Liu , Li Ling , Zhentao Zhang , Biao Wu , Shuo Zhang , Ke Lu , Wei Shi , Ziqi Wang , Zheng Feng , Yan Luo , Shu Xu , Yongjin Chen , Zhibo Feng , Zhuo Chen , Bruce Yuan , Harry Wang , Kris Chen

Storytelling plays a central role in human socializing and entertainment. However, much of the research on automatic storytelling generation assumes that stories will be generated by an agent without any human interaction. In this paper, we…

Computation and Language · Computer Science 2020-11-23 Eric Nichols , Leo Gao , Randy Gomez

Automated storytelling has long captured the attention of researchers for the ubiquity of narratives in everyday life. However, it is challenging to maintain coherence and stay on-topic toward a specific ending when generating narratives…

Computation and Language · Computer Science 2022-05-17 Xiangyu Peng , Kaige Xie , Amal Alabdulkarim , Harshith Kayam , Samihan Dani , Mark O. Riedl

Every time an Interactive Storytelling (IS) system gets a player input, it is facing the world-update problem. Classical approaches to this problem consist in mapping that input to known preprogrammed actions, what can severely constrain…

Computation and Language · Computer Science 2025-04-11 Santiago Góngora , Luis Chiruzzo , Gonzalo Méndez , Pablo Gervás

Game development is a highly specialized task that relies on a complex game engine powered by complex programming languages, preventing many gaming enthusiasts from handling it. This paper introduces the Chat Game Engine (ChatGE) powered by…

Artificial Intelligence · Computer Science 2024-12-17 Jiale Hong , Hongqiu Wu , Hai Zhao