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In recent years, with the rapid advancement of large language models (LLMs), role-playing language agents (RPLAs) have emerged as a prominent research focus at the intersection of natural language processing (NLP) and human-computer…

计算与语言 · 计算机科学 2026-01-16 Ye Wang , Jiaxing Chen , Hongjiang Xiao

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…

计算与语言 · 计算机科学 2026-04-24 Hanwen Gu , Chao Guo , Junle Wang , Wenda Xie , Yisheng Lv

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…

计算机视觉与模式识别 · 计算机科学 2026-05-20 Taewon Kang , Ming C. Lin

Recent advancements in natural language processing, particularly with large language models (LLMs) like GPT-4, have significantly enhanced dialogue systems, enabling them to generate more natural and fluent conversations. Despite these…

计算与语言 · 计算机科学 2024-09-05 Zhiyang Qi , Michimasa Inaba

World models improve a learning agent's ability to efficiently operate in interactive and situated environments. This work focuses on the task of building world models of text-based game environments. Text-based games, or interactive…

机器学习 · 计算机科学 2021-10-22 Prithviraj Ammanabrolu , Mark O. Riedl

Automatic storytelling is challenging since it requires generating long, coherent natural language to describes a sensible sequence of events. Despite considerable efforts on automatic story generation in the past, prior work either is…

计算与语言 · 计算机科学 2019-02-20 Lili Yao , Nanyun Peng , Ralph Weischedel , Kevin Knight , Dongyan Zhao , Rui Yan

The rise of unifying frameworks that enable seamless interoperability of Large Language Models (LLMs) has made LLM-LLM collaboration for open-ended tasks a possibility. Despite this, there have not been efforts to explore such collaborative…

计算与语言 · 计算机科学 2025-02-12 Saranya Venkatraman , Nafis Irtiza Tripto , Dongwon Lee

Recent Large Language Models (LLMs) have shown remarkable capabilities in mimicking fictional characters or real humans in conversational settings. However, the realism and consistency of these responses can be further enhanced by providing…

计算与语言 · 计算机科学 2023-12-29 Seokhoon Jeong , Assentay Makhmud

Evaluating the creative capabilities of large language models (LLMs) in complex tasks often requires human assessments that are difficult to scale. We introduce a novel, scalable methodology for evaluating LLM story generation by analyzing…

计算与语言 · 计算机科学 2025-10-23 Hiroshi Nonaka , K. E. Perry

Interactive digital stories provide a sense of flexibility and freedom to players by allowing them to make choices at key junctions. These choices advance the narrative and determine, to some degree, how the story evolves for that player.…

人机交互 · 计算机科学 2024-06-25 Mengyu Chen , Marko Peljhan , Misha Sra

Large transformer-based language models (LMs) trained on huge text corpora have shown unparalleled generation capabilities. However, controlling attributes of the generated language (e.g. switching topic or sentiment) is difficult without…

计算与语言 · 计算机科学 2020-03-04 Sumanth Dathathri , Andrea Madotto , Janice Lan , Jane Hung , Eric Frank , Piero Molino , Jason Yosinski , Rosanne Liu

Creating an immersive and interactive theatrical experience is a long-term goal in the field of interactive narrative. The emergence of large language models (LLMs) provides a new path to achieve this goal. However, existing drama…

人工智能 · 计算机科学 2026-05-12 Shufan Jiang , Sizhou Chen , Chios Chen , Chi Zhang , Xiao-Lei Zhang , Xuelong Li

Interactive fictions, or text-adventures, are games in which a player interacts with a world entirely through textual descriptions and text actions. Text-adventure games are typically structured as puzzles or quests wherein the player must…

计算与语言 · 计算机科学 2020-08-20 Prithviraj Ammanabrolu , William Broniec , Alex Mueller , Jeremy Paul , Mark O. Riedl

The growing popularity of social deduction games has created an increasing need for intelligent frameworks where humans can collaborate with AI agents, particularly in post-pandemic contexts with heightened psychological and social…

计算与语言 · 计算机科学 2025-08-12 Qihui Fan , Wenbo Li , Enfu Nan , Yixiao Chen , Lei Lu , Pu Zhao , Yanzhi Wang

Large language models (LLMs) demonstrate strong reasoning abilities across mathematical, strategic, and linguistic tasks, yet little is known about how well they reason in dynamic, real-time, multi-agent scenarios, such as collaborative…

多智能体系统 · 计算机科学 2026-01-01 Shaurya Mallampati , Rashed Shelim , Walid Saad , Naren Ramakrishnan

We introduce a model for collaborative text aggregation in which an agent community coauthors a document, modeled as an unordered collection of paragraphs, using a dynamic mechanism: agents propose paragraphs and vote on those suggested by…

计算机科学与博弈论 · 计算机科学 2025-08-27 Avital Finanser , Nimrod Talmon

This study presents a theory-inspired visual narrative generative system that integrates conceptual principles-comic authoring idioms-with generative and language models to enhance the comic creation process. Our system combines human…

人工智能 · 计算机科学 2024-09-27 Yi-Chun Chen , Arnav Jhala

This work investigates whether knowledge-driven large language model (LLM)-based storytelling can support purposeful narrative interaction with a digital companion for older adults. To address known limitations of LLMs, including…

人工智能 · 计算机科学 2026-05-12 Jayalakshmi Baskar , Vera C. Kaelin , Kaan Kilic , Helena Lindgren

This paper introduces the concept of Language-Guided World Models (LWMs) -- probabilistic models that can simulate environments by reading texts. Agents equipped with these models provide humans with more extensive and efficient control,…

计算与语言 · 计算机科学 2024-09-06 Alex Zhang , Khanh Nguyen , Jens Tuyls , Albert Lin , Karthik Narasimhan

Accurate Story visualization requires several necessary elements, such as identity consistency across frames, the alignment between plain text and visual content, and a reasonable layout of objects in images. Most previous works endeavor to…

计算机视觉与模式识别 · 计算机科学 2023-05-31 Yuan Gong , Youxin Pang , Xiaodong Cun , Menghan Xia , Yingqing He , Haoxin Chen , Longyue Wang , Yong Zhang , Xintao Wang , Ying Shan , Yujiu Yang
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