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Peer review is a critical component of scientific progress in the fields like AI, but the rapid increase in submission volume has strained the reviewing system, which inevitably leads to reviewer shortages and declines review quality.…

Computation and Language · Computer Science 2026-03-16 Daoze Zhang , Zhijian Bao , Sihang Du , Zhiyi Zhao , Kuangling Zhang , Dezheng Bao , Yang Yang

Recent text generation models are easy to generate relevant and fluent text for the given text, while lack of causal reasoning ability when we change some parts of the given text. Counterfactual story rewriting is a recently proposed task…

Computation and Language · Computer Science 2021-04-05 Changying Hao , Liang Pang , Yanyan Lan , Yan Wang , Jiafeng Guo , Xueqi Cheng

Video storytelling is engaging multimedia content that utilizes video and its accompanying narration to attract the audience, where a key challenge is creating narrations for recorded visual scenes. Previous studies on dense video…

Multimedia · Computer Science 2024-12-31 Dingyi Yang , Chunru Zhan , Ziheng Wang , Biao Wang , Tiezheng Ge , Bo Zheng , Qin Jin

LLMs have advanced text-to-SQL generation, yet monolithic architectures struggle with complex reasoning and schema diversity. We propose AGENTIQL, an agent-inspired multi-expert framework that combines a reasoning agent for question…

Computation and Language · Computer Science 2025-10-15 Omid Reza Heidari , Siobhan Reid , Yassine Yaakoubi

Recent advancements in self-attention neural network architectures have raised the bar for open-ended text generation. Yet, while current methods are capable of producing a coherent text which is several hundred words long, attaining…

Computation and Language · Computer Science 2020-12-09 Eyal Orbach , Yoav Goldberg

We define "visual story-writing" as using visual representations of story elements to support writing and revising narrative texts. To demonstrate this approach, we developed a text editor that automatically visualizes a graph of entity…

Human-Computer Interaction · Computer Science 2025-08-01 Damien Masson , Zixin Zhao , Fanny Chevalier

Large language models (LLMs) serve as an active and promising field of generative artificial intelligence and have demonstrated abilities to perform complex tasks in multiple domains, including mathematical and scientific reasoning. In this…

Artificial Intelligence · Computer Science 2026-03-03 Ao Cheng , Lei Zhang , Guowei He

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…

Computation and Language · Computer Science 2019-02-20 Lili Yao , Nanyun Peng , Ralph Weischedel , Kevin Knight , Dongyan Zhao , Rui Yan

The advent of large pre-trained language models has made it possible to make high-quality predictions on how to add or change a sentence in a document. However, the high branching factor inherent to text generation impedes the ability of…

Computation and Language · Computer Science 2021-06-15 Zeqiu Wu , Michel Galley , Chris Brockett , Yizhe Zhang , Bill Dolan

Synthesizing informative commercial reports from massive and noisy web sources is critical for high-stakes business decisions. Although current deep research agents achieve notable progress, their reports still remain limited in terms of…

Computation and Language · Computer Science 2026-01-09 Mingyue Cheng , Daoyu Wang , Qi Liu , Shuo Yu , Xiaoyu Tao , Yuqian Wang , Chengzhong Chu , Yu Duan , Mingkang Long , Enhong Chen

The evolution of AI systems toward agentic operation and context-aware retrieval necessitates transforming unstructured text into structured formats like tables, knowledge graphs, and charts. While such conversions enable critical…

Computation and Language · Computer Science 2025-08-19 Zheye Deng , Chunkit Chan , Tianshi Zheng , Wei Fan , Weiqi Wang , Yangqiu Song

Reproducibility crises across sciences highlight the limitations of the paper-centric review system in assessing the rigor and reproducibility of research. AI agents that autonomously design and generate large volumes of research outputs…

Computers and Society · Computer Science 2026-02-24 Xiaoyan Bai , Alexander Baumgartner , Haojia Sun , Ari Holtzman , Chenhao Tan

Digital storytelling, essential in entertainment, education, and marketing, faces challenges in production scalability and flexibility. The StoryAgent framework, introduced in this paper, utilizes Large Language Models and generative tools…

Computation and Language · Computer Science 2024-06-24 Samuel S. Sohn , Danrui Li , Sen Zhang , Che-Jui Chang , Mubbasir Kapadia

The reproducibility of scientific articles is central to the advancement of science. Despite this importance, evaluating reproducibility remains challenging due to the scarcity of ground truth data. Predictive models can address this…

Digital Libraries · Computer Science 2024-10-25 Akhil Pandey Akella , Sagnik Ray Choudhury , David Koop , Hamed Alhoori

Academic poster generation is a crucial yet challenging task in scientific communication, requiring the compression of long-context interleaved documents into a single, visually coherent page. To address this challenge, we introduce the…

Computer Vision and Pattern Recognition · Computer Science 2025-10-31 Wei Pang , Kevin Qinghong Lin , Xiangru Jian , Xi He , Philip Torr

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

Large multimodal models have enabled one-click storybook generation, where users provide a short description and receive a multi-page illustrated story. However, the underlying story state, such as characters, world settings, and page-level…

Computer Vision and Pattern Recognition · Computer Science 2026-02-03 Ayushman Sarkar , Zhenyu Yu , Wei Tang , Chu Chen , Kangning Cui , Mohd Yamani Idna Idris

This paper introduces StoryAnchors, a unified framework for generating high-quality, multi-scene story frames with strong temporal consistency. The framework employs a bidirectional story generator that integrates both past and future…

Computer Vision and Pattern Recognition · Computer Science 2025-05-20 Bo Wang , Haoyang Huang , Zhiying Lu , Fengyuan Liu , Guoqing Ma , Jianlong Yuan , Yuan Zhang , Nan Duan , Daxin Jiang

Visual Storytelling is a challenging multimodal task between Vision & Language, where the purpose is to generate a story for a stream of images. Its difficulty lies on the fact that the story should be both grounded to the image sequence…

Computation and Language · Computer Science 2025-08-21 Admitos Passadakis , Yingjin Song , Albert Gatt

We present a novel approach to generating scripts by using agents with different personality types. To manage character interaction in the script, we employ simulated dramatic networks. Automatic and human evaluation on multiple criteria…

Computation and Language · Computer Science 2022-06-20 Patrícia Schmidtová , Dávid Javorský , Christián Mikláš , Tomáš Musil , Rudolf Rosa , Ondřej Dušek
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