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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.…

计算与语言 · 计算机科学 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…

计算与语言 · 计算机科学 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…

多媒体 · 计算机科学 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…

计算与语言 · 计算机科学 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…

计算与语言 · 计算机科学 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…

人机交互 · 计算机科学 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…

人工智能 · 计算机科学 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…

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 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…

计算与语言 · 计算机科学 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…

计算与语言 · 计算机科学 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…

计算与语言 · 计算机科学 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…

计算机与社会 · 计算机科学 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…

计算与语言 · 计算机科学 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…

数字图书馆 · 计算机科学 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…

计算机视觉与模式识别 · 计算机科学 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…

计算与语言 · 计算机科学 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…

计算机视觉与模式识别 · 计算机科学 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…

计算机视觉与模式识别 · 计算机科学 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…

计算与语言 · 计算机科学 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…

计算与语言 · 计算机科学 2022-06-20 Patrícia Schmidtová , Dávid Javorský , Christián Mikláš , Tomáš Musil , Rudolf Rosa , Ondřej Dušek