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Automated data visualization plays a crucial role in simplifying data interpretation, enhancing decision-making, and improving efficiency. While large language models (LLMs) have shown promise in generating visualizations from natural…

计算与语言 · 计算机科学 2025-07-29 Mizanur Rahman , Md Tahmid Rahman Laskar , Shafiq Joty , Enamul Hoque

There is an increasing interest in the use of mathematical word problem (MWP) generation in educational assessment. Different from standard natural question generation, MWP generation needs to maintain the underlying mathematical operations…

计算与语言 · 计算机科学 2021-09-10 Tianqiao Liu , Qiang Fang , Wenbiao Ding , Hang Li , Zhongqin Wu , Zitao Liu

Advances in large language models (LLMs) offer new possibilities for enhancing math education by automating support for both teachers and students. While prior work has focused on generating math problems and high-quality distractors, the…

人工智能 · 计算机科学 2025-03-11 Jaewook Lee , Jeongah Lee , Wanyong Feng , Andrew Lan

Modern generative models have demonstrated the ability to solve challenging mathematical problems. In many real-world settings, however, mathematical solutions must be expressed visually through diagrams, plots, geometric constructions, and…

The integration of generative artificial intelligence (AI) into architectural design has advanced significantly, enabling the generation of text, images, and 3D models. However, prior AI applications lack support for text-to-parametric…

人机交互 · 计算机科学 2025-05-20 Guangxi Feng , Wei Yan

Generative AI models, particularly Text-to-Video (T2V) systems, offer a promising avenue for transforming science education by automating the creation of engaging and intuitive visual explanations. In this work, we take a first step toward…

计算机视觉与模式识别 · 计算机科学 2026-01-06 Megha Mariam K. M , Aditya Arun , Zakaria Laskar , C. V. Jawahar

Generating accurate and consistent visual aids is a critical challenge in mathematics education, where visual representations like geometric shapes and functions play a pivotal role in enhancing student comprehension. This paper introduces…

计算与语言 · 计算机科学 2024-11-11 Jeongwoo Lee , Kwangsuk Park , Jihyeon Park

Textbooks are one of the main mediums for delivering high-quality education to students. In particular, explanatory and illustrative visuals play a key role in retention, comprehension and general transfer of knowledge. However, many…

计算机视觉与模式识别 · 计算机科学 2023-10-23 Janvijay Singh , Vilém Zouhar , Mrinmaya Sachan

Math word problems (MWPs) are critical K-12 educational tools, and customizing them to students' interests and ability levels can enhance learning. However, teachers struggle to find time to customize MWPs for students given large class…

计算与语言 · 计算机科学 2026-04-14 Bryan R. Christ , Penelope Molitz , Beau LeBlond , Zachary Gottesman , Jonathan Kropko , Thomas Hartvigsen

Visual text evokes an image in a person's mind, while non-visual text fails to do so. A method to automatically detect visualness in text will enable text-to-image retrieval and generation models to augment text with relevant images. This…

计算与语言 · 计算机科学 2023-10-24 Gaurav Verma , Ryan A. Rossi , Christopher Tensmeyer , Jiuxiang Gu , Ani Nenkova

With the rapid advancement of mathematical reasoning capabilities in Large Language Models (LLMs), AI systems are increasingly being adopted in educational settings to support students' comprehension of problem-solving processes. However, a…

计算与语言 · 计算机科学 2025-12-18 Jaewoo Park , Jungyang Park , Dongju Jang , Jiwan Chung , Byungwoo Yoo , Jaewoo Shin , Seonjoon Park , Taehyeong Kim , Youngjae Yu

Visual metaphors are powerful rhetorical devices used to persuade or communicate creative ideas through images. Similar to linguistic metaphors, they convey meaning implicitly through symbolism and juxtaposition of the symbols. We propose a…

Recent breakthroughs in Vision-Language (V&L) joint research have achieved remarkable results in various text-driven tasks. High-quality Text-to-video (T2V), a task that has been long considered mission-impossible, was proven feasible with…

人工智能 · 计算机科学 2022-11-28 Yuxing Qiu , Feng Gao , Minchen Li , Govind Thattai , Yin Yang , Chenfanfu Jiang

Text-to-Visualization (Text2Vis) systems translate natural language queries over tabular data into concise answers and executable visualizations. While closed-source LLMs generate functional code, the resulting charts often lack semantic…

计算与语言 · 计算机科学 2026-01-09 Mizanur Rahman , Mohammed Saidul Islam , Md Tahmid Rahman Laskar , Shafiq Joty , Enamul Hoque

Text-to-image generation and text-guided image manipulation have received considerable attention in the field of image generation tasks. However, the mainstream evaluation methods for these tasks have difficulty in evaluating whether all…

计算机视觉与模式识别 · 计算机科学 2024-11-18 Mizuki Miyamoto , Ryugo Morita , Jinjia Zhou

Text-to-Image (TTI) generative models have shown great progress in the past few years in terms of their ability to generate complex and high-quality imagery. At the same time, these models have been shown to suffer from harmful biases,…

计算机视觉与模式识别 · 计算机科学 2024-07-18 Aditya Chinchure , Pushkar Shukla , Gaurav Bhatt , Kiri Salij , Kartik Hosanagar , Leonid Sigal , Matthew Turk

Solving mathematical word problems (MWPs) automatically is challenging, primarily due to the semantic gap between human-readable words and machine-understandable logics. Despite the long history dated back to the1960s, MWPs have regained…

计算与语言 · 计算机科学 2019-04-30 Dongxiang Zhang , Lei Wang , Luming Zhang , Bing Tian Dai , Heng Tao Shen

Text-to-Image (T2I) models are capable of generating high-quality artistic creations and visual content. However, existing research and evaluation standards predominantly focus on image realism and shallow text-image alignment, lacking a…

计算机视觉与模式识别 · 计算机科学 2025-11-20 Yuwei Niu , Munan Ning , Mengren Zheng , Weiyang Jin , Bin Lin , Peng Jin , Jiaqi Liao , Chaoran Feng , Kunpeng Ning , Bin Zhu , Li Yuan

With the rapid progress of Multimodal LLMs, evaluating their mathematical reasoning capabilities has become an increasingly important research direction. In particular, visual-textual mathematical reasoning serves as a key indicator of an…

计算机视觉与模式识别 · 计算机科学 2026-02-24 Hao Liang , Linzhuang Sun , Minxuan Zhou , Zirong Chen , Meiyi Qiang , Mingan Lin , Tianpeng Li , Fan Yang , Zenan Zhou , Wentao Zhang

As large language models have demonstrated impressive performance in many domains, recent works have adopted language models (LMs) as controllers of visual modules for vision-and-language tasks. While existing work focuses on equipping LMs…

计算机视觉与模式识别 · 计算机科学 2023-10-30 Jaemin Cho , Abhay Zala , Mohit Bansal
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