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This study aims to test and evaluate the capabilities and characteristics of current mainstream Visual Language Models (VLMs) in generating critiques for traditional Chinese painting. To achieve this, we first developed a quantitative…

计算与语言 · 计算机科学 2026-02-03 Haorui Yu , Ramon Ruiz-Dolz , Qiufeng Yi

The glyphic writing system of Chinese incorporates information-rich visual features in each character, such as radicals that provide hints about meaning or pronunciation. However, there has been no investigation into whether contemporary…

计算与语言 · 计算机科学 2025-01-31 Xiaofeng Wu , Karl Stratos , Wei Xu

Chinese is a logographic writing system, and the shape of Chinese characters contain rich syntactic and semantic information. In this paper, we propose a model to learn Chinese word embeddings via three-level composition: (1) a…

计算与语言 · 计算机科学 2019-03-26 Chi Sun , Xipeng Qiu , Xuanjing Huang

Despite rapid progress in vision-language and large language models (VLMs and LLMs), their effectiveness for AI-driven educational assessment in real-world, underrepresented classrooms remains largely unexplored. We evaluate…

计算与语言 · 计算机科学 2026-04-02 Nurul Aisyah , Muhammad Dehan Al Kautsar , Arif Hidayat , Raqib Chowdhury , Fajri Koto

In this paper, we propose a comprehensive evaluation benchmark for Visual Language Models (VLM) in Traditional Chinese. Our evaluation suite, the first of its kind, contains two complementary components: (1) VisTW-MCQ, a collection of…

计算与语言 · 计算机科学 2025-03-18 Zhi Rui Tam , Ya-Ting Pai , Yen-Wei Lee , Yun-Nung Chen

Chinese Spell Checking (CSC) aims to detect and correct spelling errors in sentences. Despite Large Language Models (LLMs) exhibit robust capabilities and are widely applied in various tasks, their performance on CSC is often…

计算与语言 · 计算机科学 2024-10-29 Kunting Li , Yong Hu , Liang He , Fandong Meng , Jie Zhou

Despite the rapid development of Chinese vision-language models (VLMs), most existing Chinese vision-language (VL) datasets are constructed on Western-centric images from existing English VL datasets. The cultural bias in the images makes…

计算机视觉与模式识别 · 计算机科学 2024-07-02 Yuxuan Wang , Yijun Liu , Fei Yu , Chen Huang , Kexin Li , Zhiguo Wan , Wanxiang Che

The adoption of tablets with touchscreens and styluses is increasing, and a key feature is converting handwriting to text, enabling search, indexing, and AI assistance. Meanwhile, vision-language models (VLMs) are now the go-to solution for…

计算机视觉与模式识别 · 计算机科学 2024-02-26 Anastasiia Fadeeva , Philippe Schlattner , Andrii Maksai , Mark Collier , Efi Kokiopoulou , Jesse Berent , Claudiu Musat

Traditional approaches for handwritten Chinese character recognition suffer in classifying similar characters. In this paper, we propose to discriminate similar handwritten Chinese characters by using weakly supervised learning. Our…

计算机视觉与模式识别 · 计算机科学 2015-09-22 Zhibo Yang , Huanle Xu , Keda Fu , Yong Xia

Recent advancements in Vision-Language Models (VLMs) have opened new possibilities in automatic grading of handwritten student responses, particularly in mathematics. However, a comprehensive study to test the ability of VLMs to evaluate…

计算机视觉与模式识别 · 计算机科学 2025-03-13 Oikantik Nath , Hanani Bathina , Mohammed Safi Ur Rahman Khan , Mitesh M. Khapra

In the evolving landscape of multimodal language models, understanding the nuanced meanings conveyed through visual cues - such as satire, insult, or critique - remains a significant challenge. Existing evaluation benchmarks primarily focus…

机器学习 · 计算机科学 2025-02-25 Xiaofei Yin , Yijie Hong , Ya Guo , Yi Tu , Weiqiang Wang , Gongshen Liu , Huijia zhu

Writing is a universal cultural technology that reuses vision for symbolic communication. Humans display striking resilience: we readily recognize words even when characters are fragmented, fused, or partially occluded. This paper…

计算机视觉与模式识别 · 计算机科学 2025-12-03 Jie Zhang , Ting Xu , Gelei Deng , Runyi Hu , Han Qiu , Tianwei Zhang , Qing Guo , Ivor Tsang

With the continuous emergence of Chinese Large Language Models (LLMs), how to evaluate a model's capabilities has become an increasingly significant issue. The absence of a comprehensive Chinese benchmark that thoroughly assesses a model's…

Assessing artistic creativity is foundational to creativity research and arts education, yet manual scoring (e.g., Torrance Tests of Creative Thinking) is labor-intensive at scale. Prior machine-learning approaches show promise for visual…

计算机视觉与模式识别 · 计算机科学 2026-02-17 Zhehan Zhang , Meihua Qian , Li Luo , Siyu Huang , Chaoyi Zhou , Ripon Saha , Xinxin Song

With the rapid evolution of large language models (LLMs), there is a growing concern that they may pose risks or have negative social impacts. Therefore, evaluation of human values alignment is becoming increasingly important. Previous work…

Rhetoric recognition is a critical component in automated essay scoring. By identifying rhetorical elements in student writing, AI systems can better assess linguistic and higher-order thinking skills, making it an essential task in the…

计算与语言 · 计算机科学 2026-04-17 Yuxuan Lai , Xiajing Wang , Chen Zheng

With the rise of online learning, the demand for efficient and consistent assessment in mathematics has significantly increased over the past decade. Machine Learning (ML), particularly Natural Language Processing (NLP), has been widely…

机器学习 · 计算机科学 2025-07-08 Behnam Parsaeifard , Martin Hlosta , Per Bergamin

Automated grading systems have enabled scalable assessment for many response types, but handwritten mathematics remains a barrier due to the complexity of multi-step solutions. Vision-capable large language models (LLMs) offer new…

计算机与社会 · 计算机科学 2026-05-20 Jacob Levine , Miguel Aenlle , Craig Zilles , Matthew West , Mariana Silva

Writing assistance is an application closely related to human life and is also a fundamental Natural Language Processing (NLP) research field. Its aim is to improve the correctness and quality of input texts, with character checking being…

计算与语言 · 计算机科学 2023-11-21 Yinghui Li , Zishan Xu , Shaoshen Chen , Haojing Huang , Yangning Li , Yong Jiang , Zhongli Li , Qingyu Zhou , Hai-Tao Zheng , Ying Shen

Evaluating the alignment capabilities of large Vision-Language Models (VLMs) is essential for determining their effectiveness as helpful assistants. However, existing benchmarks primarily focus on basic abilities using nonverbal methods,…

计算与语言 · 计算机科学 2025-06-05 Yuhang Wu , Wenmeng Yu , Yean Cheng , Yan Wang , Xiaohan Zhang , Jiazheng Xu , Ming Ding , Yuxiao Dong
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