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Ancient Chinese text processing presents unique challenges for large language models (LLMs) due to its distinct linguistic features, complex structural constraints, and rich cultural context. While existing benchmarks have primarily focused…

计算与语言 · 计算机科学 2025-03-21 Shangqing Zhao , Yuhao Zhou , Yupei Ren , Zhe Chen , Chenghao Jia , Fang Zhe , Zhaogaung Long , Shu Liu , Man Lan

In the context of the rapid development of large language models, we have meticulously trained and introduced the GujiBERT and GujiGPT language models, which are foundational models specifically designed for intelligent information…

计算与语言 · 计算机科学 2023-07-12 Dongbo Wang , Chang Liu , Zhixiao Zhao , Si Shen , Liu Liu , Bin Li , Haotian Hu , Mengcheng Wu , Litao Lin , Xue Zhao , Xiyu Wang

The rapid advancement of large reasoning models has saturated existing math benchmarks, underscoring the urgent need for more challenging evaluation frameworks. To address this, we introduce OlymMATH, a rigorously curated, Olympiad-level…

计算与语言 · 计算机科学 2026-04-14 Haoxiang Sun , Yingqian Min , Zhipeng Chen , Wayne Xin Zhao , Ji-Rong Wen

Due to the rapid advancements in multimodal large language models, evaluating their multimodal mathematical capabilities continues to receive wide attention. Despite the datasets like MathVista proposed benchmarks for assessing mathematical…

Classical Chinese, as the core carrier of Chinese culture, plays a crucial role in the inheritance and study of ancient literature. However, existing natural language processing models primarily optimize for Modern Chinese, resulting in…

计算与语言 · 计算机科学 2025-04-30 Xinyu Yao , Mengdi Wang , Bo Chen , Xiaobing Zhao

We introduce SuperCLUE-Math6(SC-Math6), a new benchmark dataset to evaluate the mathematical reasoning abilities of Chinese language models. SC-Math6 is designed as an upgraded Chinese version of the GSM8K dataset with enhanced difficulty,…

计算与语言 · 计算机科学 2024-02-05 Liang Xu , Hang Xue , Lei Zhu , Kangkang Zhao

Large language models (LLMs) have obtained promising results in mathematical reasoning, which is a foundational skill for human intelligence. Most previous studies focus on improving and measuring the performance of LLMs based on textual…

计算与语言 · 计算机科学 2024-11-04 Wentao Liu , Qianjun Pan , Yi Zhang , Zhuo Liu , Ji Wu , Jie Zhou , Aimin Zhou , Qin Chen , Bo Jiang , Liang He

This paper aims to advance the mathematical intelligence of machines by presenting the first Chinese mathematical pre-trained language model~(PLM) for effectively understanding and representing mathematical problems. Unlike other standard…

计算与语言 · 计算机科学 2022-06-14 Wayne Xin Zhao , Kun Zhou , Zheng Gong , Beichen Zhang , Yuanhang Zhou , Jing Sha , Zhigang Chen , Shijin Wang , Cong Liu , Ji-Rong Wen

To thoroughly assess the mathematical reasoning abilities of Large Language Models (LLMs), we need to carefully curate evaluation datasets covering diverse mathematical concepts and mathematical problems at different difficulty levels. In…

计算与语言 · 计算机科学 2024-09-09 Yan Liu , Renren Jin , Ling Shi , Zheng Yao , Deyi Xiong

Different from the traditional translation tasks, classical Chinese poetry translation requires both adequacy and fluency in translating culturally and historically significant content and linguistic poetic elegance. Large language models…

计算与语言 · 计算机科学 2024-12-31 Andong Chen , Lianzhang Lou , Kehai Chen , Xuefeng Bai , Yang Xiang , Muyun Yang , Tiejun Zhao , Min Zhang

General-purpose large language models demonstrate notable capabilities in language comprehension and generation, achieving results that are comparable to, or even surpass, human performance in many natural language processing tasks.…

计算与语言 · 计算机科学 2025-06-19 Shen Li , Renfen Hu , Lijun Wang

Large language models (LLMs) have showcased remarkable capabilities in understanding and generating language. However, their ability in comprehending ancient languages, particularly ancient Chinese, remains largely unexplored. To bridge…

计算与语言 · 计算机科学 2023-10-17 Yixuan Zhang , Haonan Li

The rapid advance in artificial intelligence technology has facilitated the prosperity of digital humanities research. Against such backdrop, research methods need to be transformed in the intelligent processing of ancient texts, which is a…

计算与语言 · 计算机科学 2023-04-18 Liu Chang , Wang Dongbo , Zhao Zhixiao , Hu Die , Wu Mengcheng , Lin Litao , Shen Si , Li Bin , Liu Jiangfeng , Zhang Hai , Zhao Lianzheng

Ancient Chinese texts present an area of enormous challenge and opportunity for humanities scholars interested in exploiting computational methods to assist in the development of new insights and interpretations of culturally significant…

计算与语言 · 计算机科学 2017-02-06 Colin Allen , Hongliang Luo , Jaimie Murdock , Jianghuai Pu , Xiaohong Wang , Yanjie Zhai , Kun Zhao

Chinese ancient documents, invaluable carriers of millennia of Chinese history and culture, hold rich knowledge across diverse fields but face challenges in digitization and understanding, i.e., traditional methods only scan images, while…

We present the Chinese Elementary School Math Word Problems (CMATH) dataset, comprising 1.7k elementary school-level math word problems with detailed annotations, source from actual Chinese workbooks and exams. This dataset aims to provide…

计算与语言 · 计算机科学 2023-06-30 Tianwen Wei , Jian Luan , Wei Liu , Shuang Dong , Bin Wang

Classical Chinese is a gateway to the rich heritage and wisdom of ancient China, yet its complexities pose formidable comprehension barriers for most modern people without specialized knowledge. While Large Language Models (LLMs) have shown…

计算与语言 · 计算机科学 2024-10-01 Jiahuan Cao , Dezhi Peng , Peirong Zhang , Yongxin Shi , Yang Liu , Kai Ding , Lianwen Jin

Given the importance of ancient Chinese in capturing the essence of rich historical and cultural heritage, the rapid advancements in Large Language Models (LLMs) necessitate benchmarks that can effectively evaluate their understanding of…

计算与语言 · 计算机科学 2024-03-12 Yuting Wei , Yuanxing Xu , Xinru Wei , Simin Yang , Yangfu Zhu , Yuqing Li , Di Liu , Bin Wu

In this paper, we focus on studying robustness evaluation of Chinese question matching. Most of the previous work on analyzing robustness issue focus on just one or a few types of artificial adversarial examples. Instead, we argue that it…

计算与语言 · 计算机科学 2022-05-26 Hongyu Zhu , Yan Chen , Jing Yan , Jing Liu , Yu Hong , Ying Chen , Hua Wu , Haifeng Wang

Mathematical reasoning remains one of the most challenging domains for large language models (LLMs), requiring not only linguistic understanding but also structured logical deduction and numerical precision. While recent LLMs demonstrate…

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