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With the accelerating development of Large Language Models (LLMs), many LLMs are beginning to be used in the Chinese K-12 education domain. The integration of LLMs and education is getting closer and closer, however, there is currently no…

计算与语言 · 计算机科学 2024-01-30 Jinchang Hou , Chang Ao , Haihong Wu , Xiangtao Kong , Zhigang Zheng , Daijia Tang , Chengming Li , Xiping Hu , Ruifeng Xu , Shiwen Ni , Min Yang

In light of recent breakthroughs in large language models (LLMs) that have revolutionized natural language processing (NLP), there is an urgent need for new benchmarks to keep pace with the fast development of LLMs. In this paper, we…

计算与语言 · 计算机科学 2024-05-20 Jie Zhu , Junhui Li , Yalong Wen , Lifan Guo

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

The rapid development of Chinese large language models (LLMs) poses big challenges for efficient LLM evaluation. While current initiatives have introduced new benchmarks or evaluation platforms for assessing Chinese LLMs, many of these…

Developing Large Language Models (LLMs) with robust long-context capabilities has been the recent research focus, resulting in the emergence of long-context LLMs proficient in Chinese. However, the evaluation of these models remains…

计算与语言 · 计算机科学 2024-10-17 Zexuan Qiu , Jingjing Li , Shijue Huang , Xiaoqi Jiao , Wanjun Zhong , Irwin King

Purpose: The rapid emergence of large language models (LLMs) such as ChatGPT has significantly impacted foreign language education, yet their pedagogical grammar competence remains under-assessed. This paper introduces CPG-EVAL, the first…

计算与语言 · 计算机科学 2025-04-21 Dong Wang

As the capabilities of large language models (LLMs) continue to advance, evaluating their performance becomes increasingly crucial and challenging. This paper aims to bridge this gap by introducing CMMLU, a comprehensive Chinese benchmark…

计算与语言 · 计算机科学 2024-01-19 Haonan Li , Yixuan Zhang , Fajri Koto , Yifei Yang , Hai Zhao , Yeyun Gong , Nan Duan , Timothy Baldwin

In the agricultural domain, the deployment of large language models (LLMs) is hindered by the lack of training data and evaluation benchmarks. To mitigate this issue, we propose AgriEval, the first comprehensive Chinese agricultural…

计算与语言 · 计算机科学 2025-07-30 Lian Yan , Haotian Wang , Chen Tang , Haifeng Liu , Tianyang Sun , Liangliang Liu , Yi Guan , Jingchi Jiang

Over the past year, there has been a notable rise in the use of large language models (LLMs) for academic research and industrial practices within the cybersecurity field. However, it remains a lack of comprehensive and publicly accessible…

密码学与安全 · 计算机科学 2025-01-20 Zhengmin Yu , Jiutian Zeng , Siyi Chen , Wenhan Xu , Dandan Xu , Xiangyu Liu , Zonghao Ying , Nan Wang , Yuan Zhang , Min Yang

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

Recent advancements in large language models (LLMs) have transformed the field of question answering (QA). However, evaluating LLMs in the medical field is challenging due to the lack of standardized and comprehensive datasets. To address…

As the capabilities of large multimodal models (LMMs) continue to advance, evaluating the performance of LMMs emerges as an increasing need. Additionally, there is an even larger gap in evaluating the advanced knowledge and reasoning…

Large language models (LLMs) demonstrate significant potential for educational applications. However, their unscrutinized deployment poses risks to educational standards, underscoring the need for rigorous evaluation. We introduce EduEval,…

计算与语言 · 计算机科学 2025-12-02 Guoqing Ma , Jia Zhu , Hanghui Guo , Weijie Shi , Yue Cui , Jiawei Shen , Zilong Li , Yidan Liang

Online education platforms have significantly transformed the dissemination of educational resources by providing a dynamic and digital infrastructure. With the further enhancement of this transformation, the advent of Large Language Models…

人工智能 · 计算机科学 2024-09-26 Qian-Wen Zhang , Haochen Wang , Fang Li , Siyu An , Lingfeng Qiao , Liangcai Gao , Di Yin , Xing Sun

Large language models (LLMs) have demonstrated exceptional capabilities in general domains, yet their application in highly specialized and culturally-rich fields like Traditional Chinese Medicine (TCM) requires rigorous and nuanced…

计算与语言 · 计算机科学 2025-11-18 Tianai Huang , Jiayuan Chen , Lu Lu , Pengcheng Chen , Tianbin Li , Bing Han , Wenchao Tang , Jie Xu , Ming Li

Large language models (LLMs) have made significant progress in natural language processing tasks and demonstrate considerable potential in the legal domain. However, legal applications demand high standards of accuracy, reliability, and…

计算与语言 · 计算机科学 2024-11-27 Haitao Li , You Chen , Qingyao Ai , Yueyue Wu , Ruizhe Zhang , Yiqun Liu

The rapid advancement of large language models (LLMs) necessitates the development of new benchmarks to accurately assess their capabilities. To address this need for Vietnamese, this work aims to introduce ViLLM-Eval, the comprehensive…

计算与语言 · 计算机科学 2024-04-19 Trong-Hieu Nguyen , Anh-Cuong Le , Viet-Cuong Nguyen

Recent NLP tasks have benefited a lot from pre-trained language models (LM) since they are able to encode knowledge of various aspects. However, current LM evaluations focus on downstream performance, hence lack to comprehensively inspect…

计算与语言 · 计算机科学 2020-12-01 Zhiruo Wang , Renfen Hu

Reasoning stands as a cornerstone of intelligence, enabling the synthesis of existing knowledge to solve complex problems. Despite remarkable progress, existing reasoning benchmarks often fail to rigorously evaluate the nuanced reasoning…

The critical field of psychology necessitates a comprehensive benchmark to enhance the evaluation and development of domain-specific Large Language Models (LLMs). Existing MMLU-type benchmarks, such as C-EVAL and CMMLU, include…

计算与语言 · 计算机科学 2024-06-18 Junlei Zhang , Hongliang He , Nirui Song , Zhanchao Zhou , Shuyuan He , Shuai Zhang , Huachuan Qiu , Anqi Li , Yong Dai , Lizhi Ma , Zhenzhong Lan
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