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Standard multi-task benchmarks are essential for developing pretraining models that can generalize to various downstream tasks. Existing benchmarks for natural language processing (NLP) usually focus only on understanding or generating…

Computation and Language · Computer Science 2022-01-19 Jian Guan , Zhuoer Feng , Yamei Chen , Ruilin He , Xiaoxi Mao , Changjie Fan , Minlie Huang

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…

Computation and Language · Computer Science 2023-10-17 Yanyang Li , Jianqiao Zhao , Duo Zheng , Zi-Yuan Hu , Zhi Chen , Xiaohui Su , Yongfeng Huang , Shijia Huang , Dahua Lin , Michael R. Lyu , Liwei Wang

The evaluation of large language models is an essential task in the field of language understanding and generation. As language models continue to advance, the need for effective benchmarks to assess their performance has become imperative.…

Computation and Language · Computer Science 2023-10-03 Chan-Jan Hsu , Chang-Le Liu , Feng-Ting Liao , Po-Chun Hsu , Yi-Chang Chen , Da-shan Shiu

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…

Computation and Language · Computer Science 2024-03-20 Chuang Liu , Linhao Yu , Jiaxuan Li , Renren Jin , Yufei Huang , Ling Shi , Junhui Zhang , Xinmeng Ji , Tingting Cui , Tao Liu , Jinwang Song , Hongying Zan , Sun Li , Deyi Xiong

Large language models (LLMs) excel in various NLP tasks and modern medicine, but their evaluation in traditional Chinese medicine (TCM) is underexplored. To address this, we introduce TCM3CEval, a benchmark assessing LLMs in TCM across…

Computation and Language · Computer Science 2025-03-11 Tianai Huang , Lu Lu , Jiayuan Chen , Lihao Liu , Junjun He , Yuping Zhao , Wenchao Tang , Jie Xu

The advancement of Large Language Models (LLMs) has led to significant enhancements in the performance of chatbot systems. Many researchers have dedicated their efforts to the development of bringing characteristics to chatbots. While there…

Computation and Language · Computer Science 2024-03-20 Xi Wang , Hongliang Dai , Shen Gao , Piji Li

Large language models (LLMs) are possessed of numerous beneficial capabilities, yet their potential inclination harbors unpredictable risks that may materialize in the future. We hence propose CRiskEval, a Chinese dataset meticulously…

Computation and Language · Computer Science 2024-06-10 Ling Shi , Deyi Xiong

The rapid evolution of multimodal large models has revolutionized the simulation of diverse characters in speech dialogue systems, enabling a novel interactive paradigm. Character attributes are manifested not only in textual responses but…

Machine Learning · Computer Science 2026-04-16 Dongjie Fu , Fangming Feng , Xize Cheng , Linjun Li , Zhou Zhao , Tao Jin

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,…

Computation and Language · Computer Science 2025-12-02 Guoqing Ma , Jia Zhu , Hanghui Guo , Weijie Shi , Yue Cui , Jiawei Shen , Zilong Li , Yidan Liang

In this paper, we introduce a novel psychological benchmark, CPsyExam, constructed from questions sourced from Chinese language examinations. CPsyExam is designed to prioritize psychological knowledge and case analysis separately,…

Computation and Language · Computer Science 2024-12-11 Jiahao Zhao , Jingwei Zhu , Minghuan Tan , Min Yang , Renhao Li , Di Yang , Chenhao Zhang , Guancheng Ye , Chengming Li , Xiping Hu , Derek F. Wong

Speech is essential for realistic role-playing, yet existing work on role-playing agents largely centers on text, leaving Speech Role-Playing Agents (SRPAs) underexplored and without systematic evaluation. We introduce SpeechRole, a unified…

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…

Computation and Language · Computer Science 2025-04-21 Dong Wang

Large Language Models (LLMs) have demonstrated their ability to replicate human behaviors across a wide range of scenarios. However, their capability in handling complex, multi-character social interactions has yet to be fully explored,…

Computation and Language · Computer Science 2024-03-06 Yuanzhi Liang , Linchao Zhu , Yi Yang

While Large Language Models (LLMs) have achieved remarkable success in cognitive and reasoning benchmarks, they exhibit a persistent deficit in anthropomorphic intelligence-the capacity to navigate complex social, emotional, and ethical…

Computation and Language · Computer Science 2025-12-29 Jiaxin Liu , Peiyi Tu , Wenyu Chen , Yihong Zhuang , Xinxia Ling , Anji Zhou , Chenxi Wang , Zhuo Han , Zhengkai Yang , Junbo Zhao , Zenan Huang , Yuanyuan Wang

Alignment has become a critical step for instruction-tuned Large Language Models (LLMs) to become helpful assistants. However, the effective evaluation of alignment for emerging Chinese LLMs is still largely unexplored. To fill in this gap,…

Large Language Models (LLMs) have demonstrated impressive capabilities in role-playing conversations and providing emotional support as separate research directions. However, there remains a significant research gap in combining these…

Computation and Language · Computer Science 2025-08-11 Lanlan Qiu , Xiao Pu , Yeqi Feng , Tianxing He

Large Language Models (LLMs) demonstrate remarkable ability to comprehend instructions and generate human-like text, enabling sophisticated agent simulation beyond basic behavior replication. However, the potential for creating freely…

Computation and Language · Computer Science 2025-09-17 Bohao Yang , Dong Liu , Chenghao Xiao , Kun Zhao , Chen Tang , Chao Li , Lin Yuan , Guang Yang , Chenghua Lin

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…

Computation and Language · Computer Science 2024-03-12 Yuting Wei , Yuanxing Xu , Xinru Wei , Simin Yang , Yangfu Zhu , Yuqing Li , Di Liu , Bin Wu

Speech large language models (SpeechLLMs) have extended human-machine interactions from the text modality to the dynamic speech domain. Spoken dialogues convey diverse information, including semantic concepts, acoustic variations,…

Computation and Language · Computer Science 2026-01-14 Heyang Liu , Yuhao Wang , Ziyang Cheng , Hongcheng Liu , Yiqi Li , Yixuan Hou , Ronghua Wu , Qunshan Gu , Yanfeng Wang , Yu Wang

Text-to-Table aims to generate structured tables to convey the key information from unstructured documents. Existing text-to-table datasets are typically oriented English, limiting the research in non-English languages. Meanwhile, the…

Computation and Language · Computer Science 2024-05-21 Haoxiang Shi , Jiaan Wang , Jiarong Xu , Cen Wang , Tetsuya Sakai