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Large Language Models(LLMs) have demonstrated remarkable performance across various natural language processing tasks; however, how to comprehensively and accurately assess their performance becomes an urgent issue to be addressed. This…

计算与语言 · 计算机科学 2024-02-27 Xiaotian Zhang , Chunyang Li , Yi Zong , Zhengyu Ying , Liang He , Xipeng Qiu

Recent advances in mobile Graphical User Interface (GUI) agents highlight the growing need for comprehensive evaluation benchmarks. While new online benchmarks offer more realistic testing than offline ones, they tend to focus on the…

计算与语言 · 计算机科学 2026-01-30 Qinzhuo Wu , Zhizhuo Yang , Hanhao Li , Pengzhi Gao , Wei Liu , Jian Luan

Spoken Dialogue Models (SDMs) have recently attracted significant attention for their ability to generate voice responses directly to users' spoken queries. Despite their increasing popularity, there exists a gap in research focused on…

计算与语言 · 计算机科学 2025-10-07 Chengqian Ma , Wei Tao , Yiwen Guo

Large Language Models (LLMs), such as ChatGPT and GPT-4, have dramatically transformed natural language processing research and shown promising strides towards Artificial General Intelligence (AGI). Nonetheless, the high costs associated…

计算与语言 · 计算机科学 2024-02-26 Yiming Cui , Ziqing Yang , Xin Yao

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

Holistically measuring societal biases of large language models is crucial for detecting and reducing ethical risks in highly capable AI models. In this work, we present a Chinese Bias Benchmark dataset that consists of over 100K questions…

计算与语言 · 计算机科学 2023-06-29 Yufei Huang , Deyi Xiong

As large language models (LLMs) advance in role-playing (RP) tasks, existing benchmarks quickly become obsolete due to their narrow scope, outdated interaction paradigms, and limited adaptability across diverse application scenarios. To…

计算与语言 · 计算机科学 2026-04-07 Haotian Wu , Shufan Jiang , Chios Chen , Yiyang Feng , Hehai Lin , Heqing Zou , Yao Shu , Chengwei Qin

Medical conversational AI (AI) plays a pivotal role in the development of safer and more effective medical dialogue systems. However, existing benchmarks and evaluation frameworks for assessing the information-gathering and diagnostic…

计算与语言 · 计算机科学 2026-01-08 Lecheng Gong , Weimin Fang , Ting Yang , Dongjie Tao , Chunxiao Guo , Peng Wei , Bo Xie , Jinqun Guan , Zixiao Chen , Fang Shi , Jinjie Gu , Junwei Liu

Recent advancements in reference-free learned metrics for open-domain dialogue evaluation have been driven by the progress in pre-trained language models and the availability of dialogue data with high-quality human annotations. However,…

计算与语言 · 计算机科学 2023-10-16 Chen Zhang , Luis Fernando D'Haro , Chengguang Tang , Ke Shi , Guohua Tang , Haizhou Li

Large language models (LLMs), like ChatGPT and GPT-4, have demonstrated remarkable abilities in natural language understanding and generation. However, alongside their positive impact on our daily tasks, they can also produce harmful…

计算与语言 · 计算机科学 2023-10-10 Liang Xu , Kangkang Zhao , Lei Zhu , Hang Xue

The growing need for psychological support due to increasing pressures has exposed the scarcity of relevant datasets, particularly in non-English languages. To address this, we propose a framework that leverages limited real-world data and…

计算与语言 · 计算机科学 2025-07-11 Yuanchen Shi , Longyin Zhang , Fang Kong

Many classical fairy tales, fiction, and screenplays leverage dialogue to advance story plots and establish characters. We present the first study to explore whether machines can understand and generate dialogue in stories, which requires…

计算与语言 · 计算机科学 2022-12-13 Jianzhu Yao , Ziqi Liu , Jian Guan , Minlie Huang

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

This survey explores the burgeoning field of role-playing with language models, focusing on their development from early persona-based models to advanced character-driven simulations facilitated by Large Language Models (LLMs). Initially…

人工智能 · 计算机科学 2025-01-13 Nuo Chen , Yan Wang , Yang Deng , Jia Li

Although pre-trained language models have remarkably enhanced the generation ability of dialogue systems, open-domain Chinese dialogue systems are still limited by the dialogue data and the model size compared with English ones. In this…

The rapid advancements in large language models (LLMs) have presented challenges in evaluating those models. Existing evaluation methods are either reference-based or preference based, which inevitably need human intervention or introduce…

计算与语言 · 计算机科学 2023-08-22 Dan Qiao , Chenfei Wu , Yaobo Liang , Juntao Li , Nan Duan

With the increasing intelligence and autonomy of LLM agents, their potential applications in the legal domain are becoming increasingly apparent. However, existing general-domain benchmarks cannot fully capture the complexity and subtle…

计算与语言 · 计算机科学 2024-12-24 Haitao Li , Junjie Chen , Jingli Yang , Qingyao Ai , Wei Jia , Youfeng Liu , Kai Lin , Yueyue Wu , Guozhi Yuan , Yiran Hu , Wuyue Wang , Yiqun Liu , Minlie Huang

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

Large Language Models (LLMs) have demonstrated remarkable capabilities in modern medicine, yet their application in Traditional Chinese Medicine (TCM) remains severely limited by the absence of standardized benchmarks and the scarcity of…

Code repair is a fundamental task in software development, facilitating efficient bug resolution and software maintenance. Although large language models (LLMs) have demonstrated considerable potential in automated code repair, their…

软件工程 · 计算机科学 2026-02-27 Dekun Dai , MingWei Liu , Anji Li , Jialun Cao , Yanlin Wang , Chong Wang , Xin Peng , Zibin Zheng