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Verbal feedback delivered by attending surgeons in the operating room plays a critical formative role in resident trainee skill acquisition. Yet, assessing the quality of trainer feedback and its effectiveness in influencing trainee…

Temporal Logic (TL) can be used to rigorously specify complex high-level specification for systems in many engineering applications. The translation between natural language (NL) and TL has been under-explored due to the lack of dataset and…

计算与语言 · 计算机科学 2024-03-25 Yongchao Chen , Rujul Gandhi , Yang Zhang , Chuchu Fan

The rapid advancement of large language models (LLMs) has significantly propelled progress in artificial intelligence, demonstrating substantial application potential across multiple specialized domains. Telecommunications operation…

计算与语言 · 计算机科学 2025-06-16 Yanyan Wang , Yingying Wang , Junli Liang , Yin Xu , Yunlong Liu , Yiming Xu , Zhengwang Jiang , Zhehe Li , Fei Li , Long Zhao , Kuang Xu , Qi Song , Xiangyang Li

Large Language Models (LLMs) leverage external tools primarily through generating the API request to enhance task completion efficiency. The accuracy of API request generation significantly determines the capability of LLMs to accomplish…

软件工程 · 计算机科学 2024-10-10 Huanxi Liu , Jiaqi Liao , Dawei Feng , Kele Xu , Huaimin Wang

Emergencies and critical incidents often unfold rapidly, necessitating a swift and effective response. In this research, we introduce a novel approach to identify and classify emergency situations from social media posts and direct…

计算与语言 · 计算机科学 2024-08-02 Hakan T. Otal , M. Abdullah Canbaz

Large language model-powered chatbots have transformed how people seek information, especially in high-stakes contexts like mental health. Despite their support capabilities, safe detection and response to crises such as suicidal ideation…

Task-oriented dialog (TOD) systems facilitate users in accomplishing complex, multi-turn tasks through natural language. While instruction-tuned large language models (LLMs) have demonstrated strong performance on a range of single-turn NLP…

计算与语言 · 计算机科学 2025-12-29 Moghis Fereidouni , Md Sajid Ahmed , Adib Mosharrof , A. B. Siddique

Psychological support hotlines serve as critical lifelines for crisis intervention but encounter significant challenges due to rising demand and limited resources. Large language models (LLMs) offer potential support in crisis assessments,…

计算与语言 · 计算机科学 2025-12-19 Guifeng Deng , Shuyin Rao , Tianyu Lin , Anlu Dai , Pan Wang , Junyi Xie , Haidong Song , Ke Zhao , Dongwu Xu , Zhengdong Cheng , Tao Li , Haiteng Jiang

With the continuous evolution and refinement of LLMs, they are endowed with impressive logical reasoning or vertical thinking capabilities. But can they think out of the box? Do they possess proficient lateral thinking abilities? Following…

计算与语言 · 计算机科学 2024-03-19 Shulin Huang , Shirong Ma , Yinghui Li , Mengzuo Huang , Wuhe Zou , Weidong Zhang , Hai-Tao Zheng

Reliable evaluation is essential for developing and deploying large language models, yet in practice it often requires substantial manual effort: practitioners must identify appropriate benchmarks, reproduce heterogeneous evaluation…

Professional fact-checkers rely on domain knowledge and deep contextual understanding to verify claims. Large language models (LLMs) and large reasoning models (LRMs) lack such grounding and primarily reason from available evidence alone,…

计算与语言 · 计算机科学 2026-04-16 Dhruv Sahnan , Subhabrata Dutta , Tanmoy Chakraborty , Preslav Nakov , Iryna Gurevych

Emotional support is a core capability in human-AI interaction, with applications including psychological counseling, role play, and companionship. However, existing evaluations of large language models (LLMs) often rely on short, static…

Effective prompt engineering is critical to realizing the promised productivity gains of large language models (LLMs) in knowledge-intensive tasks. Yet, many users struggle to craft prompts that yield high-quality outputs, limiting the…

人机交互 · 计算机科学 2025-10-02 Niklas Gutheil , Valentin Mayer , Leopold Müller , Jörg Rommelt , Niklas Kühl

This study investigates the implementation and efficacy of DeputyDev, an AI-powered code review assistant developed to address inefficiencies in the software development process. The process of code review is highly inefficient for several…

软件工程 · 计算机科学 2025-08-14 Vishal Khare , Vijay Saini , Deepak Sharma , Anand Kumar , Ankit Rana , Anshul Yadav

Current medical AI systems often fail to replicate real-world clinical reasoning, as they are predominantly trained and evaluated on static text and question-answer tasks. These tuning methods and benchmarks overlook critical aspects like…

计算与语言 · 计算机科学 2026-02-24 Zijie Liu , Xinyu Zhao , Jie Peng , Zhuangdi Zhu , Qingyu Chen , Kaidi Xu , Xia Hu , Tianlong Chen

This study investigates the use of a large language model system to improve efficiency and quality in emergency department (ED) discharge letter writing. Time constraints and infrastructural deficits make compliance with current discharge…

人工智能 · 计算机科学 2024-08-20 David Menzies , Sean Kirwan , Ahmad Albarqawi

Automated log analysis is crucial in modern software-intensive systems for facilitating program comprehension throughout software maintenance and engineering life cycles. Existing methods perform tasks such as log parsing and log anomaly…

软件工程 · 计算机科学 2024-01-29 Yilun Liu , Shimin Tao , Weibin Meng , Jingyu Wang , Wenbing Ma , Yanqing Zhao , Yuhang Chen , Hao Yang , Yanfei Jiang , Xun Chen

Recent advancements in large language models (LLMs) have shown their potential across both general and domain-specific tasks. However, there is a growing concern regarding their lack of sensitivity, factual incorrectness in responses,…

计算与语言 · 计算机科学 2025-12-01 Vivek Kumar , Pushpraj Singh Rajawat , Eirini Ntoutsi

Accurate evaluation of procedural communication compliance is essential in simulation-based training, particularly in safety-critical domains where adherence to compliance checklists reflects operational competence. This paper explores a…

人工智能 · 计算机科学 2026-05-26 Vishakha Lall , Yisi Liu

Large language models (LLMs) have demonstrated strong capabilities in using external tools to address user inquiries. However, most existing evaluations assume tool use in short contexts, offering limited insight into model behavior during…

计算与语言 · 计算机科学 2025-11-24 Beong-woo Kwak , Minju Kim , Dongha Lim , Hyungjoo Chae , Dongjin Kang , Sunghwan Kim , Dongil Yang , Jinyoung Yeo