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Laws and their interpretations, legal arguments and agreements\ are typically expressed in writing, leading to the production of vast corpora of legal text. Their analysis, which is at the center of legal practice, becomes increasingly…

Computation and Language · Computer Science 2022-11-09 Ilias Chalkidis , Abhik Jana , Dirk Hartung , Michael Bommarito , Ion Androutsopoulos , Daniel Martin Katz , Nikolaos Aletras

Clinical diagnosis is critical in medical practice, typically requiring a continuous and evolving process that includes primary diagnosis, differential diagnosis, and final diagnosis. However, most existing clinical diagnostic tasks are…

Artificial Intelligence · Computer Science 2024-12-17 Ruihui Hou , Shencheng Chen , Yongqi Fan , Guangya Yu , Lifeng Zhu , Jing Sun , Jingping Liu , Tong Ruan

Large language models have made tremendous progress in recent years, but low-resource languages, like Tibetan, remain significantly underrepresented in their evaluation. Despite Tibetan being spoken by over seven million people, it has…

Medical report interpretation plays a crucial role in healthcare, enabling both patient-facing explanations and effective information flow across clinical systems. While recent vision-language models (VLMs) and large language models (LLMs)…

Computer Vision and Pattern Recognition · Computer Science 2025-08-26 Fangxin Shang , Yuan Xia , Dalu Yang , Yahui Wang , Binglin Yang

Current researches on spoken language understanding (SLU) heavily are limited to a simple setting: the plain text-based SLU that takes the user utterance as input and generates its corresponding semantic frames (e.g., intent and slots).…

Computation and Language · Computer Science 2022-01-13 Xiao Xu , Libo Qin , Kaiji Chen , Guoxing Wu , Linlin Li , Wanxiang Che

Large language models (LLMs) have performed remarkably well in various natural language processing tasks by benchmarking, including in the Western medical domain. However, the professional evaluation benchmarks for LLMs have yet to be…

Computation and Language · Computer Science 2024-06-04 Wenjing Yue , Xiaoling Wang , Wei Zhu , Ming Guan , Huanran Zheng , Pengfei Wang , Changzhi Sun , Xin Ma

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

Pre-trained language models (PLMs), such as BERT and GPT, have revolutionized the field of NLP, not only in the general domain but also in the biomedical domain. Most prior efforts in building biomedical PLMs have resorted simply to domain…

Computation and Language · Computer Science 2022-03-03 Quan Wang , Songtai Dai , Benfeng Xu , Yajuan Lyu , Yong Zhu , Hua Wu , Haifeng Wang

Reliable evaluation benchmarks designed for replicability and comprehensiveness have driven progress in machine learning. Due to the lack of a multilingual benchmark, however, vision-and-language research has mostly focused on English…

Computation and Language · Computer Science 2022-07-19 Emanuele Bugliarello , Fangyu Liu , Jonas Pfeiffer , Siva Reddy , Desmond Elliott , Edoardo Maria Ponti , Ivan Vulić

Multimodal large language models (MLLMs) demonstrate considerable potential in clinical diagnostics, a domain that inherently requires synthesizing complex visual and textual data alongside consulting authoritative medical literature.…

Computation and Language · Computer Science 2026-03-23 Yannian Gu , Zhongzhen Huang , Linjie Mu , Xizhuo Zhang , Shaoting Zhang , Xiaofan Zhang

Large language models (LLMs) have shown potential in biomedical applications, leading to efforts to fine-tune them on domain-specific data. However, the effectiveness of this approach remains unclear. This study evaluates the performance of…

Large Language Models (LLMs) has made significant progress in a number of professional fields, including medicine, law, and finance. However, in traditional Chinese medicine (TCM), there are challenges such as the essential differences…

Computation and Language · Computer Science 2024-06-25 Heyi Zhang , Xin Wang , Zhaopeng Meng , Zhe Chen , Pengwei Zhuang , Yongzhe Jia , Dawei Xu , Wenbin Guo

Large language models (LLMs) show significant potential in healthcare, prompting numerous benchmarks to evaluate their capabilities. However, concerns persist regarding the reliability of these benchmarks, which often lack clinical…

Computation and Language · Computer Science 2026-04-30 Wenting Chen , Guo Yu , Yiu-Fai Cheung , Meidan Ding , Jie Liu , Zizhan Ma , Wenxuan Wang , Linlin Shen

Progress of machine learning in critical care has been difficult to track, in part due to absence of public benchmarks. Other fields of research (such as computer vision and natural language processing) have established various competitions…

Machine Learning · Computer Science 2023-07-19 Seyedmostafa Sheikhalishahi , Vevake Balaraman , Venet Osmani

Recent advances in microscopy have enabled the rapid generation of terabytes of image data in cell biology and biomedical research. Vision-language models (VLMs) offer a promising solution for large-scale biological image analysis,…

Computer Vision and Pattern Recognition · Computer Science 2024-07-03 Alejandro Lozano , Jeffrey Nirschl , James Burgess , Sanket Rajan Gupte , Yuhui Zhang , Alyssa Unell , Serena Yeung-Levy

Large language models (LLMs) are advancing rapidly in medical NLP, yet Traditional Chinese Medicine (TCM) with its distinctive ontology, terminology, and reasoning patterns requires domain-faithful evaluation. Existing TCM benchmarks are…

In recent years, automatic speech-to-speech and speech-to-text translation has gained momentum thanks to advances in artificial intelligence, especially in the domains of speech recognition and machine translation. The quality of such…

Computation and Language · Computer Science 2021-07-02 Claudio Fantinuoli , Bianca Prandi

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

The adoption of large language models (LLMs) to assist clinicians has attracted remarkable attention. Existing works mainly adopt the close-ended question-answering (QA) task with answer options for evaluation. However, many clinical…

The integration of Artificial Intelligence (AI), especially Large Language Models (LLMs), into the clinical diagnosis process offers significant potential to improve the efficiency and accessibility of medical care. While LLMs have shown…

Computation and Language · Computer Science 2024-10-15 Mingyu Derek Ma , Chenchen Ye , Yu Yan , Xiaoxuan Wang , Peipei Ping , Timothy S Chang , Wei Wang