Department of Computer Science, George Mason University（乔治梅森大学计算机科学系）；Instrument Development Center, NASA Goddard Space Flight Center（美国国家航空航天局戈达德太空飞行中心仪器开发中心）；Information Sciences & Technology Department, George Mason University（乔治梅森大学信息科学与技术系）；George Mason University（乔治梅森大学）
Jitin Krishnan, Patrick Coronado, Hemant Purohit, Huzefa Rangwala
We build a common-knowledge concept recognition system for a Systems Engineer's Virtual Assistant (SEVA) which can be used for downstream tasks such as relation extraction, knowledge graph construction, and question-answering. The problem is formulated as a token classification task similar to named entity extraction. With the help of a domain expert and text processing methods, we construct a dataset annotated at the word-level by carefully defining a labelling scheme to train a sequence model to recognize systems engineering concepts. We use a pre-trained language model and fine-tune it with the labeled dataset of concepts. In addition, we also create some essential datasets for information such as abbreviations and definitions from the systems engineering domain. Finally, we construct a simple knowledge graph using these extracted concepts along with some hyponym relations.
University of Zurich（苏黎世大学）；Dalle Molle Institute for Artificial Intelligence Research (IDSIA)（达勒·莫勒人工智能研究所）；Swiss Institute of Bioinformatics（瑞士生物信息学研究所）
A Novel Biologically Mechanism-Based Visual Cognition Model--Automatic Extraction of Semantics, Formation of Integrated Concepts and Re-selection Features for Ambiguity
Institute of Automation, Chinese Academy of Sciences（中国科学院自动化研究所）；Institute of Applied Mathematics, Academy of Mathematics and Systems Science, Chinese Academy of Science（中国科学院数学与系统科学研究院应用数学研究所）
Few-shot Named Entity Recognition via Superposition Concept Discrimination
University of Chinese Academy of Sciences（中国科学院大学）；State Key Laboratory of Computer Science（计算机科学国家重点实验室）；Institute of Software, Chinese Academy of Sciences（中国科学院软件研究所）；Ricoh Software Research Center Beijing Co., Ltd（理光软件研究中心（北京）有限公司）
Few-shot Named Entity Recognition with Self-describing Networks
University of Chinese Academy of Sciences（中国科学院大学）；Institute of Software, Chinese Academy of Sciences（中国科学院软件研究所）；Beijing Academy of Artificial Intelligence（北京人工智能研究院）
Evaluation of Self-taught Learning-based Representations for Facial Emotion Recognition
Pontifícia Universidade Católica do Paraná (PUCPR)（巴拉那天主教大学（PUCPR））；State University of Ponta Grossa (UEPG)（蓬塔格罗萨州立大学（UEPG））；École de Technologie Supérieure (ÉTS), Université du Québec（魁北克大学高等技术学院（ÉTS））
tmVar 3.0: an improved variant concept recognition and normalization tool
National Center for Biotechnology Information (NCBI), National Library of Medicine (NLM), National Institutes of Health (NIH)（美国国立卫生研究院（NIH）国家医学图书馆（NLM）国家生物技术信息中心（NCBI））；Baylor College of Medicine（贝勒医学院）
PhenoTagger: A Hybrid Method for Phenotype Concept Recognition using Human Phenotype Ontology
National Center for Biotechnology Information (NCBI), National Library of Medicine (NLM), National Institutes of Health (NIH)（国家生物技术信息中心（NCBI），国家医学图书馆（NLM），国立卫生研究院（NIH））；The Jackson Laboratory for Genomic Medicine（杰克逊基因组医学实验室）
Unpaired Image Captioning by Image-level Weakly-Supervised Visual Concept Recognition
The Chinese University of Hong Kong (Shen Zhen)（香港中文大学（深圳））；Peng Cheng Laboratory（鹏城实验室）；SUN YAT-SEN UNIVERSITY（中山大学）；Wuhan University（武汉大学）；The Hong Kong Polytechnic University（香港理工大学）
An evaluation of GPT models for phenotype concept recognition
Rare Care Centre（罕见病护理中心）；Perth Children's Hospital（珀斯儿童医院）；Telethon Kids Institute（Telethon儿童研究所）；School of Electrical Engineering, Computing and Mathematical Sciences, Curtin University（科廷大学电气工程、计算与数学科学学院）；SingHealth Duke-NUS Institute of Precision Medicine（新加坡保健服务集团杜克-新加坡国立大学精准医学研究所）；Lawrence Berkeley National Laboratory（劳伦斯伯克利国家实验室）；Western Australian Register of Developmental Anomalies（西澳大利亚发育异常登记处）；King Edward Memorial Hospital（爱德华国王纪念医院）；Faculty of Health and Medical Sciences, University of Western Australia（西澳大利亚大学健康与医学科学学院）；University of Colorado Anschutz Medical Campus（科罗拉多大学安舒茨医学校区）；The Jackson Laboratory for Genomic Medicine（杰克逊基因组医学实验室）；Institute for Systems Genomics, University of Connecticut（康涅狄格大学系统基因组学研究所）
SemIRNet: A Semantic Irony Recognition Network for Multimodal Sarcasm Detection
University of New South Wales（新南威尔士大学）；University of Sydney（悉尼大学）；University of Pennsylvania（宾夕法尼亚大学）；University of Southern California（南加州大学）；Kazan Federal University（卡扎那夫联邦大学）
