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Large-scale data sets on scholarly publications are the basis for a variety of bibliometric analyses and natural language processing (NLP) applications. Especially data sets derived from publication's full-text have recently gained…

数字图书馆 · 计算机科学 2023-11-06 Tarek Saier , Johan Krause , Michael Färber

Academic Data Mining was one of emerging field which comprise procedure of examined students details by different elements such as earlier semester marks, attendance, assignment, discussion, lab work were of used to improved bachelor…

计算机与社会 · 计算机科学 2018-02-15 Fahad Razaque , Nareena Soomro , Shoaib Ahmed Shaikh , Safeeullah Soomro , Javed Ahmed Samo , Natesh Kumar , Huma Dharejo

This article provides a review of the literature of students' feedback papers published in recent years employing data mining techniques. In particular, the focus is to highlight those papers which are using either machine learning or deep…

计算机与社会 · 计算机科学 2020-11-12 Maryam Edalati

Recent years have brought significant advances to Natural Language Processing (NLP), which enabled fast progress in the field of computational job market analysis. Core tasks in this application domain are skill extraction and…

计算与语言 · 计算机科学 2024-02-09 Elena Senger , Mike Zhang , Rob van der Goot , Barbara Plank

As an efficient approach to understand, generate, and process natural language texts, research in natural language processing (NLP) has exhibited a rapid spread and wide adoption in recent years. Given the increasing research work in this…

计算与语言 · 计算机科学 2023-09-26 Tim Schopf , Karim Arabi , Florian Matthes

Several Networks of Excellence have been set up in the framework of the European FP5 research program. Among these Networks of Excellence, the NEMIS project focuses on the field of Text Mining. Within this field, document processing and…

计算与语言 · 计算机科学 2007-05-23 Martin Rajman , Martin Vesely , Pierre Andrews

This discussion was conducted at a recent panel at the 28th International Conference on Database Systems for Advanced Applications (DASFAA 2023), held April 17-20, 2023 in Tianjin, China. The title of the panel was "What does LLM (ChatGPT)…

数据库 · 计算机科学 2023-07-11 Sihem Amer-Yahia , Angela Bonifati , Lei Chen , Guoliang Li , Kyuseok Shim , Jianliang Xu , Xiaochun Yang

Classification is a core NLP task architecture with many potential applications. While large language models (LLMs) have brought substantial advancements in text generation, their potential for enhancing classification tasks remains…

计算与语言 · 计算机科学 2026-01-30 Qian Ruan , Ilia Kuznetsov , Iryna Gurevych

Deep neural networks are known to be annotation-hungry. Numerous efforts have been devoted to reducing the annotation cost when learning with deep networks. Two prominent directions include learning with noisy labels and semi-supervised…

计算机视觉与模式识别 · 计算机科学 2020-02-20 Junnan Li , Richard Socher , Steven C. H. Hoi

Large Language Models (LLMs) are converging towards a singular Artificial Hivemind, where shared Nature (pre-training priors) result in a profound collapse of distributional diversity, limiting the distinct perspectives necessary for…

机器学习 · 计算机科学 2026-02-26 Guancheng Tu , Shiyang Zhang , Tianyu Zhang , Yi Zhang , Diji Yang

Text classification is a fundamental task in NLP applications. Latest research in this field has largely been divided into two major sub-fields. Learning representations is one sub-field and learning deeper models, both sequential and…

计算与语言 · 计算机科学 2018-11-09 Mithun Das Gupta

Large-scale deployment of generative AI tools often depends on costly API calls to a Large Language Model (LLM) to fulfil user queries. To curtail the frequency of these calls, one can employ a smaller language model -- a student -- which…

计算与语言 · 计算机科学 2025-04-28 Guillem Ramírez , Matthias Lindemann , Alexandra Birch , Ivan Titov

Artificial Intelligence (AI) is a fast-growing area of study that stretching its presence to many business and research domains. Machine learning, deep learning, and natural language processing (NLP) are subsets of AI to tackle different…

计算与语言 · 计算机科学 2023-01-24 Thanveer Shaik , Xiaohui Tao , Yan Li , Christopher Dann , Jacquie Mcdonald , Petrea Redmond , Linda Galligan

Many search systems work with large amounts of natural language data, e.g., search queries, user profiles and documents, where deep learning based natural language processing techniques (deep NLP) can be of great help. In this paper, we…

计算与语言 · 计算机科学 2021-08-19 Weiwei Guo , Xiaowei Liu , Sida Wang , Michaeel Kazi , Zhoutong Fu , Huiji Gao , Jun Jia , Liang Zhang , Bo Long

Over a decade there has been a rapid growth in Nigerian educational system particularly higher education. Various institutions have come up both from public and private sector offering many of courses both under and post graduate students.…

计算机与社会 · 计算机科学 2024-11-26 Dauda Abdu , Almustapha Abdullahi Wakili , Lawan Nasiru , Buhari Ubale

There is growing interest in mining software repository data to understand, and predict, various aspects of team processes. In particular, text mining and natural-language processing (NLP) techniques have supported such efforts.…

软件工程 · 计算机科学 2021-02-22 Sherlock A. Licorish , Stephen G. MacDonell

Federated Learning (FL) has undergone significant development since its inception in 2016, advancing from basic algorithms to complex methodologies tailored to address diverse challenges and use cases. However, research and benchmarking of…

分布式、并行与集群计算 · 计算机科学 2025-07-16 Arnab Mukherjee , Raju Halder , Joydeep Chandra

Large Language Models (LLMs) and Large Vision-Language Models (LVLMs) have demonstrated impressive language/vision reasoning abilities, igniting the recent trend of building agents for targeted applications such as shopping assistants or AI…

人工智能 · 计算机科学 2025-04-14 Liqiang Jing , Zhehui Huang , Xiaoyang Wang , Wenlin Yao , Wenhao Yu , Kaixin Ma , Hongming Zhang , Xinya Du , Dong Yu

The task of scientific Natural Language Inference (NLI) involves predicting the semantic relation between two sentences extracted from research articles. This task was recently proposed along with a new dataset called SciNLI derived from…

计算与语言 · 计算机科学 2024-04-15 Mobashir Sadat , Cornelia Caragea

Natural language processing (NLP) has grown significantly since the advent of the Transformer architecture. Transformers have given birth to pre-trained large language models (PLMs). There has been tremendous improvement in the performance…

计算与语言 · 计算机科学 2024-07-16 Jesse Atuhurra , Hidetaka Kamigaito