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Artificial Intelligence (AI) systems are attracting increasing interest in the medical domain due to their ability to learn complicated tasks that require human intelligence and expert knowledge. AI systems that utilize high-performance…

计算与语言 · 计算机科学 2021-08-30 Milad Moradi , Kathrin Blagec , Matthias Samwald

Retrained large language models (LLMs) have become extensively used across various sub-disciplines of natural language processing (NLP). In NLP, text classification problems have garnered considerable focus, but still faced with some…

计算与语言 · 计算机科学 2023-12-05 Zhiqiang Wang , Yiran Pang , Yanbin Lin

Deep learning models for natural language processing (NLP) are increasingly adopted and deployed by analysts without formal training in NLP or machine learning (ML). However, the documentation intended to convey the model's details and…

人机交互 · 计算机科学 2022-05-09 Anamaria Crisan , Margaret Drouhard , Jesse Vig , Nazneen Rajani

We address the task of evidence retrieval for long document question answering, which involves locating relevant paragraphs within a document to answer a question. We aim to assess the applicability of large language models (LLMs) in the…

计算与语言 · 计算机科学 2023-11-23 Inderjeet Nair , Shwetha Somasundaram , Apoorv Saxena , Koustava Goswami

Deep learning (DL) has become a driving force and has been widely adopted in many domains and applications with competitive performance. In practice, to solve the nontrivial and complicated tasks in real-world applications, DL is often not…

机器学习 · 计算机科学 2022-12-16 Zhijie Wang , Yuheng Huang , Lei Ma , Haruki Yokoyama , Susumu Tokumoto , Kazuki Munakata

Working with documents is a key part of almost any knowledge work, from contextualizing research in a literature review to reviewing legal precedent. Recently, as their capabilities have expanded, primarily text-based NLP systems have often…

计算与语言 · 计算机科学 2025-04-18 Sireesh Gururaja , Nupoor Gandhi , Jeremiah Milbauer , Emma Strubell

Conversational AI systems can engage in unsafe behaviour when handling users' medical queries that can have severe consequences and could even lead to deaths. Systems therefore need to be capable of both recognising the seriousness of…

计算与语言 · 计算机科学 2022-10-04 Gavin Abercrombie , Verena Rieser

A key goal of the System-Theoretic Process Analysis (STPA) hazard analysis technique is the identification of loss scenarios - causal factors that could potentially lead to an accident. We propose an approach that aims to assist engineers…

计算机科学中的逻辑 · 计算机科学 2023-06-08 Craig Innes , Andrew Ireland , Yuhui Lin , Subramanian Ramamoorthy

Natural Language Processing (NLP) is now a cornerstone of requirements automation. One compelling factor behind the growing adoption of NLP in Requirements Engineering (RE) is the prevalent use of natural language (NL) for specifying…

软件工程 · 计算机科学 2024-07-17 Mehrdad Sabetzadeh , Chetan Arora

Language technologies have made enormous progress, especially with the introduction of large language models (LLMs). On traditional tasks such as machine translation and sentiment analysis, these models perform at near-human level. These…

计算与语言 · 计算机科学 2025-02-24 Diyi Yang , Dirk Hovy , David Jurgens , Barbara Plank

Construction remains one of the most hazardous sectors. Recent advancements in AI, particularly Large Language Models (LLMs), offer promising opportunities for enhancing workplace safety. However, responsible integration of LLMs requires…

人工智能 · 计算机科学 2024-11-14 Farouq Sammour , Jia Xu , Xi Wang , Mo Hu , Zhenyu Zhang

As multiple crises threaten the sustainability of our societies and pose at risk the planetary boundaries, complex challenges require timely, updated, and usable information. Natural-language processing (NLP) tools enhance and expand data…

Identifying risks associated with a company is important to investors and the well-being of the overall financial market. In this study, we build a computational framework to automatically extract company risk factors from news articles.…

计算与语言 · 计算机科学 2025-08-18 Jiaxin Pei , Soumya Vadlamannati , Liang-Kang Huang , Daniel Preotiuc-Pietro , Xinyu Hua

In this paper, we identify the state of data as being an important reason for failure in applied Natural Language Processing (NLP) projects. We argue that there is a gap between academic research in NLP and its application to problems…

计算与语言 · 计算机科学 2021-10-12 Fredrik Olsson , Magnus Sahlgren

The use of Large Language Models (LLM) by providers of cybersecurity and digital infrastructures of all kinds is an ongoing development. It is suggested and on an experimental basis used to write the code for the systems, and potentially…

计算机与社会 · 计算机科学 2025-12-19 Kaspar Rosager Ludvigsen

Recent advancements in the field of Natural Language Processing, particularly the development of large-scale language models that are pretrained on vast amounts of knowledge, are creating novel opportunities within the realm of Knowledge…

计算与语言 · 计算机科学 2023-10-06 Anisa Rula , Jennifer D'Souza

AI chatbots have made vast strides in technology improvement in recent years and are already operational in many industries. Advanced Natural Language Processing techniques, based on deep networks, efficiently process user requests to carry…

计算与语言 · 计算机科学 2021-05-17 Nathan Dolbir , Triyasha Dastidar , Kaushik Roy

Question Answering (QA) on narrative text poses a unique challenge to current systems, requiring a deep understanding of long, complex documents. However, the reliability of NarrativeQA, the most widely used benchmark in this domain, is…

计算与语言 · 计算机科学 2025-10-16 Tommaso Bonomo , Luca Gioffré , Roberto Navigli

Natural Language Processing (NLP) is an essential subset of artificial intelligence. It has become effective in several domains, such as healthcare, finance, and media, to identify perceptions, opinions, and misuse, among others. Privacy is…

计算与语言 · 计算机科学 2025-01-20 Andrick Adhikari , Sanchari Das , Rinku Dewri

Web question answering (QA) has become an indispensable component in modern search systems, which can significantly improve users' search experience by providing a direct answer to users' information need. This could be achieved by applying…

信息检索 · 计算机科学 2019-07-12 Lixin Su , Jiafeng Guo , Yixing Fan , Yanyan Lan , Xueqi Cheng