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Text classification is fundamental in Natural Language Processing (NLP), and the advent of Large Language Models (LLMs) has revolutionized the field. This paper introduces an adaptable and reliable text classification paradigm, which…

Computation and Language · Computer Science 2024-12-10 Zhiqiang Wang , Yiran Pang , Yanbin Lin , Xingquan Zhu

Insurance application processes often rely on lengthy and standardized questionnaires that struggle to capture individual differences. Moreover, insurers must blindly trust users' responses, increasing the chances of fraud. The ARQuest…

Artificial Intelligence · Computer Science 2026-04-03 Diogo Silva , João Teixeira , Bruno Lima

Natural Language Processing (NLP) for low-resource languages remains fundamentally constrained by the lack of textual corpora, standardized orthographies, and scalable annotation pipelines. While recent advances in large language models…

Computation and Language · Computer Science 2026-02-10 Bonaventure F. P. Dossou , Henri Aïdasso

Objective: Narrative text in Electronic health records (EHR) contain rich information for medical and data science studies. This paper introduces the design and performance of Narrative Information Linear Extraction (NILE), a natural…

Computation and Language · Computer Science 2019-07-17 Sheng Yu , Tianrun Cai , Tianxi Cai

Natural language processing for programming aims to use NLP techniques to assist programming. It is increasingly prevalent for its effectiveness in improving productivity. Distinct from natural language, a programming language is highly…

Computation and Language · Computer Science 2023-08-08 Qingfu Zhu , Xianzhen Luo , Fang Liu , Cuiyun Gao , Wanxiang Che

The Internet and social media have altered how individuals access news in the age of instantaneous information distribution. While this development has increased access to information, it has also created a significant problem: the spread…

Artificial Intelligence · Computer Science 2023-11-17 Li He , Siyi Hu , Ailun Pei

Recent literature has seen a considerable uptick in $\textit{Differentially Private Natural Language Processing}$ (DP NLP). This includes DP text privatization, where potentially sensitive input texts are transformed under DP to achieve…

Computation and Language · Computer Science 2025-03-13 Stephen Meisenbacher , Alexandra Klymenko , Alexander Karpp , Florian Matthes

Natural Language Processing (NLP) has transformed the financial industry, enabling advancements in areas such as textual analysis, risk management, and forecasting. Large language models (LLMs) like BloombergGPT and FinMA have set new…

Computation and Language · Computer Science 2025-12-08 Jawad Ibn Ahad , Muhammad Rafsan Kabir , Robin Krambroeckers , Sifat Momen , Nabeel Mohammed , Shafin Rahman

The exponential growth of data generated on the Internet in the current information age is a driving force for the digital economy. Extraction of information is the major value in an accumulated big data. Big data dependency on statistical…

Although much literature has established the presence of demographic bias in natural language processing (NLP) models, most work relies on curated bias metrics that may not be reflective of real-world applications. At the same time,…

Computation and Language · Computer Science 2023-06-01 Anjalie Field , Amanda Coston , Nupoor Gandhi , Alexandra Chouldechova , Emily Putnam-Hornstein , David Steier , Yulia Tsvetkov

Traditional insurance pricing relies on risk-based principles that ensure actuarial fairness and solvency but do not explicitly account for policyholders' price sensitivity. We formulate insurance pricing as a decision-making problem and…

Machine Learning · Statistics 2026-05-29 Sascha Günther , Dimitri Semenovich , Mario V. Wüthrich

The scientific innovation in Natural Language Processing (NLP) and more broadly in artificial intelligence (AI) is at its fastest pace to date. As large language models (LLMs) unleash a new era of automation, important debates emerge…

Computation and Language · Computer Science 2023-10-10 Catalina Goanta , Nikolaos Aletras , Ilias Chalkidis , Sofia Ranchordas , Gerasimos Spanakis

Natural language processing (NLP) plays a significant role in tools for the COVID-19 pandemic response, from detecting misinformation on social media to helping to provide accurate clinical information or summarizing scientific research.…

Computation and Language · Computer Science 2021-08-25 Alexandra Sasha Luccioni , Katherine Hoffmann Pham , Cynthia Sin Nga Lam , Joseph Aylett-Bullock , Miguel Luengo-Oroz

Extracting structured medical insights from unstructured clinical text using Natural Language Processing (NLP) remains an open challenge in healthcare, particularly in non-English contexts where resources are scarce. This study presents a…

Artificial Intelligence · Computer Science 2025-11-21 Paulina Tworek , Miłosz Bargieł , Yousef Khan , Tomasz Pełech-Pilichowski , Marek Mikołajczyk , Roman Lewandowski , Jose Sousa

Dementia is under-recognized in the community, under-diagnosed by healthcare professionals, and under-coded in claims data. Information on cognitive dysfunction, however, is often found in unstructured clinician notes within medical records…

Natural Language Processing(NLP) demonstrates a great potential to support financial decision-making by analyzing the text from social media or news outlets. In this work, we build a platform to study the NLP-aided stock auto-trading…

Computation and Language · Computer Science 2022-06-15 Jinan Zou , Haiyao Cao , Lingqiao Liu , Yuhao Lin , Ehsan Abbasnejad , Javen Qinfeng Shi

This research work deals with Natural Language Processing (NLP) and extraction of essential information in an explicit form. The most common among the information management strategies is Document Retrieval (DR) and Information Filtering.…

Computation and Language · Computer Science 2020-04-07 K. R. Chowdhary

LexNLP is an open source Python package focused on natural language processing and machine learning for legal and regulatory text. The package includes functionality to (i) segment documents, (ii) identify key text such as titles and…

Computation and Language · Computer Science 2018-06-12 Michael J Bommarito , Daniel Martin Katz , Eric M Detterman

We summarize the current state of the field of NLP & Law with a specific focus on recent technical and substantive developments. To support our analysis, we construct and analyze a nearly complete corpus of nearly one thousand NLP & Law…

Computation and Language · Computer Science 2026-05-13 Dirk Hartung , Daniel Martin Katz , Michael J. Bommarito , Lauritz Gerlach , Abhik Jana , Jerrold Soh

In recent years, there has been an increasing interest in the application of Artificial Intelligence - and especially Machine Learning - to the field of Sustainable Development (SD). However, until now, NLP has not been applied in this…

Computation and Language · Computer Science 2020-11-18 Costanza Conforti , Stephanie Hirmer , David Morgan , Marco Basaldella , Yau Ben Or
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