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This study presents a comparative analysis of deep learning methodologies such as BERT, FinBERT and ULMFiT for sentiment analysis of earnings call transcripts. The objective is to investigate how Natural Language Processing (NLP) can be…

Computation and Language · Computer Science 2026-03-24 Umair Zakir , Evan Daykin , Amssatou Diagne , Jacob Faile

Natural Language Processing (NLP) is integral to social media analytics but often processes content containing Personally Identifiable Information (PII), behavioral cues, and metadata raising privacy risks such as surveillance, profiling,…

Computation and Language · Computer Science 2026-02-19 Dhiman Goswami , Jai Kruthunz Naveen Kumar , Sanchari Das

This literature review studies the field of automated process extraction, i.e., transforming textual descriptions into structured processes using Natural Language Processing (NLP). We found that Machine Learning (ML) / Deep Learning (DL)…

Computation and Language · Computer Science 2024-09-24 William Van Woensel , Soroor Motie

Maintaining financial system stability is critical to economic development, and early identification of risks and opportunities is essential. The financial industry contains a wide variety of data, such as financial statements, customer…

Computation and Language · Computer Science 2022-04-26 Hongyin Zhu

Cardiovascular diseases are becoming increasingly prevalent in modern society, with a profound impact on global health and well-being. These Cardiovascular disorders are complex and multifactorial, influenced by genetic predispositions,…

Computation and Language · Computer Science 2025-10-23 Kailai Yang , Yan Leng , Xin Zhang , Tianlin Zhang , Paul Thompson , Bernard Keavney , Maciej Tomaszewski , Sophia Ananiadou

This paper investigates the application of natural language processing (NLP)-based n-gram analysis and machine learning techniques to enhance malware classification. We explore how NLP can be used to extract and analyze textual features…

Cryptography and Security · Computer Science 2026-02-24 Bishwajit Prasad Gond , Rajneekant , Pushkar Kishore , Durga Prasad Mohapatra

Clinical notes are an essential component of a health record. This paper evaluates how natural language processing (NLP) can be used to identify the risk of acute care use (ACU) in oncology patients, once chemotherapy starts. Risk…

Computation and Language · Computer Science 2023-06-28 Claudio Fanconi , Marieke van Buchem , Tina Hernandez-Boussard

The rapid advancements in Large Language Models (LLMs) have unlocked transformative possibilities in natural language processing, particularly within the financial sector. Financial data is often embedded in intricate relationships across…

Statistical Finance · Quantitative Finance 2026-05-21 Alejandro Lopez-Lira , Jihoon Kwon , Sangwoon Yoon , Jy-yong Sohn , Chanyeol Choi

Financial Technology (FinTech) is one of the worldwide rapidly-rising topics in the past five years according to the statistics of FinTech from Google Trends. In this position paper, we focus on the researches applying natural language…

Computation and Language · Computer Science 2020-05-05 Chung-Chi Chen , Hen-Hsen Huang , Hsin-Hsi Chen

Finance-related news such as Bloomberg News, CNN Business and Forbes are valuable sources of real data for market screening systems. In news, an expert shares opinions beyond plain technical analyses that include context such as political,…

Computation and Language · Computer Science 2024-04-03 Silvia García-Méndez , Francisco de Arriba-Pérez , Ana Barros-Vila , Francisco J. González-Castaño

Phishing attacks remain among the most prevalent cybersecurity threats, causing significant financial losses for individuals and organizations worldwide. This paper presents a machine learning-based phishing email detection system that…

Cryptography and Security · Computer Science 2026-03-31 Amitabh Chakravorty , Matthew Price , Nelly Elsayed , Zag ElSayed

The integration of Artificial Intelligence (AI) techniques, particularly large language models (LLMs), in finance has garnered increasing academic attention. Despite progress, existing studies predominantly focus on tasks like financial…

Categorization of mutual funds or Exchange-Traded-funds (ETFs) have long served the financial analysts to perform peer analysis for various purposes starting from competitor analysis, to quantifying portfolio diversification. The…

Computational Finance · Quantitative Finance 2022-07-12 Dimitrios Vamvourellis , Mate Attila Toth , Dhruv Desai , Dhagash Mehta , Stefano Pasquali

This dissertation proposes a framework of user-centered security in Natural Language Processing (NLP), and demonstrates how it can improve the accessibility of related research. Accordingly, it focuses on two security domains within NLP…

Computation and Language · Computer Science 2023-01-12 Chris Emmery

Natural Language Processing (NLP) plays an important role in our daily lives, particularly due to the enormous progress of Large Language Models (LLM). However, NLP has many fairness-critical use cases, e.g., as an expert system in…

Computation and Language · Computer Science 2024-01-04 Vincent Freiberger , Erik Buchmann

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…

Software Engineering · Computer Science 2024-07-17 Mehrdad Sabetzadeh , Chetan Arora

As the complexity and dynamism of financial markets continue to grow, traditional financial risk prediction methods increasingly struggle to handle large datasets and intricate behavior patterns. This paper explores the feasibility and…

Machine Learning · Computer Science 2024-12-24 Haowei Yang , Zhan Cheng , Zhaoyang Zhang , Yuanshuai Luo , Shuaishuai Huang , Ao Xiang

Natural language processing (NLP) has been widely used in quantitative finance, but traditional methods often struggle to capture rich narratives in corporate disclosures, leaving potentially informative signals under-explored. Large…

Computational Engineering, Finance, and Science · Computer Science 2026-03-17 Chanyeol Choi , Yoon Kim , Yu Yu , Young Cha , V. Zach Golkhou , Igor Halperin , Georgios Papaioannou , Minkyu Kim , Zhangyang Wang , Jihoon Kwon , Minjae Kim , Alejandro Lopez-Lira , Yongjae Lee

Financial news items are unstructured sources of information that can be mined to extract knowledge for market screening applications. Manual extraction of relevant information from the continuous stream of finance-related news is…

Our research investigates how Natural Language Processing (NLP) can be used to extract main topics from a larger corpus of written data, as applied to the case of identifying signaling themes in Presidential Directives (PDs) from the Reagan…

Computation and Language · Computer Science 2025-11-14 C. LeMay , A. Lane , J. Seales , M. Winstead , S. Baty