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Related papers: NLP in FinTech Applications: Past, Present and Fut…

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Natural language processing (NLP) now shapes many aspects of our world, yet its potential for positive social impact is underexplored. This paper surveys work in ``NLP for Social Good" (NLP4SG) across nine domains relevant to global…

This paper explores the growing impact of AI and NLP in bank marketing, highlighting their evolving roles in enhancing marketing strategies, improving customer engagement, and creating value within this sector. While AI and NLP have been…

Computation and Language · Computer Science 2024-11-25 Christopher Gerling , Stefan Lessmann

A growing trend in financial technology (fintech) is the use of mobile phone data and machine learning (ML) to provide credit scores- and subsequently, opportunities to access loans- to groups left out of traditional banking. This paper…

Computers and Society · Computer Science 2025-07-21 Genevieve Smith

Synthetic data has made tremendous strides in various commercial settings including finance, healthcare, and virtual reality. We present a broad overview of prototypical applications of synthetic data in the financial sector and in…

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

With the recent advance in large pre-trained language models, researchers have achieved record performances in NLP tasks that mostly focus on language pattern matching. The community is experiencing the shift of the challenge from how to…

Computation and Language · Computer Science 2022-10-11 Zhiyu Chen , Shiyang Li , Charese Smiley , Zhiqiang Ma , Sameena Shah , William Yang Wang

This study explores using Natural Language Processing in aviation safety, focusing on machine learning algorithms to enhance safety measures. There are currently May 2024, 34 Scopus results from the keyword search natural language…

Computation and Language · Computer Science 2025-01-14 Aziida Nanyonga , Keith Joiner , Ugur Turhan , Graham Wild

With the recent advances in natural language processing (NLP), a vast number of applications have emerged across various use cases. Among the plethora of NLP applications, many academic researchers are motivated to do work that has a…

Computation and Language · Computer Science 2023-10-24 Fernando Gonzalez , Zhijing Jin , Bernhard Schölkopf , Tom Hope , Mrinmaya Sachan , Rada Mihalcea

Legal Artificial Intelligence (LegalAI) focuses on applying the technology of artificial intelligence, especially natural language processing, to benefit tasks in the legal domain. In recent years, LegalAI has drawn increasing attention…

Computation and Language · Computer Science 2020-05-19 Haoxi Zhong , Chaojun Xiao , Cunchao Tu , Tianyang Zhang , Zhiyuan Liu , Maosong Sun

The burgeoning field of Natural Language Processing (NLP) stands at a critical juncture where the integration of fairness within its frameworks has become an imperative. This PhD thesis addresses the need for equity and transparency in NLP…

Computation and Language · Computer Science 2024-10-17 Fanny Jourdan

While text mining and NLP research has been established for decades, there remain gaps in the literature that reports the use of these techniques in building real-world applications. For example, they typically look at single and sometimes…

Computation and Language · Computer Science 2023-01-10 Ziqi Zhang , Tomas Jasaitis , Richard Freeman , Rowida Alfrjani , Adam Funk

Companies today are racing to leverage the latest digital technologies, such as artificial intelligence, blockchain, and cloud computing. However, many companies report that their strategies did not achieve the anticipated business results.…

Computation and Language · Computer Science 2020-12-04 Ahmed Ghanim Al-Ali , Robert Phaal , Donald Sull

Over the past three years, the financial services industry has witnessed Large Language Models (LLMs) and agents transitioning from the exploration stage to readiness and governance stages. Financial large language models (FinLLMs), such as…

Computational Engineering, Finance, and Science · Computer Science 2026-02-24 Shengyuan Lin , Kaiwen He , Jaisal Patel , Qinchuan Zhang , Chris Ding , James Tang , Keyi Wang , Yupeng Cao , Yan Wang , Kairong Xiao , Vincent Caldeira , Matt White , Xiao-Yang Liu Yanglet

Historically two types of NLP have been investigated: fully automated processing of language by machines (NLP) and autonomous processing of natural language by people, i.e. the human brain (psycholinguistics). We believe that there is room…

Computation and Language · Computer Science 2012-01-24 Michael Zock , Guy Lapalme

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

Pre-trained language models have shown impressive performance on a variety of tasks and domains. Previous research on financial language models usually employs a generic training scheme to train standard model architectures, without…

Computation and Language · Computer Science 2022-11-02 Raj Sanjay Shah , Kunal Chawla , Dheeraj Eidnani , Agam Shah , Wendi Du , Sudheer Chava , Natraj Raman , Charese Smiley , Jiaao Chen , Diyi Yang

We perform a large scale analysis of a list of fintech terms in (i) news and blogs in English language and (ii) professional descriptions of companies operating in many countries. The occurrence and co-occurrence of fintech terms and…

Physics and Society · Physics 2020-08-26 Fabio Ciulla , Rosario N. Mantegna

Rapid financial innovation has been accompanied by a sharp increase in patenting activity, making timely and comprehensive prior-art discovery more difficult. This problem is especially evident in financial technologies, where innovations…

Information Retrieval · Computer Science 2026-01-26 Tianang Deng , Yu Deng , Tianchen Gao , Yonghong Hu , Rui Pan

Artificial Intelligence is not a new subject, and business, industry and public sectors have used it in different ways and contexts and considering multiple concerns. This work reviewed research papers published in ACM Digital Library and…

Computers and Society · Computer Science 2023-08-07 Carlos Ferreira

With the boom of e-commerce and web applications, recommender systems have become an important part of our daily lives, providing personalized recommendations based on the user's preferences. Although deep neural networks (DNNs) have made…

Artificial Intelligence · Computer Science 2024-03-13 Xiaonan Xu , Yichao Wu , Penghao Liang , Yuhang He , Han Wang