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

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Investors make investment decisions depending on several factors such as fundamental analysis, technical analysis, and quantitative analysis. Another factor on which investors can make investment decisions is through sentiment analysis of…

Computation and Language · Computer Science 2021-09-22 Saurabh Kamal , Sahil Sharma

Recent advances in natural language processing (NLP) have the ability to transform how classroom learning takes place. Combined with the increasing integration of technology in today's classrooms, NLP systems leveraging question answering…

Computation and Language · Computer Science 2021-06-10 Ananya Ganesh , Martha Palmer , Katharina Kann

This paper systematically reviews advancements in deep learning (DL) techniques for financial fraud detection, a critical issue in the financial sector. Using the Kitchenham systematic literature review approach, 57 studies published…

Machine Learning · Computer Science 2025-07-31 Yisong Chen , Chuqing Zhao , Yixin Xu , Chuanhao Nie , Yixin Zhang

Large language models (LLMs) have demonstrated remarkable capabilities across various professional domains, with their performance typically evaluated through standardized benchmarks. In the financial field, the stringent demands for…

Computation and Language · Computer Science 2025-09-03 Feng Wang , Yiding Sun , Jiaxin Mao , Wei Xue , Danqing Xu

This document explores the potential of employing Artificial Intelligence (AI), specifically Natural Language Processing (NLP), to strengthen the detection and prevention of financial crimes within the Mobile Financial Services(MFS) of…

Computation and Language · Computer Science 2024-12-18 Soumita Roy

Natural language processing (NLP) research combines the study of universal principles, through basic science, with applied science targeting specific use cases and settings. However, the process of exchange between basic NLP and…

Computation and Language · Computer Science 2021-04-19 Denis Newman-Griffis , Jill Fain Lehman , Carolyn Rosé , Harry Hochheiser

The financial industry's growing demand for advanced natural language processing (NLP) capabilities has highlighted the limitations of generalist large language models (LLMs) in handling domain-specific financial tasks. To address this gap,…

Statistical Finance · Quantitative Finance 2025-11-13 Gaëtan Caillaut , Raheel Qader , Jingshu Liu , Mariam Nakhlé , Arezki Sadoune , Massinissa Ahmim , Jean-Gabriel Barthelemy

The most recent large language models(LLMs) such as ChatGPT and GPT-4 have shown exceptional capabilities of generalist models, achieving state-of-the-art performance on a wide range of NLP tasks with little or no adaptation. How effective…

Computation and Language · Computer Science 2023-10-12 Xianzhi Li , Samuel Chan , Xiaodan Zhu , Yulong Pei , Zhiqiang Ma , Xiaomo Liu , Sameena Shah

Knowledge management is a critical challenge for enterprises in today's digital world, as the volume and complexity of data being generated and collected continue to grow incessantly. Knowledge graphs (KG) emerged as a promising solution to…

Computation and Language · Computer Science 2024-04-03 Phillip Schneider , Tim Schopf , Juraj Vladika , Florian Matthes

Legal technology is currently receiving a lot of attention from various angles. In this contribution we describe the main technical components of a system that is currently under development in the European innovation project Lynx, which…

There are a lot of tools and resources available for processing Finnish. In this paper, we survey recent papers focusing on Finnish NLP related to many different subcategories of NLP such as parsing, generation, semantics and speech. NLP…

Computation and Language · Computer Science 2021-09-24 Mika Hämäläinen , Khalid Alnajjar

Language Models (LMs) have demonstrated impressive capabilities with core Natural Language Processing (NLP) tasks. The effectiveness of LMs for highly specialized knowledge-intensive tasks in finance remains difficult to assess due to major…

Computation and Language · Computer Science 2025-06-23 Glenn Matlin , Mika Okamoto , Huzaifa Pardawala , Yang Yang , Sudheer Chava

Artificial intelligence (AI) is the core technology of technological revolution and industrial transformation. As one of the new intelligent needs in the AI 2.0 era, financial intelligence has elicited much attention from the academia and…

Artificial Intelligence · Computer Science 2018-08-28 Xiaolin Zheng , Mengying Zhu , Qibing Li , Chaochao Chen , Yanchao Tan

Sentiment analysis is a vital tool for uncovering insights from financial articles, news, and social media, shaping our understanding of market movements. Despite the impressive capabilities of large language models (LLMs) in financial…

Computation and Language · Computer Science 2023-06-23 Boyu Zhang , Hongyang Yang , Xiao-Yang Liu

Recent breakthroughs in large language models (LLMs) have led to the development of new benchmarks for evaluating their performance in the financial domain. However, current financial benchmarks often rely on news articles, earnings…

Computation and Language · Computer Science 2025-08-19 Jie Zhu , Junhui Li , Yalong Wen , Xiandong Li , Lifan Guo , Feng Chen

This paper addresses risk assessment issues while conceiving complex systems. Indeed, project stakeholders have to share the same problems understanding allowing to undertake rational and optimal decisions. We propose an approach based on…

Computers and Society · Computer Science 2019-11-20 Ismet Addoui , Tarek Chouaki , Ambrogio Delli Colli

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

Objective: to provide a scoping review of papers on clinical natural language processing (NLP) tasks that use publicly available electronic health record data from a cohort of patients. Materials and Methods: We searched six databases,…

Over the years customers' expectation of getting information instantaneously has given rise to the increased usage of channels like virtual assistants. Typically, customers try to get their questions answered by low-touch channels like…

Computation and Language · Computer Science 2021-09-08 Ankush Chopra , Prateek Nagwanshi , Sohom Ghosh

The rapid growth in the usage and applications of Natural Language Processing (NLP) in various sociotechnical solutions has highlighted the need for a comprehensive understanding of bias and its impact on society. While research on bias in…

Computation and Language · Computer Science 2023-08-28 Pranav Narayanan Venkit