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相关论文: NLP in FinTech Applications: Past, Present and Fut…

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Incorporating linguistic, world and common sense knowledge into AI/NLP systems is currently an important research area, with several open problems and challenges. At the same time, processing and storing this knowledge in lexical resources…

计算与语言 · 计算机科学 2018-07-03 Jose Camacho-Collados , Luis Espinosa-Anke , Mohammad Taher Pilehvar

Federated Learning aims to learn machine learning models from multiple decentralized edge devices (e.g. mobiles) or servers without sacrificing local data privacy. Recent Natural Language Processing techniques rely on deep learning and…

计算与语言 · 计算机科学 2021-07-28 Ming Liu , Stella Ho , Mengqi Wang , Longxiang Gao , Yuan Jin , He Zhang

Recent natural language processing (NLP) techniques have accomplished high performance on benchmark datasets, primarily due to the significant improvement in the performance of deep learning. The advances in the research community have led…

计算与语言 · 计算机科学 2022-10-24 Marwan Omar , Soohyeon Choi , DaeHun Nyang , David Mohaisen

In recent years, advancements in natural language processing (NLP) have been fueled by deep learning techniques, particularly through the utilization of powerful computing resources like GPUs and TPUs. Models such as BERT and GPT-3, trained…

计算与语言 · 计算机科学 2024-02-27 Shuning Huo , Yafei Xiang , Hanyi Yu , Mengran Zhu , Yulu Gong

Natural language processing (NLP) has grown significantly since the advent of the Transformer architecture. Transformers have given birth to pre-trained large language models (PLMs). There has been tremendous improvement in the performance…

计算与语言 · 计算机科学 2024-07-16 Jesse Atuhurra , Hidetaka Kamigaito

In this report, I present a deep learning approach to conduct a natural language processing (hereafter NLP) binary classification task for analyzing financial-fraud texts. First, I searched for regulatory announcements and enforcement…

计算与语言 · 计算机科学 2023-08-09 Qiuru Li

Artificial intelligence is being utilized in many domains as of late, and the legal system is no exception. However, as it stands now, the number of well-annotated datasets pertaining to legal documents from the Supreme Court of the United…

计算与语言 · 计算机科学 2021-12-08 Mohammad Alali , Shaayan Syed , Mohammed Alsayed , Smit Patel , Hemanth Bodala

Many search systems work with large amounts of natural language data, e.g., search queries, user profiles and documents, where deep learning based natural language processing techniques (deep NLP) can be of great help. In this paper, we…

计算与语言 · 计算机科学 2021-08-19 Weiwei Guo , Xiaowei Liu , Sida Wang , Michaeel Kazi , Zhoutong Fu , Huiji Gao , Jun Jia , Liang Zhang , Bo Long

This study utilizes machine learning algorithms to analyze and organize knowledge in the field of algorithmic trading. By filtering a dataset of 136 million research papers, we identified 14,342 relevant articles published between 1956 and…

统计金融 · 定量金融 2024-11-11 Stanisław Łaniewski , Robert Ślepaczuk

Natural Language Processing offers new insights into language data across almost all disciplines and domains, and allows us to corroborate and/or challenge existing knowledge. The primary hurdles to widening participation in and use of…

计算与语言 · 计算机科学 2021-05-31 Rebekah Baglini , Arthur Hjorth

Applications of Reinforcement Learning in the Finance Technology (Fintech) have acquired a lot of admiration lately. Undoubtedly Reinforcement Learning, through its vast competence and proficiency, has aided remarkable results in the field…

计算金融 · 定量金融 2023-05-15 Nadeem Malibari , Iyad Katib , Rashid Mehmood

The adoption of Deep Neural Networks (DNNs) has greatly benefited Natural Language Processing (NLP) during the past decade. However, the demands of long document analysis are quite different from those of shorter texts, while the ever…

计算与语言 · 计算机科学 2024-03-18 Dimitrios Tsirmpas , Ioannis Gkionis , Georgios Th. Papadopoulos , Ioannis Mademlis

Objective: This review aims to analyze the application of natural language processing (NLP) techniques in cancer research using electronic health records (EHRs) and clinical notes. This review addresses gaps in the existing literature by…

计算与语言 · 计算机科学 2025-02-05 Muhammad Bilal , Ameer Hamza , Nadia Malik

Financial large language models (FinLLMs) with multimodal capabilities are envisioned to revolutionize applications across business, finance, accounting, and auditing. However, real-world adoption requires robust benchmarks of FinLLMs' and…

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

Artificial Intelligence (AI) has huge impact on our daily lives with applications such as voice assistants, facial recognition, chatbots, autonomously driving cars, etc. Natural Language Processing (NLP) is a cross-discipline of AI and…

计算与语言 · 计算机科学 2023-04-18 Klim Zaporojets

This paper introduces an algorithmic framework for conducting systematic literature reviews (SLRs), designed to improve efficiency, reproducibility, and selection quality assessment in the literature review process. The proposed method…

综合金融 · 定量金融 2026-01-08 Gabin Taibi , Joerg Osterrieder

In the rapidly evolving field of crypto assets, white papers are essential documents for investor guidance, and are now subject to unprecedented content requirements under the European Union's Markets in Crypto-Assets Regulation (MiCAR).…

计算机与社会 · 计算机科学 2023-10-26 Carolina Camassa

In November 2022, Europe and the world by and large were stunned by the birth of a new large language model : ChatGPT. Ever since then, both academic and populist discussions have taken place in various public spheres such as LinkedIn and…

计算机与社会 · 计算机科学 2025-05-13 Nadine Sandjo Tchatchoua , Richard Harper

Misinformation threatens modern society by promoting distrust in science, changing narratives in public health, heightening social polarization, and disrupting democratic elections and financial markets, among a myriad of other societal…

计算与语言 · 计算机科学 2023-01-10 Anubrata Das , Houjiang Liu , Venelin Kovatchev , Matthew Lease