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The task of financial analysis primarily encompasses two key areas: stock trend prediction and the corresponding financial question answering. Currently, machine learning and deep learning algorithms (ML&DL) have been widely applied for…

Computation and Language · Computer Science 2024-03-20 Xiang Li , Zhenyu Li , Chen Shi , Yong Xu , Qing Du , Mingkui Tan , Jun Huang , Wei Lin

Video description involves the generation of the natural language description of actions, events, and objects in the video. There are various applications of video description by filling the gap between languages and vision for visually…

Computer Vision and Pattern Recognition · Computer Science 2020-12-01 Alok Singh , Thoudam Doren Singh , Sivaji Bandyopadhyay

Stock trend prediction plays a critical role in seeking maximized profit from stock investment. However, precise trend prediction is very difficult since the highly volatile and non-stationary nature of stock market. Exploding information…

Social and Information Networks · Computer Science 2019-02-21 Ziniu Hu , Weiqing Liu , Jiang Bian , Xuanzhe Liu , Tie-Yan Liu

Financial market like the price of stock, share, gold, oil, mutual funds are affected by the news and posts on social media. In this work deep learning based models are proposed to predict the trend of financial market based on NLP analysis…

Computational Engineering, Finance, and Science · Computer Science 2024-03-20 Arijit Das , Tanmoy Nandi , Prasanta Saha , Suman Das , Saronyo Mukherjee , Sudip Kumar Naskar , Diganta Saha

The stock market is a network which provides a platform for almost all major economic transactions. While investing in the stock market is a good idea, investing in individual stocks may not be, especially for the casual investor. Smart…

Statistical Finance · Quantitative Finance 2022-08-30 Om Mane , Saravanakumar kandasamy

Video description is the automatic generation of natural language sentences that describe the contents of a given video. It has applications in human-robot interaction, helping the visually impaired and video subtitling. The past few years…

Computer Vision and Pattern Recognition · Computer Science 2020-03-04 Nayyer Aafaq , Ajmal Mian , Wei Liu , Syed Zulqarnain Gilani , Mubarak Shah

Given financial data from popular sites like Yahoo and the London Exchange, the presented paper attempts to model and predict stocks that can be considered "good investments". Stocks are characterized by 125 features ranging from gross…

Computational Engineering, Finance, and Science · Computer Science 2015-03-10 Mike Wu

There are inefficiencies in financial markets, with unexploited patterns in price, volume, and cross-sectional relationships. While many approaches use large-scale transformers, we take a domain-focused path: feed-forward and recurrent…

Portfolio Management · Quantitative Finance 2025-10-15 Sid Ghatak , Arman Khaledian , Navid Parvini , Nariman Khaledian

Detecting the elements of deception in a conversation is one of the most challenging problems for the AI community. It becomes even more difficult to design a transparent system, which is fully explainable and satisfies the need for…

Accurate and transparent financial information disclosure is essential for market efficiency, investor decision-making, and corporate governance. Chinese stock exchanges' investor interactive platforms provide a widely used channel through…

Computation and Language · Computer Science 2026-04-10 Peilin Zhou , Ziyue Xu , Xinyu Shi , Jiageng Wu , Yikang Jiang , Dading Chong , Wang Dong , Jun Chen , Bin Ke , Jie Yang

Financial news plays a crucial role in decision-making processes across the financial sector, yet the efficient processing of this information into a structured format remains challenging. This paper presents a novel approach to financial…

Computation and Language · Computer Science 2024-07-23 Rian Dolphin , Joe Dursun , Jonathan Chow , Jarrett Blankenship , Katie Adams , Quinton Pike

Deepfakes have become a growing concern in recent years, prompting researchers to develop benchmark datasets and detection algorithms to tackle the issue. However, existing datasets suffer from significant drawbacks that hamper their…

Computers and Society · Computer Science 2023-09-07 Beomsang Cho , Binh M. Le , Jiwon Kim , Simon Woo , Shahroz Tariq , Alsharif Abuadbba , Kristen Moore

We present FinAI Data Assistant, a practical approach for natural-language querying over financial databases that combines large language models (LLMs) with the OpenAI Function Calling API. Rather than synthesizing complete SQL via…

Information Retrieval · Computer Science 2025-10-22 Juhyeong Kim , Yejin Kim , Youngbin Lee , Hyunwoo Byun

The financial sector, a pivotal force in economic development, increasingly uses the intelligent technologies such as natural language processing to enhance data processing and insight extraction. This research paper through a review…

Computation and Language · Computer Science 2024-12-31 Denisa Millo , Blerina Vika , Nevila Baci

We propose fill-in-the-blanks as a video understanding evaluation framework and introduce FIBER -- a novel dataset consisting of 28,000 videos and descriptions in support of this evaluation framework. The fill-in-the-blanks setting tests a…

Computer Vision and Pattern Recognition · Computer Science 2022-03-24 Santiago Castro , Ruoyao Wang , Pingxuan Huang , Ian Stewart , Oana Ignat , Nan Liu , Jonathan C. Stroud , Rada Mihalcea

In this paper, we investigate the influence of claims in analyst reports and earnings calls on financial market returns, considering them as significant quarterly events for publicly traded companies. To facilitate a comprehensive analysis,…

Computation and Language · Computer Science 2024-10-08 Agam Shah , Arnav Hiray , Pratvi Shah , Arkaprabha Banerjee , Anushka Singh , Dheeraj Eidnani , Sahasra Chava , Bhaskar Chaudhury , Sudheer Chava

We quantify the propagation and absorption of large-scale publicly available news articles from the World Wide Web to financial markets. To extract publicly available information, we use the news archives from the Common Crawl, a nonprofit…

Statistical Finance · Quantitative Finance 2020-10-26 Metod Jazbec , Barna Pásztor , Felix Faltings , Nino Antulov-Fantulin , Petter N. Kolm

Artificial Intelligence (AI) models have reached a very significant level of accuracy. While their superior performance offers considerable benefits, their inherent complexity often decreases human trust, which slows their application in…

Machine Learning · Computer Science 2025-04-25 Pierre-Daniel Arsenault , Shengrui Wang , Jean-Marc Patenande

Modeling investor behavior is crucial to identifying behavioral coaching opportunities for financial advisors. With the help of natural language processing (NLP) we analyze an unstructured (textual) dataset of financial advisors' summary…

Statistical Finance · Quantitative Finance 2021-07-13 Cynthia Pagliaro , Dhagash Mehta , Han-Tai Shiao , Shaofei Wang , Luwei Xiong

This paper explores articles hosted on the arXiv preprint server with the aim to uncover valuable insights hidden in this vast collection of research. Employing text mining techniques and through the application of natural language…

Digital Libraries · Computer Science 2024-04-08 Michele Leonardo Bianchi