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Mastering fine-grained visual recognition, essential in many expert domains, can require that specialists undergo years of dedicated training. Modeling the progression of such expertize in humans remains challenging, and accurately…

Computer Vision and Pattern Recognition · Computer Science 2025-11-12 Leonie Bossemeyer , Samuel Heinrich , Grant Van Horn , Oisin Mac Aodha

Large Language Models (LLMs) have demonstrated impressive capabilities across various domains, but their effectiveness in financial decision-making remains inadequately evaluated. Current benchmarks primarily assess LLMs' understanding on…

Multiagent Systems · Computer Science 2025-06-27 Changlun Li , Yao Shi , Yuyu Luo , Nan Tang

Financial decision-making requires processing vast amounts of real-time information while understanding their complex temporal relationships. While traditional search engines excel at providing real-time information access, they often…

Information Retrieval · Computer Science 2025-02-25 Jinzheng Li , Jingshu Zhang , Hongguang Li , Yiqing Shen

Transparency regarding the processing of personal data in online services is a necessary precondition for informed decisions on whether or not to share personal data. In this paper, we argue that privacy interfaces shall incorporate the…

Software Engineering · Computer Science 2023-04-18 Elias Grünewald , Johannes M. Halkenhäußer , Nicola Leschke , Johanna Washington , Cristina Paupini , Frank Pallas

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

The recent release of ChatGPT has gained huge attention and discussion worldwide, with responsible AI being a key topic of discussion. How can we ensure that AI systems, including ChatGPT, are developed and adopted in a responsible way? To…

Software Engineering · Computer Science 2023-02-28 Qinghua Lu , Yuxiu Luo , Liming Zhu , Mingjian Tang , Xiwei Xu , Jon Whittle

BERT has shown a lot of sucess in a wide variety of NLP tasks. But it has a limitation dealing with long inputs due to its attention mechanism. Longformer, ETC and BigBird addressed this issue and effectively solved the quadratic dependency…

Computation and Language · Computer Science 2023-04-13 Minchul Lee , Kijong Han , Myeong Cheol Shin

The largest store of continually updating knowledge on our planet can be accessed via internet search. In this work we study giving access to this information to conversational agents. Large language models, even though they store an…

Artificial Intelligence · Computer Science 2021-07-19 Mojtaba Komeili , Kurt Shuster , Jason Weston

Micro-blogging sources such as the Twitter social network provide valuable real-time data for market prediction models. Investors' opinions in this network follow the fluctuations of the stock markets and often include educated speculations…

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…

Computational Engineering, Finance, and Science · Computer Science 2025-04-30 Shengyuan Colin Lin , Felix Tian , Keyi Wang , Xingjian Zhao , Jimin Huang , Qianqian Xie , Luca Borella , Matt White , Christina Dan Wang , Kairong Xiao , Xiao-Yang Liu Yanglet , Li Deng

Information-seeking dialogue systems are widely used in e-commerce systems, with answers that must be tailored to fit the specific settings of the online system. Given the user query, the information-seeking dialogue systems first retrieve…

Information Retrieval · Computer Science 2024-04-09 Xiaoqing Zhang , Xiuying Chen , Shen Gao , Shuqi Li , Xin Gao , Ji-Rong Wen , Rui Yan

Conversational agents have made significant progress since ELIZA, expanding their role across various domains, including healthcare, education, and customer service. As these agents become increasingly integrated into daily human…

Human-Computer Interaction · Computer Science 2025-07-04 Paulo Ricardo Knob , Leonardo Scholler , Juliano Rigatti , Soraia Raupp Musse

Socio-environmental planning under deep uncertainty requires researchers to identify and conceptualize problems before exploring policies and deploying plans. In practice and model-based planning approaches, this problem conceptualization…

Artificial Intelligence · Computer Science 2026-03-23 Zhihao Pei , Nir Lipovetzky , Angela M. Rojas-Arevalo , Fjalar J. de Haan , Enayat A. Moallemi

Addressing the global challenge of breast cancer, this research explores the fusion of generative AI, focusing on ChatGPT 3.5 turbo model, and the intricacies of breast cancer risk assessment. The research aims to evaluate ChatGPT's…

Computation and Language · Computer Science 2024-06-04 Yousef Khan , Ahmed Abdeen Hamed

Searching for and making decisions about information is becoming increasingly difficult as the amount of information and number of choices increases. Recommendation systems help users find items of interest of a particular type, such as…

Information Retrieval · Computer Science 2011-07-04 M. H. Goker , P. Langley , C. A. Thompson

With the resurgence of chat-based dialog systems in consumer and enterprise applications, there has been much success in developing data-driven and rule-based natural language models to understand human intent. Since these models require…

Computation and Language · Computer Science 2018-05-14 Nicholas Ruiz , Srinivas Bangalore , John Chen

A multi-turn dialogue always follows a specific topic thread, and topic shift at the discourse level occurs naturally as the conversation progresses, necessitating the model's ability to capture different topics and generate topic-aware…

Computation and Language · Computer Science 2021-09-14 Hongru Wang , Mingyu Cui , Zimo Zhou , Gabriel Pui Cheong Fung , Kam-Fai Wong

Large Language Models (LLMs) have demonstrated notable capabilities across financial tasks, including financial report summarization, earnings call transcript analysis, and asset classification. However, their real-world effectiveness in…

Computational Engineering, Finance, and Science · Computer Science 2025-10-15 Changlun Li , Yao Shi , Chen Wang , Qiqi Duan , Runke Ruan , Weijie Huang , Haonan Long , Lijun Huang , Nan Tang , Yuyu Luo

With the growth of the economy and society, enterprises, especially in the FinTech industry, have increasing demands of outbound calls for customers such as debt collection, marketing, anti-fraud calls, and so on. But a large amount of…

Computation and Language · Computer Science 2022-06-23 Ruifeng Qian , Shijie Li , Mengjiao Bao , Huan Chen , Yu Che

With the rapid growth of scholarly archives, researchers subscribe to "paper alert" systems that periodically provide them with recommendations of recently published papers that are similar to previously collected papers. However,…

Digital Libraries · Computer Science 2024-05-10 Yoonjoo Lee , Hyeonsu B. Kang , Matt Latzke , Juho Kim , Jonathan Bragg , Joseph Chee Chang , Pao Siangliulue
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