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At the beginning era of large language model, it is quite critical to generate a high-quality financial dataset to fine-tune a large language model for financial related tasks. Thus, this paper presents a carefully designed data creation…

Computation and Language · Computer Science 2023-08-04 Ziao Wang , Jianning Wang , Junda Wu , Xiaofeng Zhang

We develop a chatbot using Deep Bidirectional Transformer models (BERT) to handle client questions in financial investment customer service. The bot can recognize 381 intents, and decides when to say "I don't know" and escalates…

Computation and Language · Computer Science 2020-03-12 Shi Yu , Yuxin Chen , Hussain Zaidi

Increasingly powerful Large Language Model (LLM) based chatbots, like ChatGPT and Bard, are becoming available to users that have the potential to revolutionize the quality of decision-making achieved by the public. In this context, we set…

Computation and Language · Computer Science 2023-07-17 Kausik Lakkaraju , Sai Krishna Revanth Vuruma , Vishal Pallagani , Bharath Muppasani , Biplav Srivastava

This paper aims at improving how machines can answer questions directly from text, with the focus of having models that can answer correctly multiple types of questions and from various types of texts, documents or even from large…

Computation and Language · Computer Science 2018-04-30 Martin Raison , Pierre-Emmanuel Mazaré , Rajarshi Das , Antoine Bordes

End-to-end spoken dialogue models such as GPT-4o-audio have recently garnered significant attention in the speech domain. However, the evaluation of spoken dialogue models' conversational performance has largely been overlooked. This is…

Audio and Speech Processing · Electrical Eng. & Systems 2025-09-24 Shengpeng Ji , Tianle Liang , Yangzhuo Li , Jialong Zuo , Minghui Fang , Jinzheng He , Yifu Chen , Zhengqing Liu , Ziyue Jiang , Xize Cheng , Siqi Zheng , Jin Xu , Junyang Lin , Zhou Zhao

Large language models are reshaping quantitative investing by turning unstructured financial information into evidence-grounded signals and executable decisions. This survey synthesizes research with a focus on equity return prediction and…

Portfolio Management · Quantitative Finance 2025-10-08 Weilong Fu

Creating and deploying customized applications is crucial for operational success and enriching user experiences in the rapidly evolving modern business world. A prominent facet of modern user experiences is the integration of chatbots or…

With the rapid explosion of the World Wide Web, it is becoming increasingly possible to easily acquire a wide variety of information such as flight schedules, yellow pages, used car prices, current stock prices, entertainment event…

cmp-lg · Computer Science 2008-02-03 Rajeev Agarwal

The success of artificial intelligence (AI), and deep learning models in particular, has led to their widespread adoption across various industries due to their ability to process huge amounts of data and learn complex patterns. However,…

Artificial Intelligence · Computer Science 2023-09-22 Wei Jie Yeo , Wihan van der Heever , Rui Mao , Erik Cambria , Ranjan Satapathy , Gianmarco Mengaldo

Effective financial reasoning demands not only textual understanding but also the ability to interpret complex visual data such as charts, tables, and trend graphs. This paper introduces a new benchmark designed to evaluate how well AI…

Artificial Intelligence · Computer Science 2025-06-10 Shuangyan Deng , Haizhou Peng , Jiachen Xu , Chunhou Liu , Ciprian Doru Giurcuaneanu , Jiamou Liu

This paper introduces MarketSenseAI, an innovative framework leveraging GPT-4's advanced reasoning for selecting stocks in financial markets. By integrating Chain of Thought and In-Context Learning, MarketSenseAI analyzes diverse data…

Computational Finance · Quantitative Finance 2025-02-04 Georgios Fatouros , Konstantinos Metaxas , John Soldatos , Dimosthenis Kyriazis

Large language models are increasingly used for financial analysis and investment research, yet systematic evaluation of their financial reasoning capabilities remains limited. In this work, we introduce the AI Financial Intelligence…

As large language models improve, there is increasing interest in techniques that leverage these models' capabilities to refine their own outputs. In this work, we introduce Shepherd, a language model specifically tuned to critique…

To build Sounding Board, we develop a system architecture that is capable of accommodating dialog strategies that we designed for socialbot conversations. The architecture consists of a multi-dimensional language understanding module for…

Computation and Language · Computer Science 2020-05-07 Hao Fang

Large language models have been widely applied in many aspects of real life, bringing significant efficiency to businesses and offering distinctive user experiences. In this paper, we focus on exploring the application of ChatGPT, a chatbot…

Computers and Society · Computer Science 2025-07-31 Sinh Trong Vu , Huong Thu Truong , Oanh Tien Do , Tu Anh Le , Tai Tan Mai

The capacity for highly complex, evidence-based, and strategically adaptive persuasion remains a formidable great challenge for artificial intelligence. Previous work, like IBM Project Debater, focused on generating persuasive speeches in…

Computation and Language · Computer Science 2025-11-25 Allen Roush , Devin Gonier , John Hines , Judah Goldfeder , Philippe Martin Wyder , Sanjay Basu , Ravid Shwartz Ziv

Conversational AI chatbots are transforming industries by streamlining customer service, automating transactions, and enhancing user engagement. However, evaluating these systems remains a challenge, particularly in financial services,…

Computers and Society · Computer Science 2025-02-11 Shailja Gupta , Rajesh Ranjan , Surya Narayan Singh

We assess the ability of GPT -- a large language model -- to serve as a financial robo-advisor for the masses, by using a financial literacy test. Davinci and ChatGPT based on GPT-3.5 score 66% and 65% on the financial literacy test,…

Computation and Language · Computer Science 2024-09-04 Paweł Niszczota , Sami Abbas

In the evolving landscape of digital education, chatbots have emerged as potential game-changers, promising personalized and adaptive learning experiences. This research undertook an in-depth exploration of ChatGPT's potential as an…

Human-Computer Interaction · Computer Science 2024-02-26 Holger Arndt

In decision-making conversations, experts must navigate complex choices and make on-the-spot decisions while engaged in conversation. Although extensive historical data often exists, the real-time nature of these scenarios makes it…

Human-Computer Interaction · Computer Science 2025-07-15 Mohammad Abolnejadian , Shakiba Amirshahi , Matthew Brehmer , Anamaria Crisan
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