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DBOT: Artificial Intelligence for Systematic Long-Term Investing

arXiv 2504.05639 ↗First posted 8 Apr 2025cs.CL cs.AI q-fin.PRcited by 0

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Abstract (arXiv)

Long-term investing was previously seen as requiring human judgment. With the advent of generative artificial intelligence (AI) systems, automated systematic long-term investing is now feasible. In this paper, we present DBOT, a system whose goal is to reason about valuation like Aswath Damodaran, who is a unique expert in the investment arena in terms of having published thousands of valuations on companies in addition to his numerous writings on the topic, which provide ready training data for an AI system. DBOT can value any publicly traded company. DBOT can also be back-tested, making its behavior and performance amenable to scientific inquiry. We compare DBOT to its analytic parent, Damodaran, and highlight the research challenges involved in raising its current capability to that of Damodaran's. Finally, we examine the implications of DBOT-like AI agents for the financial industry, especially how they will impact the role of human analysts in valuation.

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References · 9

  1. 2022Chain-of-Thought Prompting Elicits Reasoning in Large Language Modelscited by 12,459
  2. 2023MetaGPT: Meta Programming for A Multi-Agent Collaborative Frameworkcited by 1,808
  3. 2024The AI Scientist: Towards Fully Automated Open-Ended Scientific Discoverycited by 1,071
  4. 2023BloombergGPT: A Large Language Model for Financecited by 939
  5. 2023PIXIU: A Large Language Model, Instruction Data and Evaluation Benchmark for Financecited by 222
  6. 2023Instruct-FinGPT: Financial Sentiment Analysis by Instruction Tuning of General-Purpose Large Language Modelscited by 58
  7. 2024FinTral: A Family of GPT-4 Level Multimodal Financial Large Language Modelscited by 32
  8. 2023FinVis-GPT: A Multimodal Large Language Model for Financial Chart Analysiscited by 28
  9. 2024FinRobot: AI Agent for Equity Research and Valuation with Large Language Modelscited by 10

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