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References

Works cited in this paper.

  1. Yang, H., Liu, X.-Y., & Wang, C. D. (2023). FinGPT: Open-Source Financial Large Language Models. arXiv:2306.06031.
  2. Fu, W. (2025). The New Quant: A Survey of Large Language Models in Financial Prediction and Trading. arXiv:2510.05533.
  3. Related works on LLM-based return predictability and multi-agent financial systems (2023–2026 literature).
  4. Emerging research on specialized time-series models and hybrid numerical-linguistic architectures for market forecasting.

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