From Earnings Calls to Investment Reports: Evaluating Role-based Multi-Agent LLM Systems

Ranjan Satapathy; Raphael Liew; Joyjit Chattorj; Erik Cambria; Rick Goh

From Earnings Calls to Investment Reports: Evaluating Role-based Multi-Agent LLM Systems

Ranjan Satapathy, Raphael Liew, Joyjit Chattorj, Erik Cambria, Rick Goh

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Anthology ID:: 2025.finnlp-2.19
Volume:: Proceedings of The 10th Workshop on Financial Technology and Natural Language Processing
Month:: November
Year:: 2025
Address:: Suzhou, China
Editors:: Chung-Chi Chen, Genta Indra Winata, Stephen Rawls, Anirban Das, Hsin-Hsi Chen, Hiroya Takamura
Venue:: FinNLP
SIG:
Publisher:: Association for Computational Linguistics
Note:
Pages:: 258–267
Language:
URL:: https://aclanthology.org/2025.finnlp-2.19/
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Cite (ACL):: Ranjan Satapathy, Raphael Liew, Joyjit Chattorj, Erik Cambria, and Rick Goh. 2025. From Earnings Calls to Investment Reports: Evaluating Role-based Multi-Agent LLM Systems. In Proceedings of The 10th Workshop on Financial Technology and Natural Language Processing, pages 258–267, Suzhou, China. Association for Computational Linguistics.
Cite (Informal):: From Earnings Calls to Investment Reports: Evaluating Role-based Multi-Agent LLM Systems (Satapathy et al., FinNLP 2025)
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PDF:: https://aclanthology.org/2025.finnlp-2.19.pdf

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@inproceedings{satapathy-etal-2025-earnings,
    title = "From Earnings Calls to Investment Reports: Evaluating Role-based Multi-Agent {LLM} Systems",
    author = "Satapathy, Ranjan  and
      Liew, Raphael  and
      Chattorj, Joyjit  and
      Cambria, Erik  and
      Goh, Rick",
    editor = "Chen, Chung-Chi  and
      Winata, Genta Indra  and
      Rawls, Stephen  and
      Das, Anirban  and
      Chen, Hsin-Hsi  and
      Takamura, Hiroya",
    booktitle = "Proceedings of The 10th Workshop on Financial Technology and Natural Language Processing",
    month = nov,
    year = "2025",
    address = "Suzhou, China",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2025.finnlp-2.19/",
    pages = "258--267"
}

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%0 Conference Proceedings
%T From Earnings Calls to Investment Reports: Evaluating Role-based Multi-Agent LLM Systems
%A Satapathy, Ranjan
%A Liew, Raphael
%A Chattorj, Joyjit
%A Cambria, Erik
%A Goh, Rick
%Y Chen, Chung-Chi
%Y Winata, Genta Indra
%Y Rawls, Stephen
%Y Das, Anirban
%Y Chen, Hsin-Hsi
%Y Takamura, Hiroya
%S Proceedings of The 10th Workshop on Financial Technology and Natural Language Processing
%D 2025
%8 November
%I Association for Computational Linguistics
%C Suzhou, China
%F satapathy-etal-2025-earnings
%U https://aclanthology.org/2025.finnlp-2.19/
%P 258-267

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Markdown (Informal)

[From Earnings Calls to Investment Reports: Evaluating Role-based Multi-Agent LLM Systems](https://aclanthology.org/2025.finnlp-2.19/) (Satapathy et al., FinNLP 2025)

From Earnings Calls to Investment Reports: Evaluating Role-based Multi-Agent LLM Systems (Satapathy et al., FinNLP 2025)

ACL

Ranjan Satapathy, Raphael Liew, Joyjit Chattorj, Erik Cambria, and Rick Goh. 2025. From Earnings Calls to Investment Reports: Evaluating Role-based Multi-Agent LLM Systems. In Proceedings of The 10th Workshop on Financial Technology and Natural Language Processing, pages 258–267, Suzhou, China. Association for Computational Linguistics.