UniTor at PFB: Constrained Agentic Prompting and Self-Consistency for Financial Multi-Choice QA

Federico Borazio; Seyed Alireza Mousavian Anaraki; Shahid Iqbal Rai; Danilo Croce; Roberto Basili

UniTor at PFB: Constrained Agentic Prompting and Self-Consistency for Financial Multi-Choice QA

Federico Borazio, Seyed Alireza Mousavian Anaraki, Shahid Iqbal Rai, Danilo Croce, Roberto Basili

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Anthology ID:: 2026.evalita-1.61
Volume:: Proceedings of the Ninth Evaluation Campaign of Natural Language Processing and Speech Tools for Italian. Final Workshop (EVALITA 2026)
Month:: February
Year:: 2026
Address:: Bari, Italy
Editors:: Francesco Cutugno, Alessio Miaschi, Alessio Palmero Aprosio, Giulia Rambelli, Lucia Siciliani, Marco Antonio Stranisci
Venues:: EVALITA | WS
SIG:
Publisher:: CEUR Workshop Proceedings
Note:
Pages:: 654–672
Language:
URL:: https://aclanthology.org/2026.evalita-1.61/
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Bibkey:
Cite (ACL):: Federico Borazio, Seyed Alireza Mousavian Anaraki, Shahid Iqbal Rai, Danilo Croce, and Roberto Basili. 2026. UniTor at PFB: Constrained Agentic Prompting and Self-Consistency for Financial Multi-Choice QA. In Proceedings of the Ninth Evaluation Campaign of Natural Language Processing and Speech Tools for Italian. Final Workshop (EVALITA 2026), pages 654–672, Bari, Italy. CEUR Workshop Proceedings.
Cite (Informal):: UniTor at PFB: Constrained Agentic Prompting and Self-Consistency for Financial Multi-Choice QA (Borazio et al., EVALITA 2026)
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PDF:: https://aclanthology.org/2026.evalita-1.61.pdf

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@inproceedings{borazio-etal-2026-unitor-pfb,
    title = "{U}ni{T}or at {PFB}: Constrained Agentic Prompting and Self-Consistency for Financial Multi-Choice {QA}",
    author = "Borazio, Federico  and
      Mousavian Anaraki, Seyed Alireza  and
      Rai, Shahid Iqbal  and
      Croce, Danilo  and
      Basili, Roberto",
    editor = "Cutugno, Francesco  and
      Miaschi, Alessio  and
      Palmero Aprosio, Alessio  and
      Rambelli, Giulia  and
      Siciliani, Lucia  and
      Stranisci, Marco Antonio",
    booktitle = "Proceedings of the Ninth Evaluation Campaign of Natural Language Processing and Speech Tools for {I}talian. Final Workshop ({EVALITA} 2026)",
    month = feb,
    year = "2026",
    address = "Bari, Italy",
    publisher = "CEUR Workshop Proceedings",
    url = "https://aclanthology.org/2026.evalita-1.61/",
    pages = "654--672",
    ISBN = "979-12-243-0586-6"
}

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%0 Conference Proceedings
%T UniTor at PFB: Constrained Agentic Prompting and Self-Consistency for Financial Multi-Choice QA
%A Borazio, Federico
%A Mousavian Anaraki, Seyed Alireza
%A Rai, Shahid Iqbal
%A Croce, Danilo
%A Basili, Roberto
%Y Cutugno, Francesco
%Y Miaschi, Alessio
%Y Palmero Aprosio, Alessio
%Y Rambelli, Giulia
%Y Siciliani, Lucia
%Y Stranisci, Marco Antonio
%S Proceedings of the Ninth Evaluation Campaign of Natural Language Processing and Speech Tools for Italian. Final Workshop (EVALITA 2026)
%D 2026
%8 February
%I CEUR Workshop Proceedings
%C Bari, Italy
%@ 979-12-243-0586-6
%F borazio-etal-2026-unitor-pfb
%U https://aclanthology.org/2026.evalita-1.61/
%P 654-672

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Markdown (Informal)

[UniTor at PFB: Constrained Agentic Prompting and Self-Consistency for Financial Multi-Choice QA](https://aclanthology.org/2026.evalita-1.61/) (Borazio et al., EVALITA 2026)

UniTor at PFB: Constrained Agentic Prompting and Self-Consistency for Financial Multi-Choice QA (Borazio et al., EVALITA 2026)

ACL

Federico Borazio, Seyed Alireza Mousavian Anaraki, Shahid Iqbal Rai, Danilo Croce, and Roberto Basili. 2026. UniTor at PFB: Constrained Agentic Prompting and Self-Consistency for Financial Multi-Choice QA. In Proceedings of the Ninth Evaluation Campaign of Natural Language Processing and Speech Tools for Italian. Final Workshop (EVALITA 2026), pages 654–672, Bari, Italy. CEUR Workshop Proceedings.