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<!doctype html>
<html lang="en">
<head>
<meta charset="UTF-8" />
<meta name="viewport" content="width=device-width, initial-scale=1.0" />
<title>Research — The Fin AI</title>
<meta name="description" content="Rigorous and transparent research with open benchmarks, models, and agent systems advancing the science of financial AI." />
<link rel="preconnect" href="https://fonts.googleapis.com" />
<link rel="preconnect" href="https://fonts.gstatic.com" crossorigin />
<link href="https://fonts.googleapis.com/css2?family=Newsreader:opsz,wght@6..72,400;6..72,500&family=Inter:wght@400;500;600&display=swap" rel="stylesheet" />
<link rel="stylesheet" href="./style.css" />
</head>
<body>
<header class="header">
<div class="wrap nav">
<a href="./index.html" class="brand"><img src="./images/finai-logo-white.png" alt="" />The Fin AI</a>
<nav class="nav-links">
<a href="./index.html">Home</a>
<a href="./about.html">About</a>
<a href="./research.html">Research</a>
<a href="./events.html">Events</a>
</nav>
<a class="btn" href="https://docs.google.com/forms/d/e/1FAIpQLSdhSTm9zsw8XJlACJBf5gbYRWEPeJGQC3JXPoSF2ryxHLeIOQ/viewform?usp=header" target="_blank" rel="noreferrer">Join the Community</a>
</div>
</header>
<main>
<section class="page-head wrap">
<p class="eyebrow">Research</p>
<h1>Open, rigorous, and transparent</h1>
<p class="lead">
We drive rigorous and transparent research with open benchmarks,
models, and agent systems that advance the science of financial AI.
</p>
</section>
<section class="section wrap">
<p class="kicker">Research</p>
<div class="rtabs" role="tablist" aria-label="Research output">
<button type="button" class="rtab is-active" role="tab" id="rtab-pubs" aria-controls="rpanel-pubs" aria-selected="true" data-panel="pubs">Publications</button>
<button type="button" class="rtab" role="tab" id="rtab-talks" aria-controls="rpanel-talks" aria-selected="false" data-panel="talks">Talks</button>
</div>
<div class="rpanel" id="rpanel-pubs" role="tabpanel" aria-labelledby="rtab-pubs">
<div class="prose">
<p>
Selected papers from the community, spanning open benchmarks,
financial language models, and agent systems. Full, up-to-date list
on Google Scholar; open benchmarks, datasets, and models on Hugging
Face.
</p>
<p>
<a href="https://scholar.google.com/citations?hl=en&view_op=list_works&user=P3Mxb4kAAAAJ" target="_blank" rel="noreferrer">All publications on Google Scholar →</a><br />
<a href="https://huggingface.co/TheFinAI" target="_blank" rel="noreferrer">Benchmarks & models on Hugging Face →</a>
</p>
</div>
<div class="pubs">
<div class="pub-controls">
<input type="search" class="pub-search" placeholder="Search title, author, or venue…" aria-label="Search publications" autocomplete="off" />
<div class="pub-years" role="group" aria-label="Filter by year">
<button type="button" class="pub-year-btn is-active" data-year="all">All</button>
<button type="button" class="pub-year-btn" data-year="2026">2026</button>
<button type="button" class="pub-year-btn" data-year="2025">2025</button>
<button type="button" class="pub-year-btn" data-year="2024">2024</button>
<button type="button" class="pub-year-btn" data-year="2023">2023</button>
</div>
</div>
<p class="pub-count" aria-live="polite"></p>
<div class="pub-group" data-year="2026">
<h3 class="pub-yr">2026</h3>
<ol class="pub-list">
<li class="pub" data-year="2026" data-search="when agents trade: live multi-market trading arena for llm agents l. qian, x. peng, h. smith, y. han, y. he, h. li, y. cao, y. yu, g. xiong, p. lu, et al. acm web conference (www) 2026 agent-market-arena">
<a class="pub-title" href="https://arxiv.org/abs/2510.11695" target="_blank" rel="noreferrer">When Agents Trade: Live Multi-Market Trading Arena for LLM Agents</a>
<span class="pub-authors">L. Qian, X. Peng, H. Smith, Y. Han, Y. He, H. Li, Y. Cao, Y. Yu, G. Xiong, P. Lu, et al.</span>
<span class="pub-meta">
<span class="pub-badge pub-badge--venue">ACM Web Conference (WWW) 2026</span>
<span class="pub-actions">
<a class="pub-link" href="https://arxiv.org/pdf/2510.11695" target="_blank" rel="noreferrer">PDF</a>
<a class="pub-link" href="https://www.youtube.com/watch?v=4jYHoYZkbq0" target="_blank" rel="noreferrer">Talk</a>
<button type="button" class="pub-link pub-bib-btn">BibTeX</button>
</span>
</span>
<span class="pub-res">
<a class="pub-res-chip" href="https://huggingface.co/spaces/TheFinAI/Agent-Market-Arena" target="_blank" rel="noreferrer"><span class="pub-res-kind">Space</span> Agent-Market-Arena <span class="pub-res-stat">9 ♡</span></a>
</span>
<pre class="pub-bib" data-bib="@inproceedings{DBLP:conf/www/QianPSHHLCYXLWZ26,
author = {Lingfei Qian and
Xueqing Peng and
Hanley Smith and
Yi Han and
Yueru He and
Haohang Li and
Yupeng Cao and
Yangyang Yu and
Guojun Xiong and
Peng Lu and
Yan Wang and
Vincent Jim Zhang and
Huan He and
Alejandro Lopez{-}Lira and
Jimin Huang and
Jian{-}Yun Nie and
Sophia Ananiadou},
editor = {Hakim Hacid and
Yoelle Maarek and
Francesco Bonchi and
Ido Guy and
Emine Yilmaz},
title = {When Agents Trade: Live Multi-Market Trading Arena for {LLM} Agents},
booktitle = {Proceedings of the {ACM} Web Conference 2026, {WWW} 2026, Dubai, United
Arab Emirates, originally scheduled for April 13-17, 2026, rescheduled
for June 29 - July 3, 2026},
pages = {7833--7844},
publisher = {{ACM}},
year = {2026},
url = {https://doi.org/10.1145/3774904.3792821},
doi = {10.1145/3774904.3792821},
}"><button type="button" class="pub-bib-copy">Copy</button>@inproceedings{DBLP:conf/www/QianPSHHLCYXLWZ26,
author = {Lingfei Qian and
Xueqing Peng and
Hanley Smith and
Yi Han and
Yueru He and
Haohang Li and
Yupeng Cao and
Yangyang Yu and
Guojun Xiong and
Peng Lu and
Yan Wang and
Vincent Jim Zhang and
Huan He and
Alejandro Lopez{-}Lira and
Jimin Huang and
Jian{-}Yun Nie and
Sophia Ananiadou},
editor = {Hakim Hacid and
Yoelle Maarek and
Francesco Bonchi and
Ido Guy and
Emine Yilmaz},
title = {When Agents Trade: Live Multi-Market Trading Arena for {LLM} Agents},
booktitle = {Proceedings of the {ACM} Web Conference 2026, {WWW} 2026, Dubai, United
Arab Emirates, originally scheduled for April 13-17, 2026, rescheduled
for June 29 - July 3, 2026},
pages = {7833--7844},
publisher = {{ACM}},
year = {2026},
url = {https://doi.org/10.1145/3774904.3792821},
doi = {10.1145/3774904.3792821},
}</pre>
</li>
<li class="pub" data-year="2026" data-search="herculean: an agentic benchmark for financial intelligence x. peng, z. xie, y. cao, h. li, l. qian, y. wang, v. j. zhang, h. he, x. ai, l. ma, et al. arxiv preprint (2605.14355) herculean">
<a class="pub-title" href="https://arxiv.org/abs/2605.14355" target="_blank" rel="noreferrer">Herculean: An Agentic Benchmark for Financial Intelligence</a>
<span class="pub-authors">X. Peng, Z. Xie, Y. Cao, H. Li, L. Qian, Y. Wang, V. J. Zhang, H. He, X. Ai, L. Ma, et al.</span>
<span class="pub-meta">
<span class="pub-badge pub-badge--preprint">arXiv preprint (2605.14355)</span>
<span class="pub-actions">
<a class="pub-link" href="https://arxiv.org/pdf/2605.14355" target="_blank" rel="noreferrer">PDF</a>
<button type="button" class="pub-link pub-bib-btn">BibTeX</button>
</span>
</span>
<span class="pub-res">
<a class="pub-res-chip" href="https://huggingface.co/datasets/TheFinAI/Herculean" target="_blank" rel="noreferrer"><span class="pub-res-kind">Dataset</span> Herculean <span class="pub-res-stat">878 ↓</span></a>
</span>
<pre class="pub-bib" data-bib="@misc{thefin_herculean,
title = {Herculean: An Agentic Benchmark for Financial Intelligence},
author = {X. Peng and Z. Xie and Y. Cao and H. Li and L. Qian and Y. Wang and V. J. Zhang and H. He and X. Ai and L. Ma and others},
year = {2026},
eprint = {2605.14355},
archivePrefix = {arXiv}
}"><button type="button" class="pub-bib-copy">Copy</button>@misc{thefin_herculean,
title = {Herculean: An Agentic Benchmark for Financial Intelligence},
author = {X. Peng and Z. Xie and Y. Cao and H. Li and L. Qian and Y. Wang and V. J. Zhang and H. He and X. Ai and L. Ma and others},
year = {2026},
eprint = {2605.14355},
archivePrefix = {arXiv}
}</pre>
</li>
<li class="pub" data-year="2026" data-search="finreporting: an agentic workflow for localized reporting of cross-jurisdiction financial disclosures f. zhang, m. song, r. elbadry, y. chen, s. wang, y. zhou, x. zheng, y. he, et al. arxiv preprint (2604.05966)">
<a class="pub-title" href="https://arxiv.org/abs/2604.05966" target="_blank" rel="noreferrer">FinReporting: An Agentic Workflow for Localized Reporting of Cross-Jurisdiction Financial Disclosures</a>
<span class="pub-authors">F. Zhang, M. Song, R. Elbadry, Y. Chen, S. Wang, Y. Zhou, X. Zheng, Y. He, et al.</span>
<span class="pub-meta">
<span class="pub-badge pub-badge--preprint">arXiv preprint (2604.05966)</span>
<span class="pub-actions">
<a class="pub-link" href="https://arxiv.org/pdf/2604.05966" target="_blank" rel="noreferrer">PDF</a>
<button type="button" class="pub-link pub-bib-btn">BibTeX</button>
</span>
</span>
<pre class="pub-bib" data-bib="@article{DBLP:journals/corr/abs-2604-05966,
author = {Fan Zhang and
Mingzi Song and
Rania Elbadry and
Yankai Chen and
Shaobo Wang and
Yixi Zhou and
Xunwen Zheng and
Yueru He and
Yuyang Dai and
Georgi Georgiev and
Ayesha Gull and
Muhammad Usman Safder and
Fan Wu and
Liyuan Meng and
Fengxian Ji and
Junning Zhao and
Xueqing Peng and
Jimin Huang and
Yu Chen and
Xue Liu and
Preslav Nakov and
Zhuohan Xie},
title = {FinReporting: An Agentic Workflow for Localized Reporting of Cross-Jurisdiction
Financial Disclosures},
journal = {CoRR},
volume = {abs/2604.05966},
year = {2026},
url = {https://doi.org/10.48550/arXiv.2604.05966},
doi = {10.48550/ARXIV.2604.05966},
eprinttype = {arXiv},
eprint = {2604.05966},
}"><button type="button" class="pub-bib-copy">Copy</button>@article{DBLP:journals/corr/abs-2604-05966,
author = {Fan Zhang and
Mingzi Song and
Rania Elbadry and
Yankai Chen and
Shaobo Wang and
Yixi Zhou and
Xunwen Zheng and
Yueru He and
Yuyang Dai and
Georgi Georgiev and
Ayesha Gull and
Muhammad Usman Safder and
Fan Wu and
Liyuan Meng and
Fengxian Ji and
Junning Zhao and
Xueqing Peng and
Jimin Huang and
Yu Chen and
Xue Liu and
Preslav Nakov and
Zhuohan Xie},
title = {FinReporting: An Agentic Workflow for Localized Reporting of Cross-Jurisdiction
Financial Disclosures},
journal = {CoRR},
volume = {abs/2604.05966},
year = {2026},
url = {https://doi.org/10.48550/arXiv.2604.05966},
doi = {10.48550/ARXIV.2604.05966},
eprinttype = {arXiv},
eprint = {2604.05966},
}</pre>
</li>
<li class="pub" data-year="2026" data-search="can llm agents be cfos? a benchmark for resource allocation in dynamic enterprise environments y. han, l. qian, y. wang, y. he, x. peng, d. feng, y. chen, h. li, y. cao, et al. arxiv preprint (2603.23638)">
<a class="pub-title" href="https://arxiv.org/abs/2603.23638" target="_blank" rel="noreferrer">Can LLM Agents Be CFOs? A Benchmark for Resource Allocation in Dynamic Enterprise Environments</a>
<span class="pub-authors">Y. Han, L. Qian, Y. Wang, Y. He, X. Peng, D. Feng, Y. Chen, H. Li, Y. Cao, et al.</span>
<span class="pub-meta">
<span class="pub-badge pub-badge--preprint">arXiv preprint (2603.23638)</span>
<span class="pub-actions">
<a class="pub-link" href="https://arxiv.org/pdf/2603.23638" target="_blank" rel="noreferrer">PDF</a>
<button type="button" class="pub-link pub-bib-btn">BibTeX</button>
</span>
</span>
<pre class="pub-bib" data-bib="@article{DBLP:journals/corr/abs-2603-23638,
author = {Yi Han and
Lingfei Qian and
Yan Wang and
Yueru He and
Xueqing Peng and
Dongji Feng and
Yankai Chen and
Haohang Li and
Yupeng Cao and
Jimin Huang and
Xue Liu and
Jian{-}Yun Nie and
Sophia Ananiadou},
title = {Can {LLM} Agents Be CFOs? {A} Benchmark for Resource Allocation in
Dynamic Enterprise Environments},
journal = {CoRR},
volume = {abs/2603.23638},
year = {2026},
url = {https://doi.org/10.48550/arXiv.2603.23638},
doi = {10.48550/ARXIV.2603.23638},
eprinttype = {arXiv},
eprint = {2603.23638},
}"><button type="button" class="pub-bib-copy">Copy</button>@article{DBLP:journals/corr/abs-2603-23638,
author = {Yi Han and
Lingfei Qian and
Yan Wang and
Yueru He and
Xueqing Peng and
Dongji Feng and
Yankai Chen and
Haohang Li and
Yupeng Cao and
Jimin Huang and
Xue Liu and
Jian{-}Yun Nie and
Sophia Ananiadou},
title = {Can {LLM} Agents Be CFOs? {A} Benchmark for Resource Allocation in
Dynamic Enterprise Environments},
journal = {CoRR},
volume = {abs/2603.23638},
year = {2026},
url = {https://doi.org/10.48550/arXiv.2603.23638},
doi = {10.48550/ARXIV.2603.23638},
eprinttype = {arXiv},
eprint = {2603.23638},
}</pre>
</li>
<li class="pub" data-year="2026" data-search="conv-finre: a conversational and longitudinal benchmark for utility-grounded financial recommendation y. wang, y. han, l. qian, y. he, x. peng, d. feng, z. xie, v. j. zhang, r. guo, et al. arxiv preprint (2602.16990)">
<a class="pub-title" href="https://arxiv.org/abs/2602.16990" target="_blank" rel="noreferrer">Conv-FinRe: A Conversational and Longitudinal Benchmark for Utility-Grounded Financial Recommendation</a>
<span class="pub-authors">Y. Wang, Y. Han, L. Qian, Y. He, X. Peng, D. Feng, Z. Xie, V. J. Zhang, R. Guo, et al.</span>
<span class="pub-meta">
<span class="pub-badge pub-badge--preprint">arXiv preprint (2602.16990)</span>
<span class="pub-actions">
<a class="pub-link" href="https://arxiv.org/pdf/2602.16990" target="_blank" rel="noreferrer">PDF</a>
<button type="button" class="pub-link pub-bib-btn">BibTeX</button>
</span>
</span>
<pre class="pub-bib" data-bib="@article{DBLP:journals/corr/abs-2602-16990,
author = {Yan Wang and
Yi Han and
Lingfei Qian and
Yueru He and
Xueqing Peng and
Dongji Feng and
Zhuohan Xie and
Vincent Jim Zhang and
Rosie Guo and
Fengran Mo and
Jimin Huang and
Yankai Chen and
Xue Liu and
Jian{-}Yun Nie},
title = {Conv-FinRe: {A} Conversational and Longitudinal Benchmark for Utility-Grounded
Financial Recommendation},
journal = {CoRR},
volume = {abs/2602.16990},
year = {2026},
url = {https://doi.org/10.48550/arXiv.2602.16990},
doi = {10.48550/ARXIV.2602.16990},
eprinttype = {arXiv},
eprint = {2602.16990},
}"><button type="button" class="pub-bib-copy">Copy</button>@article{DBLP:journals/corr/abs-2602-16990,
author = {Yan Wang and
Yi Han and
Lingfei Qian and
Yueru He and
Xueqing Peng and
Dongji Feng and
Zhuohan Xie and
Vincent Jim Zhang and
Rosie Guo and
Fengran Mo and
Jimin Huang and
Yankai Chen and
Xue Liu and
Jian{-}Yun Nie},
title = {Conv-FinRe: {A} Conversational and Longitudinal Benchmark for Utility-Grounded
Financial Recommendation},
journal = {CoRR},
volume = {abs/2602.16990},
year = {2026},
url = {https://doi.org/10.48550/arXiv.2602.16990},
doi = {10.48550/ARXIV.2602.16990},
eprinttype = {arXiv},
eprint = {2602.16990},
}</pre>
</li>
<li class="pub" data-year="2026" data-search="ebisu: benchmarking large language models in japanese finance x. peng, r. xiang, f. zhang, m. song, m. jiang, y. wang, l. qian, t. hara, et al. arxiv preprint (2602.01479)">
<a class="pub-title" href="https://arxiv.org/abs/2602.01479" target="_blank" rel="noreferrer">Ebisu: Benchmarking Large Language Models in Japanese Finance</a>
<span class="pub-authors">X. Peng, R. Xiang, F. Zhang, M. Song, M. Jiang, Y. Wang, L. Qian, T. Hara, et al.</span>
<span class="pub-meta">
<span class="pub-badge pub-badge--preprint">arXiv preprint (2602.01479)</span>
<span class="pub-actions">
<a class="pub-link" href="https://arxiv.org/pdf/2602.01479" target="_blank" rel="noreferrer">PDF</a>
<button type="button" class="pub-link pub-bib-btn">BibTeX</button>
</span>
</span>
<pre class="pub-bib" data-bib="@article{DBLP:journals/corr/abs-2602-01479,
author = {Xueqing Peng and
Ruoyu Xiang and
Fan Zhang and
Mingzi Song and
Mingyang Jiang and
Yan Wang and
Lingfei Qian and
Taiki Hara and
Yuqing Guo and
Jimin Huang and
Junichi Tsujii and
Sophia Ananiadou},
title = {Ebisu: Benchmarking Large Language Models in Japanese Finance},
journal = {CoRR},
volume = {abs/2602.01479},
year = {2026},
url = {https://doi.org/10.48550/arXiv.2602.01479},
doi = {10.48550/ARXIV.2602.01479},
eprinttype = {arXiv},
eprint = {2602.01479},
}"><button type="button" class="pub-bib-copy">Copy</button>@article{DBLP:journals/corr/abs-2602-01479,
author = {Xueqing Peng and
Ruoyu Xiang and
Fan Zhang and
Mingzi Song and
Mingyang Jiang and
Yan Wang and
Lingfei Qian and
Taiki Hara and
Yuqing Guo and
Jimin Huang and
Junichi Tsujii and
Sophia Ananiadou},
title = {Ebisu: Benchmarking Large Language Models in Japanese Finance},
journal = {CoRR},
volume = {abs/2602.01479},
year = {2026},
url = {https://doi.org/10.48550/arXiv.2602.01479},
doi = {10.48550/ARXIV.2602.01479},
eprinttype = {arXiv},
eprint = {2602.01479},
}</pre>
</li>
<li class="pub" data-year="2026" data-search="same claim, different judgment: benchmarking scenario-induced bias in multilingual financial misinformation detection z. liu, y. cao, y. jiang, m. kabir, p. giannouris, c. xu, z. xu, t. zhu, t. faisal, et al. arxiv preprint (2601.05403)">
<a class="pub-title" href="https://arxiv.org/abs/2601.05403" target="_blank" rel="noreferrer">Same Claim, Different Judgment: Benchmarking Scenario-Induced Bias in Multilingual Financial Misinformation Detection</a>
<span class="pub-authors">Z. Liu, Y. Cao, Y. Jiang, M. Kabir, P. Giannouris, C. Xu, Z. Xu, T. Zhu, T. Faisal, et al.</span>
<span class="pub-meta">
<span class="pub-badge pub-badge--preprint">arXiv preprint (2601.05403)</span>
<span class="pub-actions">
<a class="pub-link" href="https://arxiv.org/pdf/2601.05403" target="_blank" rel="noreferrer">PDF</a>
<button type="button" class="pub-link pub-bib-btn">BibTeX</button>
</span>
</span>
<pre class="pub-bib" data-bib="@article{DBLP:journals/corr/abs-2601-05403,
author = {Zhiwei Liu and
Yupen Cao and
Yuechen Jiang and
Mohsinul Kabir and
Polydoros Giannouris and
Chen Xu and
Ziyang Xu and
Tianlei Zhu and
Tariquzzaman Faisal and
Triantafillos Papadopoulos and
Yan Wang and
Lingfei Qian and
Xueqing Peng and
Zhuohan Xie and
Ye Yuan and
Saeed Almheiri and
Abdulrazzaq Alnajjar and
Mingbin Chen and
Harry Stuart and
Paul Thompson and
Prayag Tiwari and
Alejandro Lopez{-}Lira and
Xue Liu and
Jimin Huang and
Sophia Ananiadou},
title = {Same Claim, Different Judgment: Benchmarking Scenario-Induced Bias
in Multilingual Financial Misinformation Detection},
journal = {CoRR},
volume = {abs/2601.05403},
year = {2026},
url = {https://doi.org/10.48550/arXiv.2601.05403},
doi = {10.48550/ARXIV.2601.05403},
eprinttype = {arXiv},
eprint = {2601.05403},
}"><button type="button" class="pub-bib-copy">Copy</button>@article{DBLP:journals/corr/abs-2601-05403,
author = {Zhiwei Liu and
Yupen Cao and
Yuechen Jiang and
Mohsinul Kabir and
Polydoros Giannouris and
Chen Xu and
Ziyang Xu and
Tianlei Zhu and
Tariquzzaman Faisal and
Triantafillos Papadopoulos and
Yan Wang and
Lingfei Qian and
Xueqing Peng and
Zhuohan Xie and
Ye Yuan and
Saeed Almheiri and
Abdulrazzaq Alnajjar and
Mingbin Chen and
Harry Stuart and
Paul Thompson and
Prayag Tiwari and
Alejandro Lopez{-}Lira and
Xue Liu and
Jimin Huang and
Sophia Ananiadou},
title = {Same Claim, Different Judgment: Benchmarking Scenario-Induced Bias
in Multilingual Financial Misinformation Detection},
journal = {CoRR},
volume = {abs/2601.05403},
year = {2026},
url = {https://doi.org/10.48550/arXiv.2601.05403},
doi = {10.48550/ARXIV.2601.05403},
eprinttype = {arXiv},
eprint = {2601.05403},
}</pre>
</li>
<li class="pub" data-year="2026" data-search="all that glisters is not gold: a benchmark for reference-free counterfactual financial misinformation detection y. jiang, z. liu, y. cao, y. he, z. xu, c. xu, z. deng, p. tiwari, x. chen, et al. arxiv preprint (2601.04160)">
<a class="pub-title" href="https://arxiv.org/abs/2601.04160" target="_blank" rel="noreferrer">All That Glisters Is Not Gold: A Benchmark for Reference-Free Counterfactual Financial Misinformation Detection</a>
<span class="pub-authors">Y. Jiang, Z. Liu, Y. Cao, Y. He, Z. Xu, C. Xu, Z. Deng, P. Tiwari, X. Chen, et al.</span>
<span class="pub-meta">
<span class="pub-badge pub-badge--preprint">arXiv preprint (2601.04160)</span>
<span class="pub-actions">
<a class="pub-link" href="https://arxiv.org/pdf/2601.04160" target="_blank" rel="noreferrer">PDF</a>
<a class="pub-link" href="https://www.youtube.com/watch?v=uMI8FaAJ7GQ" target="_blank" rel="noreferrer">Talk</a>
<button type="button" class="pub-link pub-bib-btn">BibTeX</button>
</span>
</span>
<pre class="pub-bib" data-bib="@article{DBLP:journals/corr/abs-2601-04160,
author = {Yuechen Jiang and
Zhiwei Liu and
Yupeng Cao and
Yueru He and
Ziyang Xu and
Chen Xu and
Zhiyang Deng and
Prayag Tiwari and
Xi Chen and
Alejandro Lopez{-}Lira and
Jimin Huang and
Junichi Tsujii and
Sophia Ananiadou},
title = {All That Glisters Is Not Gold: {A} Benchmark for Reference-Free Counterfactual
Financial Misinformation Detection},
journal = {CoRR},
volume = {abs/2601.04160},
year = {2026},
url = {https://doi.org/10.48550/arXiv.2601.04160},
doi = {10.48550/ARXIV.2601.04160},
eprinttype = {arXiv},
eprint = {2601.04160},
}"><button type="button" class="pub-bib-copy">Copy</button>@article{DBLP:journals/corr/abs-2601-04160,
author = {Yuechen Jiang and
Zhiwei Liu and
Yupeng Cao and
Yueru He and
Ziyang Xu and
Chen Xu and
Zhiyang Deng and
Prayag Tiwari and
Xi Chen and
Alejandro Lopez{-}Lira and
Jimin Huang and
Junichi Tsujii and
Sophia Ananiadou},
title = {All That Glisters Is Not Gold: {A} Benchmark for Reference-Free Counterfactual
Financial Misinformation Detection},
journal = {CoRR},
volume = {abs/2601.04160},
year = {2026},
url = {https://doi.org/10.48550/arXiv.2601.04160},
doi = {10.48550/ARXIV.2601.04160},
eprinttype = {arXiv},
eprint = {2601.04160},
}</pre>
</li>
<li class="pub" data-year="2026" data-search="the illusion of specialization: unveiling the domain-invariant "standing committee" in mixture-of-experts models y. wang, y. xu, n. shen, j. su, j. huang, z. zhu arxiv preprint (2601.03425)">
<a class="pub-title" href="https://arxiv.org/abs/2601.03425" target="_blank" rel="noreferrer">The Illusion of Specialization: Unveiling the Domain-Invariant "Standing Committee" in Mixture-of-Experts Models</a>
<span class="pub-authors">Y. Wang, Y. Xu, N. Shen, J. Su, J. Huang, Z. Zhu</span>
<span class="pub-meta">
<span class="pub-badge pub-badge--preprint">arXiv preprint (2601.03425)</span>
<span class="pub-actions">
<a class="pub-link" href="https://arxiv.org/pdf/2601.03425" target="_blank" rel="noreferrer">PDF</a>
<button type="button" class="pub-link pub-bib-btn">BibTeX</button>
</span>
</span>
<pre class="pub-bib" data-bib="@article{DBLP:journals/corr/abs-2601-03425,
author = {Yan Wang and
Yitao Xu and
Nanhan Shen and
Jinyan Su and
Jimin Huang and
Zining Zhu},
title = {The Illusion of Specialization: Unveiling the Domain-Invariant "Standing
Committee" in Mixture-of-Experts Models},
journal = {CoRR},
volume = {abs/2601.03425},
year = {2026},
url = {https://doi.org/10.48550/arXiv.2601.03425},
doi = {10.48550/ARXIV.2601.03425},
eprinttype = {arXiv},
eprint = {2601.03425},
}"><button type="button" class="pub-bib-copy">Copy</button>@article{DBLP:journals/corr/abs-2601-03425,
author = {Yan Wang and
Yitao Xu and
Nanhan Shen and
Jinyan Su and
Jimin Huang and
Zining Zhu},
title = {The Illusion of Specialization: Unveiling the Domain-Invariant "Standing
Committee" in Mixture-of-Experts Models},
journal = {CoRR},
volume = {abs/2601.03425},
year = {2026},
url = {https://doi.org/10.48550/arXiv.2601.03425},
doi = {10.48550/ARXIV.2601.03425},
eprinttype = {arXiv},
eprint = {2601.03425},
}</pre>
</li>
<li class="pub" data-year="2026" data-search="the clef-2026 finmmeval lab: multilingual and multimodal evaluation of financial ai systems z. xie, r. elbadry, f. zhang, g. georgiev, x. peng, l. qian, j. huang, et al. ecir 2026">
<a class="pub-title" href="https://arxiv.org/abs/2602.10886" target="_blank" rel="noreferrer">The CLEF-2026 FinMMEval Lab: Multilingual and Multimodal Evaluation of Financial AI Systems</a>
<span class="pub-authors">Z. Xie, R. Elbadry, F. Zhang, G. Georgiev, X. Peng, L. Qian, J. Huang, et al.</span>
<span class="pub-meta">
<span class="pub-badge pub-badge--venue">ECIR 2026</span>
<span class="pub-actions">
<a class="pub-link" href="https://arxiv.org/pdf/2602.10886" target="_blank" rel="noreferrer">PDF</a>
<button type="button" class="pub-link pub-bib-btn">BibTeX</button>
</span>
</span>
<pre class="pub-bib" data-bib="@inproceedings{DBLP:conf/ecir/XieEZGPQHDJDGWKSN26,
author = {Zhuohan Xie and
Rania Elbadry and
Fan Zhang and
Georgi Georgiev and
Xueqing Peng and
Lingfei Qian and
Jimin Huang and
Dimitar Dimitrov and
Vanshikaa Jani and
Yuyang Dai and
Jiahui Geng and
Yuxia Wang and
Ivan Koychev and
Veselin Stoyanov and
Preslav Nakov},
editor = {Ricardo Campos and
Adam Jatowt and
Yanyan Lan and
Mohammad Aliannejadi and
Christine Bauer and
Sean MacAvaney and
Avishek Anand and
Zhaochun Ren and
Suzan Verberne and
Nan Bai and
Masoud Mansoury},
title = {The {CLEF-2026} FinMMEval Lab: Multilingual and Multimodal Evaluation
of Financial {AI} Systems},
booktitle = {Advances in Information Retrieval - 48th European Conference on Information
Retrieval, {ECIR} 2026, Delft, The Netherlands, March 29 - April 2,
2026, Proceedings, Part {IV}},
series = {Lecture Notes in Computer Science},
pages = {267--276},
publisher = {Springer},
year = {2026},
url = {https://doi.org/10.1007/978-3-032-21321-1\_37},
doi = {10.1007/978-3-032-21321-1\_37},
}"><button type="button" class="pub-bib-copy">Copy</button>@inproceedings{DBLP:conf/ecir/XieEZGPQHDJDGWKSN26,
author = {Zhuohan Xie and
Rania Elbadry and
Fan Zhang and
Georgi Georgiev and
Xueqing Peng and
Lingfei Qian and
Jimin Huang and
Dimitar Dimitrov and
Vanshikaa Jani and
Yuyang Dai and
Jiahui Geng and
Yuxia Wang and
Ivan Koychev and
Veselin Stoyanov and
Preslav Nakov},
editor = {Ricardo Campos and
Adam Jatowt and
Yanyan Lan and
Mohammad Aliannejadi and
Christine Bauer and
Sean MacAvaney and
Avishek Anand and
Zhaochun Ren and
Suzan Verberne and
Nan Bai and
Masoud Mansoury},
title = {The {CLEF-2026} FinMMEval Lab: Multilingual and Multimodal Evaluation
of Financial {AI} Systems},
booktitle = {Advances in Information Retrieval - 48th European Conference on Information
Retrieval, {ECIR} 2026, Delft, The Netherlands, March 29 - April 2,
2026, Proceedings, Part {IV}},
series = {Lecture Notes in Computer Science},
pages = {267--276},
publisher = {Springer},
year = {2026},
url = {https://doi.org/10.1007/978-3-032-21321-1\_37},
doi = {10.1007/978-3-032-21321-1\_37},
}</pre>
</li>
</ol>
</div>
<div class="pub-group" data-year="2025">
<h3 class="pub-yr">2025</h3>
<ol class="pub-list">
<li class="pub" data-year="2025" data-search="investorbench: a benchmark for financial decision-making tasks with llm-based agent h. li, y. cao, y. yu, s. r. javaji, z. deng, y. he, y. jiang, z. zhu, et al. acl 2025">
<a class="pub-title" href="https://arxiv.org/abs/2412.18174" target="_blank" rel="noreferrer">InvestorBench: A Benchmark for Financial Decision-Making Tasks with LLM-based Agent</a>
<span class="pub-authors">H. Li, Y. Cao, Y. Yu, S. R. Javaji, Z. Deng, Y. He, Y. Jiang, Z. Zhu, et al.</span>
<span class="pub-meta">
<span class="pub-badge pub-badge--venue">ACL 2025</span>
<span class="pub-actions">
<a class="pub-link" href="https://arxiv.org/pdf/2412.18174" target="_blank" rel="noreferrer">PDF</a>
<button type="button" class="pub-link pub-bib-btn">BibTeX</button>
</span>
</span>
<pre class="pub-bib" data-bib="@inproceedings{DBLP:conf/acl/LiCYJDHJ0SHQPSX25,
author = {Haohang Li and
Yupeng Cao and
Yangyang Yu and
Shashidhar Reddy Javaji and
Zhiyang Deng and
Yueru He and
Yuechen Jiang and
Zining Zhu and
K. P. Subbalakshmi and
Jimin Huang and
Lingfei Qian and
Xueqing Peng and
Jordan W. Suchow and
Qianqian Xie},
editor = {Wanxiang Che and
Joyce Nabende and
Ekaterina Shutova and
Mohammad Taher Pilehvar},
title = {{INVESTORBENCH:} {A} Benchmark for Financial Decision-Making Tasks
with LLM-based Agent},
booktitle = {Proceedings of the 63rd Annual Meeting of the Association for Computational
Linguistics (Volume 1: Long Papers), {ACL} 2025, Vienna, Austria,
July 27 - August 1, 2025},
pages = {2509--2525},
publisher = {Association for Computational Linguistics},
year = {2025},
url = {https://aclanthology.org/2025.acl-long.126/},
}"><button type="button" class="pub-bib-copy">Copy</button>@inproceedings{DBLP:conf/acl/LiCYJDHJ0SHQPSX25,
author = {Haohang Li and
Yupeng Cao and
Yangyang Yu and
Shashidhar Reddy Javaji and
Zhiyang Deng and
Yueru He and
Yuechen Jiang and
Zining Zhu and
K. P. Subbalakshmi and
Jimin Huang and
Lingfei Qian and
Xueqing Peng and
Jordan W. Suchow and
Qianqian Xie},
editor = {Wanxiang Che and
Joyce Nabende and
Ekaterina Shutova and
Mohammad Taher Pilehvar},
title = {{INVESTORBENCH:} {A} Benchmark for Financial Decision-Making Tasks
with LLM-based Agent},
booktitle = {Proceedings of the 63rd Annual Meeting of the Association for Computational
Linguistics (Volume 1: Long Papers), {ACL} 2025, Vienna, Austria,
July 27 - August 1, 2025},
pages = {2509--2525},
publisher = {Association for Computational Linguistics},
year = {2025},
url = {https://aclanthology.org/2025.acl-long.126/},
}</pre>
</li>
<li class="pub" data-year="2025" data-search="plutus: benchmarking large language models in low-resource greek finance x. peng, t. papadopoulos, e. soufleri, p. giannouris, r. xiang, y. wang, et al. emnlp 2025 plutus-8b-instruct plutus greek tasks (×9) open-greek-financial-llm-leaderboard">
<a class="pub-title" href="https://arxiv.org/abs/2502.18772" target="_blank" rel="noreferrer">Plutus: Benchmarking Large Language Models in Low-Resource Greek Finance</a>
<span class="pub-authors">X. Peng, T. Papadopoulos, E. Soufleri, P. Giannouris, R. Xiang, Y. Wang, et al.</span>
<span class="pub-meta">
<span class="pub-badge pub-badge--venue">EMNLP 2025</span>
<span class="pub-actions">
<a class="pub-link" href="https://arxiv.org/pdf/2502.18772" target="_blank" rel="noreferrer">PDF</a>
<a class="pub-link" href="https://www.youtube.com/watch?v=qm0YKLX55cc" target="_blank" rel="noreferrer">Talk</a>
<button type="button" class="pub-link pub-bib-btn">BibTeX</button>
</span>
</span>
<span class="pub-res">
<a class="pub-res-chip" href="https://huggingface.co/TheFinAI/plutus-8B-instruct" target="_blank" rel="noreferrer"><span class="pub-res-kind">Model</span> plutus-8B-instruct <span class="pub-res-stat">45 ↓ · 10 ♡</span></a>
<a class="pub-res-chip" href="https://huggingface.co/TheFinAI?search_datasets=plutus-" target="_blank" rel="noreferrer"><span class="pub-res-kind">Datasets</span> Plutus Greek tasks (×9) <span class="pub-res-stat">617 ↓</span></a>
<a class="pub-res-chip" href="https://huggingface.co/spaces/TheFinAI/Open-Greek-Financial-LLM-Leaderboard" target="_blank" rel="noreferrer"><span class="pub-res-kind">Space</span> Open-Greek-Financial-LLM-Leaderboard <span class="pub-res-stat">10 ♡</span></a>
</span>
<pre class="pub-bib" data-bib="@inproceedings{DBLP:conf/emnlp/PengPSGXWQHXA25,
author = {Xueqing Peng and
Triantafillos Papadopoulos and
Efstathia Soufleri and
Polydoros Giannouris and
Ruoyu Xiang and
Yan Wang and
Lingfei Qian and
Jimin Huang and
Qianqian Xie and
Sophia Ananiadou},
editor = {Christos Christodoulopoulos and
Tanmoy Chakraborty and
Carolyn Rose and
Violet Peng},
title = {Plutus: Benchmarking Large Language Models in Low-Resource Greek Finance},
booktitle = {Proceedings of the 2025 Conference on Empirical Methods in Natural
Language Processing, {EMNLP} 2025, Suzhou, China, November 4-9, 2025},
pages = {30176--30202},
publisher = {Association for Computational Linguistics},
year = {2025},
url = {https://doi.org/10.18653/v1/2025.emnlp-main.1535},
doi = {10.18653/V1/2025.EMNLP-MAIN.1535},
}"><button type="button" class="pub-bib-copy">Copy</button>@inproceedings{DBLP:conf/emnlp/PengPSGXWQHXA25,
author = {Xueqing Peng and
Triantafillos Papadopoulos and
Efstathia Soufleri and
Polydoros Giannouris and
Ruoyu Xiang and
Yan Wang and
Lingfei Qian and
Jimin Huang and
Qianqian Xie and
Sophia Ananiadou},
editor = {Christos Christodoulopoulos and
Tanmoy Chakraborty and
Carolyn Rose and
Violet Peng},
title = {Plutus: Benchmarking Large Language Models in Low-Resource Greek Finance},
booktitle = {Proceedings of the 2025 Conference on Empirical Methods in Natural
Language Processing, {EMNLP} 2025, Suzhou, China, November 4-9, 2025},
pages = {30176--30202},
publisher = {Association for Computational Linguistics},
year = {2025},
url = {https://doi.org/10.18653/v1/2025.emnlp-main.1535},
doi = {10.18653/V1/2025.EMNLP-MAIN.1535},
}</pre>
</li>
<li class="pub" data-year="2025" data-search="selective preference optimization via token-level reward function estimation k. yang, z. liu, q. xie, j. huang, e. min, s. ananiadou emnlp 2025">
<a class="pub-title" href="https://arxiv.org/abs/2408.13518" target="_blank" rel="noreferrer">Selective Preference Optimization via Token-Level Reward Function Estimation</a>
<span class="pub-authors">K. Yang, Z. Liu, Q. Xie, J. Huang, E. Min, S. Ananiadou</span>
<span class="pub-meta">
<span class="pub-badge pub-badge--venue">EMNLP 2025</span>
<span class="pub-actions">
<a class="pub-link" href="https://arxiv.org/pdf/2408.13518" target="_blank" rel="noreferrer">PDF</a>
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</span>
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<pre class="pub-bib" data-bib="@inproceedings{DBLP:conf/emnlp/YangLXHMA25,
author = {Kailai Yang and
Zhiwei Liu and
Qianqian Xie and
Jimin Huang and
Erxue Min and
Sophia Ananiadou},
editor = {Christos Christodoulopoulos and
Tanmoy Chakraborty and
Carolyn Rose and
Violet Peng},
title = {Selective Preference Optimization via Token-Level Reward Function
Estimation},
booktitle = {Proceedings of the 2025 Conference on Empirical Methods in Natural
Language Processing, {EMNLP} 2025, Suzhou, China, November 4-9, 2025},
pages = {7032--7056},
publisher = {Association for Computational Linguistics},
year = {2025},
url = {https://doi.org/10.18653/v1/2025.emnlp-main.359},
doi = {10.18653/V1/2025.EMNLP-MAIN.359},
}"><button type="button" class="pub-bib-copy">Copy</button>@inproceedings{DBLP:conf/emnlp/YangLXHMA25,
author = {Kailai Yang and
Zhiwei Liu and
Qianqian Xie and
Jimin Huang and
Erxue Min and
Sophia Ananiadou},
editor = {Christos Christodoulopoulos and
Tanmoy Chakraborty and
Carolyn Rose and
Violet Peng},
title = {Selective Preference Optimization via Token-Level Reward Function
Estimation},
booktitle = {Proceedings of the 2025 Conference on Empirical Methods in Natural
Language Processing, {EMNLP} 2025, Suzhou, China, November 4-9, 2025},
pages = {7032--7056},
publisher = {Association for Computational Linguistics},
year = {2025},
url = {https://doi.org/10.18653/v1/2025.emnlp-main.359},
doi = {10.18653/V1/2025.EMNLP-MAIN.359},
}</pre>
</li>
<li class="pub" data-year="2025" data-search="flag-trader: fusion llm-agent with gradient-based reinforcement learning for financial trading g. xiong, z. deng, k. wang, y. cao, h. li, y. yu, x. peng, m. lin, k. e. smith, et al. findings of the acl 2025">
<a class="pub-title" href="https://arxiv.org/abs/2502.11433" target="_blank" rel="noreferrer">FLAG-Trader: Fusion LLM-Agent with Gradient-Based Reinforcement Learning for Financial Trading</a>
<span class="pub-authors">G. Xiong, Z. Deng, K. Wang, Y. Cao, H. Li, Y. Yu, X. Peng, M. Lin, K. E. Smith, et al.</span>
<span class="pub-meta">
<span class="pub-badge pub-badge--venue">Findings of the ACL 2025</span>
<span class="pub-actions">
<a class="pub-link" href="https://arxiv.org/pdf/2502.11433" target="_blank" rel="noreferrer">PDF</a>
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<pre class="pub-bib" data-bib="@inproceedings{DBLP:conf/acl/XiongDWCLYPLSLH25,
author = {Guojun Xiong and
Zhiyang Deng and
Keyi Wang and
Yupeng Cao and
Haohang Li and
Yangyang Yu and
Xueqing Peng and
Mingquan Lin and
Kaleb E. Smith and
Xiao{-}Yang Liu and
Jimin Huang and
Sophia Ananiadou and
Qianqian Xie},
editor = {Wanxiang Che and
Joyce Nabende and
Ekaterina Shutova and
Mohammad Taher Pilehvar},
title = {{FLAG-TRADER:} Fusion LLM-Agent with Gradient-based Reinforcement
Learning for Financial Trading},
booktitle = {Findings of the Association for Computational Linguistics, {ACL} 2025,
Vienna, Austria, July 27 - August 1, 2025},
series = {Findings of {ACL}},
pages = {13921--13934},
publisher = {Association for Computational Linguistics},
year = {2025},
url = {https://aclanthology.org/2025.findings-acl.716/},
}"><button type="button" class="pub-bib-copy">Copy</button>@inproceedings{DBLP:conf/acl/XiongDWCLYPLSLH25,
author = {Guojun Xiong and
Zhiyang Deng and
Keyi Wang and
Yupeng Cao and
Haohang Li and
Yangyang Yu and
Xueqing Peng and
Mingquan Lin and
Kaleb E. Smith and
Xiao{-}Yang Liu and
Jimin Huang and
Sophia Ananiadou and
Qianqian Xie},
editor = {Wanxiang Che and
Joyce Nabende and
Ekaterina Shutova and
Mohammad Taher Pilehvar},
title = {{FLAG-TRADER:} Fusion LLM-Agent with Gradient-based Reinforcement
Learning for Financial Trading},
booktitle = {Findings of the Association for Computational Linguistics, {ACL} 2025,
Vienna, Austria, July 27 - August 1, 2025},
series = {Findings of {ACL}},
pages = {13921--13934},
publisher = {Association for Computational Linguistics},
year = {2025},
url = {https://aclanthology.org/2025.findings-acl.716/},
}</pre>
</li>
<li class="pub" data-year="2025" data-search="ucfe: a user-centric financial expertise benchmark for large language models y. yang, y. zhang, y. hu, y. guo, r. gan, y. he, m. lei, x. zhang, h. wang, et al. findings of naacl 2025">
<a class="pub-title" href="https://arxiv.org/abs/2410.14059" target="_blank" rel="noreferrer">UCFE: A User-Centric Financial Expertise Benchmark for Large Language Models</a>
<span class="pub-authors">Y. Yang, Y. Zhang, Y. Hu, Y. Guo, R. Gan, Y. He, M. Lei, X. Zhang, H. Wang, et al.</span>
<span class="pub-meta">
<span class="pub-badge pub-badge--venue">Findings of NAACL 2025</span>
<span class="pub-actions">
<a class="pub-link" href="https://arxiv.org/pdf/2410.14059" target="_blank" rel="noreferrer">PDF</a>
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</span>
</span>
<pre class="pub-bib" data-bib="@inproceedings{DBLP:conf/naacl/YangZHGGHLZWXHYW25,
author = {Yuzhe Yang and
Yifei Zhang and
Yan Hu and
Yilin Guo and
Ruoli Gan and
Yueru He and
Mingcong Lei and
Xiao Zhang and
Haining Wang and
Qianqian Xie and
Jimin Huang and
Honghai Yu and
Benyou Wang},
editor = {Luis Chiruzzo and
Alan Ritter and
Lu Wang},
title = {{UCFE:} {A} User-Centric Financial Expertise Benchmark for Large Language
Models},
booktitle = {Findings of the Association for Computational Linguistics: {NAACL}
2025, Albuquerque, New Mexico, USA, April 29 - May 4, 2025},
series = {Findings of {ACL}},
pages = {5429--5448},
publisher = {Association for Computational Linguistics},
year = {2025},
url = {https://doi.org/10.18653/v1/2025.findings-naacl.300},
doi = {10.18653/V1/2025.FINDINGS-NAACL.300},
}"><button type="button" class="pub-bib-copy">Copy</button>@inproceedings{DBLP:conf/naacl/YangZHGGHLZWXHYW25,
author = {Yuzhe Yang and
Yifei Zhang and
Yan Hu and
Yilin Guo and
Ruoli Gan and
Yueru He and
Mingcong Lei and