Publications

2025

  1. Springer
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    Calibrating TabTransformer for financial misstatement detection
    Applied Intelligence, 2025
  2. ACM
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    Machine Learning for Identifying Risk in Financial Statements: A Survey
    Elias ZavitsanosEirini Spyropoulou, George Giannakopoulos, and Georgios Paliouras
    ACM Comput. Surv., Mar 2025
    Just Accepted

2024

  1. ICAIF
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    Bankruptcy Prediction: Data Augmentation, LLMs and the Need for Auditor’s Opinion
    In Proceedings of the 5th ACM International Conference on AI in Finance, Mar 2024
  2. Nature
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    Entrant: A large financial dataset for table understanding
    Scientific Data, Mar 2024
  3. LREC
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    Dice@ ml-esg-3: Esg impact level and duration inference using llms for augmentation and contrastive learning
    In Proceedings of the Joint Workshop of the 7th Financial Technology and Natural Language Processing, the 5th Knowledge Discovery from Unstructured Data in Financial Services, and the 4th Workshop on Economics and Natural Language Processing@ LREC-COLING 2024, Mar 2024

2023

  1. CNA
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    Efficient Complex Network Representation Using Prime Numbers
    In International Conference on Complex Networks and Their Applications, Mar 2023
  2. IEEE
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    Identifying going concern issues in auditor opinions: link to bankruptcy events
    In 2023 IEEE International Conference on Big Data (BigData), Mar 2023
  3. FNS
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    The Financial Narrative Summarisation Shared Task (FNS 2023)
    Elias Zavitsanos, Aris Kosmopoulos, George Giannakopoulos, Marina Litvak, Blanca Carbajo-Coronado, Antonio Moreno-Sandoval, and Mo El-Haj
    In 2023 IEEE International Conference on Big Data (BigData), Mar 2023

2022

  1. ACL
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    FiNER: Financial numeric entity recognition for XBRL tagging
    In Proceedings of the 60th Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers), May 2022

2021

  1. EACL
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    Regulatory compliance through Doc2Doc information retrieval: A case study in EU/UK legislation where text similarity has limitations
    Ilias ChalkidisManos Fergadiotis, Nikolaos Manginas, Eva Katakalou, and Prodromos Malakasiotis
    arXiv preprint arXiv:2101.10726, May 2021
  2. NAACL
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    Paragraph-level rationale extraction through regularization: A case study on European court of human rights cases
    Ilias ChalkidisManos Fergadiotis, Dimitrios Tsarapatsanis, Nikolaos Aletras, Ion Androutsopoulos, and Prodromos Malakasiotis
    arXiv preprint arXiv:2103.13084, May 2021
  3. ECONLP
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    EDGAR-CORPUS: Billions of tokens make the world go round
    arXiv preprint arXiv:2109.14394, May 2021
  4. ICAIF
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    Financial misstatement detection: a realistic evaluation
    In Proceedings of the Second ACM International Conference on AI in Finance, May 2021

2020

  1. EMNLP
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    LEGAL-BERT: The muppets straight out of law school
    arXiv preprint arXiv:2010.02559, May 2020