Large-Scale Multi-Label Text Classification on EU Legislation. - Ilias Chalkidis; Manos Fergadiotis; Prodromos Malakasiotis; Ion Androutsopoulos (ACL (1), 2019)

Extreme Multi-Label Legal Text Classification: A case study in EU Legislation. - Ilias Chalkidis; Manos Fergadiotis; Prodromos Malakasiotis; Nikolaos Aletras; Ion Androutsopoulos (CoRR, 2019)

An Empirical Study on Large-Scale Multi-Label Text Classification Including Few and Zero-Shot Labels. - Ilias Chalkidis; Manos Fergadiotis; Sotiris Kotitsas; Prodromos Malakasiotis; Nikolaos Aletras; Ion Androutsopoulos (EMNLP (1), 2020)

LEGAL-BERT: "Preparing the Muppets for Court'". - Ilias Chalkidis; Manos Fergadiotis; Prodromos Malakasiotis; Nikolaos Aletras; Ion Androutsopoulos (EMNLP (Findings), 2020)

LEGAL-BERT: The Muppets straight out of Law School. - Ilias Chalkidis; Manos Fergadiotis; Prodromos Malakasiotis; Nikolaos Aletras; Ion Androutsopoulos (CoRR, 2020)

Regulatory Compliance through Doc2Doc Information Retrieval: A case study in EU/UK legislation where text similarity has limitations. - Ilias Chalkidis; Manos Fergadiotis; Nikolaos Manginas; Eva Katakalou; Prodromos Malakasiotis (EACL, 2021)

MultiEURLEX - A multi-lingual and multi-label legal document classification dataset for zero-shot cross-lingual transfer. - Ilias Chalkidis; Manos Fergadiotis; Ion Androutsopoulos (EMNLP (1), 2021)

Paragraph-level Rationale Extraction through Regularization: A case study on European Court of Human Rights Cases. - Ilias Chalkidis; Manos Fergadiotis; Dimitrios Tsarapatsanis; Nikolaos Aletras; Ion Androutsopoulos; Prodromos Malakasiotis (NAACL-HLT, 2021)

Neural Contract Element Extraction Revisited. - Ilias Chalkidis; Manos Fergadiotis; Prodromos Malakasiotis; Ion Androutsopoulos (CoRR, 2021)

EDGAR-CORPUS: Billions of Tokens Make The World Go Round. - Lefteris Loukas; Manos Fergadiotis; Ion Androutsopoulos; Prodromos Malakasiotis (CoRR, 2021)

DICoE@FinSim-3: Financial Hypernym Detection using Augmented Terms and Distance-based Features. - Lefteris Loukas; Konstantinos Bougiatiotis; Manos Fergadiotis; Dimitris Mavroeidis; Elias Zavitsanos (CoRR, 2021)

FiNER: Financial Numeric Entity Recognition for XBRL Tagging. - Lefteris Loukas; Manos Fergadiotis; Ilias Chalkidis; Eirini Spyropoulou; Prodromos Malakasiotis; Ion Androutsopoulos; Georgios Paliouras (ACL (1), 2022)

An Exploration of Hierarchical Attention Transformers for Efficient Long Document Classification. - Ilias Chalkidis; Xiang Dai; Manos Fergadiotis; Prodromos Malakasiotis; Desmond Elliott (CoRR, 2022)

Machine learning in bank merger prediction: A text-based approach. - Apostolos G. Katsafados; George N. Leledakis; Emmanouil G. Pyrgiotakis; Ion Androutsopoulos; Manos Fergadiotis (Eur. J. Oper. Res., 2024)

ENTRANT: A Large Financial Dataset for Table Understanding. - Elias Zavitsanos; Dimitris Mavroeidis; Eirini Spyropoulou; Manos Fergadiotis; Georgios Paliouras (Zenodo, 2024)

EDGAR-CRAWLER: From Raw Web Documents to Structured Financial NLP Datasets. - Lefteris Loukas; Fabian Billert; Manos Fergadiotis; Prodromos Malakasiotis; Ion Androutsopoulos (WWW (Companion Volume), 2025)