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10/11/2022
An Exploration of Hierarchical Attention Transformers for Efficient Long Document Classification
Non-hierarchical sparse attention Transformer-based models, such as Long...
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03/12/2022
FiNER: Financial Numeric Entity Recognition for XBRL Tagging
Publicly traded companies are required to submit periodic reports with e...
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09/30/2021
DICoE@FinSim-3: Financial Hypernym Detection using Augmented Terms and Distance-based Features
We present the submission of team DICoE for FinSim-3, the 3rd Shared Tas...
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09/29/2021
EDGAR-CORPUS: Billions of Tokens Make The World Go Round
We release EDGAR-CORPUS, a novel corpus comprising annual reports from a...
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09/02/2021
MultiEURLEX – A multi-lingual and multi-label legal document classification dataset for zero-shot cross-lingual transfer
We introduce MULTI-EURLEX, a new multilingual dataset for topic classifi...
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03/24/2021
Paragraph-level Rationale Extraction through Regularization: A case study on European Court of Human Rights Cases
Interpretability or explainability is an emerging research field in NLP....
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01/26/2021
Regulatory Compliance through Doc2Doc Information Retrieval: A case study in EU/UK legislation where text similarity has limitations
Major scandals in corporate history have urged the need for regulatory c...
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01/12/2021
Neural Contract Element Extraction Revisited
We investigate contract element extraction. We show that LSTM-based enco...
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10/06/2020
LEGAL-BERT: The Muppets straight out of Law School
BERT has achieved impressive performance in several NLP tasks. However, ...
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10/04/2020
An Empirical Study on Large-Scale Multi-Label Text Classification Including Few and Zero-Shot Labels
Large-scale Multi-label Text Classification (LMTC) has a wide range of N...
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06/05/2019
Large-Scale Multi-Label Text Classification on EU Legislation
We consider Large-Scale Multi-Label Text Classification (LMTC) in the le...
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05/26/2019
