Obligation and Prohibition Extraction Using Hierarchical RNNs

Texttiling: Segmenting text into multi-paragraph subtopic passages

Marti A. Hearst. 1997 · 1997

Earlier work this paper cites.

Automating the extraction of rights and obligations for regulatory compliance

N. Kiyavitskaya, N. Zeni, Travis D. Breaux, Annie I. Antón, James R. Cordy, L. Mich, and J. Mylopoulos. 2008 · 2008

Earlier work this paper cites.

Understanding the difficulty of training deep feedforward neural networks

X. Glorot and Y. Bengio. 2010 · 2010

Earlier work this paper cites.

Hybrid speech recognition with deep bidirectional LSTM

A. Graves, N. Jaitly, and A. Mohamed. 2013 · 2013

Earlier work this paper cites.

Distributed Representations of Words and Phrases and their Compositionality

T. Mikolov, I. Sutskever, K. Chen, G. Corrado, and J. Dean. 2013 · 2013

Earlier work this paper cites.

Semantic annotation of finance regulatory text using multilabel classification

K. Asooja, G. Bordea, G. Vulcu, L. O’Brien, A. Espinoza, E. Abi-Lahoud, P. Buitelaar, and T. Butler. 2015 · 2015

Earlier work this paper cites.

Adam: A method for stochastic optimization

D. P. Kingma and J. Ba. 2015 · 2015

Earlier work this paper cites.

Hierarchical recurrent neural network for document modeling

R. Lin, S. Liu, M. Yang, M. Li, M. Zhou, and S. Li. 2015 · 2015

Earlier work this paper cites.

End-to-end sequence labeling via bi-directional LSTM-CNNs-CRF

X. Ma and E. Hovy. 2016 · 2016

Cited alongside, same era.

Hierarchical attention networks for document classification

Z. Yang, D. Yang, C. Dyer, X. He, A. Smola, and E. Hovy. 2016 · 2016

Cited alongside, same era.

Towards an automated production of legal texts using recurrent neural networks

W. Alschnerd and D. Skougarevskiy. 2017 · 2017

Cited alongside, same era.

Artificial Intelligence and Legal Analytics: New Tools for Law Practice in the Digital Age

K.D. Ashley. 2017 · 2017

Cited alongside, same era.

A deep learning approach to contract element extraction

I. Chalkidis and I. Androutsopoulos. 2017 · 2017

Cited alongside, same era.

Extracting contract elements

I. Chalkidis, I. Androutsopoulos, and A. Michos. 2017 · 2017

Cited alongside, same era.

Multilingual hierarchical attention networks for document classification

N. Pappas and A. Popescu-Belis. 2017 · 2017

Later among the works it cites.

Deeper attention to abusive user content moderation

J. Pavlopoulos, P. Malakasiotis, and I. Androutsopoulos. 2017 · 2017

Later among the works it cites.

Unsupervised pretraining for sequence to sequence learning

P. Ramachandran, P.r J. Liu, and Q. V. Le. 2017 · 2017

Later among the works it cites.

Classifying legal norms with active machine learning

B. Waltl, J. Muhr, I. Glaser, G. Bonczek, E. Scepankova, and F. Matthes. 2017 · 2017

Later among the works it cites.

Dialogue breakdown detection using hierarchical bi-directional LSTMs

Z. Xie and G. Ling. 2017 · 2017

Later among the works it cites.

An empirical evaluation of generic convolutional and recurrent networks for sequence modeling

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