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Techniques for automatically extracting important content elements from business documents such as contracts, statements, and filings have the potential to make business operations more efficient.
BERT for joint intent classification and slot filling
Qian Chen, Zhu Zhuo, and Wen Wang. 2019 · 1902
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SciBERT: Pretrained contextualized embeddings for scientific text
Iz Beltagy, Arman Cohan, and Kyle Lo. 2019 · 1903
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Navigation-based candidate expansion and pretrained language models for citation recommendation
Rodrigo Nogueira, Zhiying Jiang, Kyunghyun Cho, and Jimmy Lin. 2020 · 2001
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Incorporating non-local information into information extraction systems by Gibbs sampling
Jenny Rose Finkel, Trond Grenager, and Christopher Manning. 2005 · 2005
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Convolutional neural network based triangular CRF for joint intent detection and slot filling
Puyang Xu and Ruhi Sarikaya. 2013 · 2013
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Bidirectional LSTM-CRF models for sequence tagging
Zhiheng Huang, Wei Xu, and Kai Yu. 2015 · 2015
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Multi-domain joint semantic frame parsing using bi-directional RNN-LSTM
Dilek Hakkani-Tür, Gokhan Tur, Asli Celikyilmaz, Yun-Nung Vivian Chen, Jianfeng Gao, Li Deng, and Ye-Yi Wang. 2016 · 2016
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Leveraging sentence-level information with encoder LSTM for semantic slot filling
Gakuto Kurata, Bing Xiang, Bowen Zhou, and Mo Yu. 2016 · 2016
Cited alongside, same era.
Attention-based recurrent neural network models for joint intent detection and slot filling
Bing Liu and Ian Lane. 2016 · 2016
Cited alongside, same era.
Extracting contract elements
Ilias Chalkidis, Ion Androutsopoulos, and Achilleas Michos. 2017 · 2017
Cited alongside, same era.
A bi-model based RNN semantic frame parsing model for intent detection and slot filling
Yu Wang, Yilin Shen, and Hongxia Jin. 2018 · 2018
Later among the works it cites.
BERT: Pre-training of deep bidirectional transformers for language understanding
Jacob Devlin, Ming-Wei Chang, Kenton Lee, and Kristina Toutanova. 2019 · 2019
Later among the works it cites.
Joint multiple intent detection and slot labeling for goal-oriented dialog
Rashmi Gangadharaiah and Balakrishnan Narayanaswamy. 2019 · 2019
Later among the works it cites.
Joint slot filling and intent detection via capsule neural networks
Chenwei Zhang, Yaliang Li, Nan Du, Wei Fan, and Philip Yu. 2019 · 2019
Later among the works it cites.
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