Methods › Sequential › Bidirectional Recurrent Neural Networks › CNN BiLSTM
CNN Bidirectional LSTM
CNN BiLSTM
Introduced by Jason P. C. Chiu et al. in Named Entity Recognition with Bidirectional LSTM-CNNs
archive 2025-07-28 Description, source and code snippet are the archive's method entry.
A CNN BiLSTM is a hybrid bidirectional LSTM and CNN architecture. In the original formulation applied to named entity recognition, it learns both character-level and word-level features. The CNN component is used to induce the character-level features. For each word the model employs a convolution and a max pooling layer to extract a new feature vector from the per-character feature vectors such as character embeddings and (optionally) character type.
Papers archive 2025-07-28
22 shown of 22, newest first. Repository counts are the archive's code-links table. A Syntology line states what Syntology ran from that paper's harvested code; it is per sample and not a correctness claim.
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Cross-View Graph Consistency Learning for Invariant Graph Representations 20 Nov 2023 · 1 repository · arXiv:2311.11821
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An Efficient Self-Supervised Cross-View Training For Sentence Embedding 6 Nov 2023 · 1 repository · arXiv:2311.03228
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Feature Pyramid biLSTM: Using Smartphone Sensors for Transportation Mode Detection 17 Oct 2023 · 0 repositories · arXiv:2310.11087
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Automated multilabel diagnosis on electrocardiographic images and signals 24 May 2022 · 0 repositories
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Camera-Conditioned Stable Feature Generation for Isolated Camera Supervised Person Re-IDentification 29 Mar 2022 · 1 repository · arXiv:2203.15210
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A CNN-BiLSTM Model with Attention Mechanism for Earthquake Prediction 26 Dec 2021 · 1 repository · arXiv:2112.13444
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CSVC-Net: Code-Switched Voice Command Classification using Deep CNN-LSTM Network 17 Aug 2021 · 1 repository
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Visual Alignment Constraint for Continuous Sign Language Recognition 6 Apr 2021 · 2 repositories · arXiv:2104.02330Syntology ran 4 of 5 samples · 1 unverified · 3 pointer-only (licence)
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Industry Scale Semi-Supervised Learning for Natural Language Understanding 29 Mar 2021 · 0 repositories · arXiv:2103.15871
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Improving Clinical Document Understanding on COVID-19 Research with Spark NLP 7 Dec 2020 · 1 repository · arXiv:2012.04005
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DLPAlign: A Deep Learning based Progressive Alignment Method for Multiple Protein Sequences 21 Nov 2020 · 1 repository
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To BERT or Not to BERT: Comparing Task-specific and Task-agnostic Semi-Supervised Approaches for Sequence Tagging 27 Oct 2020 · 0 repositories · arXiv:2010.14042
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A Hybrid Deep Learning Model for Arabic Text Recognition 4 Sep 2020 · 4 repositories · arXiv:2009.01987
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Improving Multimodal Named Entity Recognition via Entity Span Detection with Unified Multimodal Transformer 1 Jul 2020 · 1 repository
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Deceiving computers in Reverse Turing Test through Deep Learning 1 Jun 2020 · 2 repositories · arXiv:2006.11373
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DeepSentiPers: Novel Deep Learning Models Trained Over Proposed Augmented Persian Sentiment Corpus 11 Apr 2020 · 1 repository · arXiv:2004.05328
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Semi-Supervised Semantic Role Labeling with Cross-View Training 1 Nov 2019 · 0 repositories
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SLEEPER: interpretable Sleep staging via Prototypes from Expert Rules 14 Oct 2019 · 0 repositories · arXiv:1910.06100
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Semi-supervised Thai Sentence Segmentation Using Local and Distant Word Representations 4 Aug 2019 · 0 repositories · arXiv:1908.01294
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A Multi-task Approach for Named Entity Recognition in Social Media Data 10 Jun 2019 · 1 repository · arXiv:1906.04135
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Semi-Supervised Sequence Modeling with Cross-View Training 22 Sep 2018 · 2 repositories · arXiv:1809.08370
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Named Entity Recognition with Bidirectional LSTM-CNNs 26 Nov 2015 · 14 repositories · arXiv:1511.08308Syntology ran 4 of 9 samples · 5 unverified · 4 pointer-only (licence)
Tasks archive 2025-07-28
20 shown of 62 tasks the archive attaches to papers tagged with this method, by distinct papers. A task without a page in the catalog is plain text.
Usage over time archive 2025-07-28
Components: the archive holds no method-to-method composition, so PwC's Components table cannot be rebuilt; the Papers list carries no Results column for the same reason (the archive does not join its leaderboard rows to method tags).
Categories archive 2025-07-28
Report a problem or propose a change · a person checks every report against the paper or source before anything changes; decisions are listed on /corrections