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Bidirectional RNN/Evidence
Method evidence record

Bidirectional RNN

A Bidirectional RNN, introduced by Schuster and Paliwal in 1997, processes a sequence in both forward and backward directions so that every position has access to its full surrounding context. With LSTM or GRU cells (BiLSTM/BiGRU) it is the standard approach for named-entity recognition, sequence labelling, and speech recognition.

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Source record

Citations copied verbatim from the method’s source record. No claim-level verification is inferred from them.

Bidirectional Recurrent Neural Network (BiLSTM / BiGRU)
Taxonomic method record · ml-model / deep-learning
  • Schuster, M. & Paliwal, K.K. (1997). Bidirectional Recurrent Neural Networks. IEEE Transactions on Signal Processing, 45(11), 2673–2681. · DOI 10.1109/78.650093
  • Graves, A. & Schmidhuber, J. (2005). Framewise Phoneme Classification with Bidirectional LSTM Networks. IJCNN, 2047–2052. · DOI 10.1109/IJCNN.2005.1556215
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Related methods

Generated from the method graph and shown as machine-suggested relations — no evidence claim is inferred.

Same method familyAttention Mechanismmachine-suggested · Relational suggestion, not evidence.Same method familyRandom Forestmachine-suggested · Relational suggestion, not evidence.Same method familySelf-Attentionmachine-suggested · Relational suggestion, not evidence.Same method familySequence-to-Sequence Modelmachine-suggested · Relational suggestion, not evidence.Same method familyXGBoostmachine-suggested · Relational suggestion, not evidence.

Evidence status

Sources recorded, not reviewed

Bibliographic sources are present. Claim-level evidence review has not been performed.

Sources

2 recorded citations, copied from the method source record.

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