Methods › General › Deep Tabular Learning › BiLSTM
Bidirectional LSTM
BiLSTM
archive 2025-07-28 Description, source and code snippet are the archive's method entry.
A Bidirectional LSTM, or biLSTM, is a sequence processing model that consists of two LSTMs: one taking the input in a forward direction, and the other in a backwards direction. BiLSTMs effectively increase the amount of information available to the network, improving the context available to the algorithm (e.g. knowing what words immediately follow and precede a word in a sentence).
Image Source: Modelling Radiological Language with Bidirectional Long Short-Term Memory Networks, Cornegruta et al
Code snippet in the archive: a link on www.ebi.ac.uk (archive link, not checked and not linked: not a code host this site links to).
Papers archive 2025-07-28
30 shown of 657, 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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CoVE: Compressed Vocabulary Expansion Makes Better LLM-based Recommender Systems 24 Jun 2025 · 1 repository · arXiv:2506.19993Syntology ran 0 of 4 samples · 4 unverified · 4 pointer-only (licence)
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Simulation of a closed-loop dc-dc converter using a physics-informed neural network-based model 23 Jun 2025 · 0 repositories · arXiv:2506.19178
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Seq2Bind Webserver for Decoding Binding Hotspots directly from Sequences using Fine-Tuned Protein Language Models 16 Jun 2025 · 0 repositories · arXiv:2506.13830
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Analyzing Emotions in Bangla Social Media Comments Using Machine Learning and LIME 11 Jun 2025 · 0 repositories · arXiv:2506.10154
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Localized Weather Prediction Using Kolmogorov-Arnold Network-Based Models and Deep RNNs 27 May 2025 · 1 repository · arXiv:2505.22686
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PosePilot: An Edge-AI Solution for Posture Correction in Physical Exercises 25 May 2025 · 0 repositories · arXiv:2505.19186
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SETransformer: A Hybrid Attention-Based Architecture for Robust Human Activity Recognition 25 May 2025 · 0 repositories · arXiv:2505.19369
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Towards a Quantum-classical Augmented Network 23 May 2025 · 0 repositories · arXiv:2505.18282
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EEG-Based Inter-Patient Epileptic Seizure Detection Combining Domain Adversarial Training with CNN-BiLSTM Network 21 May 2025 · 0 repositories · arXiv:2505.15203
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A Comparative Analysis of Static Word Embeddings for Hungarian 12 May 2025 · 1 repository · arXiv:2505.07809
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Labeling Case Similarity based on Co-Citation of Legal Articles in Judgment Documents with Empirical Dispute-Based Evaluation 29 Apr 2025 · 0 repositories · arXiv:2504.20323
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A Deep Learning Framework for Sequence Mining with Bidirectional LSTM and Multi-Scale Attention 21 Apr 2025 · 0 repositories · arXiv:2504.15223
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Hybrid Deep Learning Model to Estimate Cognitive Effort from fNIRS Signals in Educational Game Playing 3 Apr 2025 · 0 repositories · arXiv:2504.13883
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GNN-Based Candidate Node Predictor for Influence Maximization in Temporal Graphs 31 Mar 2025 · 1 repository · arXiv:2503.23713
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Incremental capacity-based multi-feature fusion model for predicting state-of-health of lithium-ion batteries 31 Mar 2025 · 0 repositories · arXiv:2503.23858
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As easy as PIE: understanding when pruning causes language models to disagree 27 Mar 2025 · 1 repository · arXiv:2503.21714
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ShED-HD: A Shannon Entropy Distribution Framework for Lightweight Hallucination Detection on Edge Devices 23 Mar 2025 · 0 repositories · arXiv:2503.18242
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Semantic and Contextual Modeling for Malicious Comment Detection with BERT-BiLSTM 14 Mar 2025 · 0 repositories · arXiv:2503.11084
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Early Detection of Mental Health Issues Using Social Media Posts 6 Mar 2025 · 0 repositories · arXiv:2503.07653
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Intermediate-Task Transfer Learning: Leveraging Sarcasm Detection for Stance Detection 5 Mar 2025 · 0 repositories · arXiv:2503.03172
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Application of Attention Mechanism with Bidirectional Long Short-Term Memory (BiLSTM) and CNN for Human Conflict Detection using Computer Vision 25 Feb 2025 · 0 repositories · arXiv:2502.18555
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The Joint Entity-Relation Extraction Model Based on Span and Interactive Fusion Representation for Chinese Medical Texts with Complex Semantics 13 Feb 2025 · 0 repositories · arXiv:2502.09247
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A Deep Learning Framework Integrating CNN and BiLSTM for Financial Systemic Risk Analysis and Prediction 7 Feb 2025 · 0 repositories · arXiv:2502.06847
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Innovative Framework for Early Estimation of Mental Disorder Scores to Enable Timely Interventions 6 Feb 2025 · 0 repositories · arXiv:2502.03965
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FewTopNER: Integrating Few-Shot Learning with Topic Modeling and Named Entity Recognition in a Multilingual Framework 4 Feb 2025 · 1 repository · arXiv:2502.02391
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COVE: COntext and VEracity prediction for out-of-context images 3 Feb 2025 · 2 repositories · arXiv:2502.01194Syntology ran 1 of 1 samples · 0 unverified
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Leveraging Video Vision Transformer for Alzheimer's Disease Diagnosis from 3D Brain MRI 27 Jan 2025 · 0 repositories · arXiv:2501.15733
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Idiom Detection in Sorani Kurdish Texts 24 Jan 2025 · 0 repositories · arXiv:2501.14528
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Document-Level Sentiment Analysis of Urdu Text Using Deep Learning Techniques 23 Jan 2025 · 0 repositories · arXiv:2501.17175
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Multi-Level Attention and Contrastive Learning for Enhanced Text Classification with an Optimized Transformer 23 Jan 2025 · 0 repositories · arXiv:2501.13467
Tasks archive 2025-07-28
20 shown of 449 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