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Neural Network Optimization

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Papers

Dialogue Response Selection with Hierarchical Curriculum Learning IJCNLP 2021
Contributions of Transformer Attention Heads in Multi- and Cross-lingual Tasks IJCNLP 2021
Optimizing Deeper Transformers on Small Datasets IJCNLP 2021
An Empirical Study on Hyperparameter Optimization for Fine-Tuning Pre-trained Language Models IJCNLP 2021
Automated Concatenation of Embeddings for Structured Prediction IJCNLP 2021
Text2Event: Controllable Sequence-to-Structure Generation for End-to-end Event Extraction IJCNLP 2021
PLOME: Pre-training with Misspelled Knowledge for Chinese Spelling Correction IJCNLP 2021
Self-Attention Networks Can Process Bounded Hierarchical Languages IJCNLP 2021
Reservoir Transformers IJCNLP 2021
Parameter-Efficient Transfer Learning with Diff Pruning IJCNLP 2021
Instantaneous Grammatical Error Correction with Shallow Aggressive Decoding IJCNLP 2021
Long-Span Summarization via Local Attention and Content Selection IJCNLP 2021
End-to-End Training of Neural Retrievers for Open-Domain Question Answering IJCNLP 2021
Neural Retrieval for Question Answering with Cross-Attention Supervised Data Augmentation IJCNLP 2021
TIMERS: Document-level Temporal Relation Extraction IJCNLP 2021
AutoRC: Improving BERT Based Relation Classification Models via Architecture Search IJCNLP 2021
How Many Layers and Why? An Analysis of the Model Depth in Transformers IJCNLP 2021
Levi Graph AMR Parser using Heterogeneous Attention IJCNLP 2021
DeepBlueAI at SemEval-2021 Task 7: Detecting and Rating Humor and Offense with Stacking Diverse Language Model-Based Methods IJCNLP 2021
Incorporating EDS Graph for AMR Parsing IJCNLP 2021
Exploiting Auxiliary Data for Offensive Language Detection with Bidirectional Transformers IJCNLP 2021
Evaluating the Extrapolation Capabilities of Neural Vocoders to Extreme Pitch Values INTERSPEECH 2021
Temporal Convolutional Network with Frequency Dimension Adaptive Attention for Speech Enhancement INTERSPEECH 2021
Gradient Regularization for Noise-Robust Speaker Verification INTERSPEECH 2021
EfficientSing: A Chinese Singing Voice Synthesis System Using Duration-Free Acoustic Model and HiFi-GAN Vocoder INTERSPEECH 2021