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10/25/2022
Towards standardizing Korean Grammatical Error Correction: Datasets and Annotation
Research on Korean grammatical error correction (GEC) is limited compare...
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10/25/2022
Bridging the Training-Inference Gap for Dense Phrase Retrieval
Building dense retrievers requires a series of standard procedures, incl...
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11/18/2021
Dynamic-TinyBERT: Boost TinyBERT's Inference Efficiency by Dynamic Sequence Length
Limited computational budgets often prevent transformers from being used...
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06/15/2021
SSMix: Saliency-Based Span Mixup for Text Classification
Data augmentation with mixup has shown to be effective on various comput...
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04/15/2021
Consistency Training with Virtual Adversarial Discrete Perturbation
We propose an effective consistency training framework that enforces a t...
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10/25/2020
Two-stage Textual Knowledge Distillation to Speech Encoder for Spoken Language Understanding
End-to-end approaches open a new way for more accurate and efficient spo...
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10/23/2020
ST-BERT: Cross-modal Language Model Pre-training For End-to-end Spoken Language Understanding
Language model pre-training has shown promising results in various downs...
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10/14/2020
Length-Adaptive Transformer: Train Once with Length Drop, Use Anytime with Search
Although transformers have achieved impressive accuracies in various tas...
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10/08/2020
Large Product Key Memory for Pretrained Language Models
Product key memory (PKM) proposed by Lample et al. (2019) enables to imp...
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11/10/2019
Efficient Dialogue State Tracking by Selectively Overwriting Memory
Recent works in dialogue state tracking (DST) focus on an open vocabular...
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09/02/2019
Subword Language Model for Query Auto-Completion
Current neural query auto-completion (QAC) systems rely on character-lev...
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03/24/2018
Extended Abstract: Mimicry Resilient Program Behavior Modeling with LSTM based Branch Models
In the software design, protecting a computer system from a plethora of ...
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11/12/2016