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WikiAsp: A Dataset for Multi-domain Aspect-based Summarization
HiroakiHayashi, PrashantBudania, PengWang....
Published date-11/16/2020
Aspect-based summarization is the task of generating focused summaries based on specific points of interest. Such summaries aid efficient analysis of text, such as quickly understanding reviews or opinions from …
Quantum deep field: data-driven wave function, electron density generation, and atomization energy prediction and extrapolation with machine learning
MasashiTsubaki, TeruyasuMizoguchi....
Published date-11/16/2020
Deep neural networks (DNNs) have been used to successfully predict molecular properties calculated based on the Kohn--Sham density functional theory (KS-DFT). Although this prediction is fast and accurate, we believe …
Mixing ADAM and SGD: a Combined Optimization Method
NicolaLandro, IgnazioGallo, RiccardoLaGrassa....
Published date-11/16/2020
DocumentClassification
Optimization methods (optimizers) get special attention for the efficient training of neural networks in the field of deep learning. In literature there are many papers that compare neural models trained …
Scaled-YOLOv4: Scaling Cross Stage Partial Network
Chien-YaoWang, AlexeyBochkovskiy, Hong-YuanMarkLiao....
Published date-11/16/2020
ObjectDetection, Real-TimeObjectDetection
We show that the YOLOv4 object detection neural network based on the CSP approach, scales both up and down and is applicable to small and large networks while maintaining optimal …
Fast and Robust Cascade Model for Multiple Degradation Single Image Super-Resolution
SantiagoLópez-Tapia, NicolásPérezdelaBlanca....
Published date-11/16/2020
Deblurring, ImageSuper-Resolution, SuperResolution, Super-Resolution
Single Image Super-Resolution (SISR) is one of the low-level computer vision problems that has received increased attention in the last few years. Current approaches are primarily based on harnessing the …
Evaluating Sentence Segmentation and Word Tokenization Systems on Estonian Web Texts
KairitSirts, KairitPeekman....
Published date-11/16/2020
Tokenization
Texts obtained from web are noisy and do not necessarily follow the orthographic sentence and word boundary rules. Thus, sentence segmentation and word tokenization systems that have been developed on …