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Dual-decoder Transformer for Joint Automatic Speech Recognition and Multilingual Speech Translation
HangLe, JuanPino, ChanghanWang....
Published date-11/02/2020
SpeechRecognition
We introduce dual-decoder Transformer, a new model architecture that jointly performs automatic speech recognition (ASR) and multilingual speech translation (ST). Our models are based on the original Transformer architecture (Vaswani …
Biased TextRank: Unsupervised Graph-Based Content Extraction
AshkanKazemi, VerónicaPérez-Rosas, RadaMihalcea....
Published date-11/02/2020
We introduce Biased TextRank, a graph-based content extraction method inspired by the popular TextRank algorithm that ranks text spans according to their importance for language processing tasks and according to …
Valuing Player Actions in Counter-Strike: Global Offensive
PeterXenopoulos, HarishDoraiswamy, ClaudioSilva....
Published date-11/02/2020
Esports, despite its expanding interest, lacks fundamental sports analytics resources such as accessible data or proven and reproducible analytical frameworks. Even Counter-Strike: Global Offensive (CSGO), the second most popular esport, …
Toward a Generalization Metric for Deep Generative Models
HoangThanh-Tung, TruyenTran....
Published date-11/02/2020
Measuring the generalization capacity of Deep Generative Models (DGMs) is difficult because of the curse of dimensionality. Evaluation metrics for DGMs like Inception Score, Frechet Inception Distance, Precision-Recall, and Neural …
Constructing A Multi-hop QA Dataset for Comprehensive Evaluation of Reasoning Steps
XanhHo, Anh-KhoaDuongNguyen, SakuSugawara....
Published date-11/02/2020
QuestionAnswering
A multi-hop question answering (QA) dataset aims to test reasoning and inference skills by requiring a model to read multiple paragraphs to answer a given question. However, current datasets do …
Image Inpainting with Learnable Feature Imputation
HåkonHukkelås, FrankLindseth, RudolfMester....
Published date-11/02/2020
ImageInpainting, Imputation
A regular convolution layer applying a filter in the same way over known and unknown areas causes visual artifacts in the inpainted image. Several studies address this issue with feature …