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All fields Title Creator / Publisher Keyword Year AND OR AND NOT All fields Title Creator / Publisher Keyword Year AND OR AND NOT All fields Title Creator / Publisher Keyword Year AND OR AND NOT All fields Title Creator / Publisher Keyword Year AND OR AND NOT All fields Title Creator / Publisher Keyword Year Sort by creator [A → Z]' creator [Z → A]' publishing year ↑ (asc)' publishing year ↓ (desc)' title [A → Z]' title [Z → A]' Simple Search Hits 1 – 6 of 6 1 Better Neural Machine Translation by Extracting Linguistic Information from BERT ... Shavarani, Hassan S.; Sarkar, Anoop. - : arXiv, 2021 Abstract: Adding linguistic information (syntax or semantics) to neural machine translation (NMT) has mostly focused on using point estimates from pre-trained models. Directly using the capacity of massive pre-trained contextual word embedding models such as BERT (Devlin et al., 2019) has been marginally useful in NMT because effective fine-tuning is difficult to obtain for NMT without making training brittle and unreliable. We augment NMT by extracting dense fine-tuned vector-based linguistic information from BERT instead of using point estimates. Experimental results show that our method of incorporating linguistic information helps NMT to generalize better in a variety of training contexts and is no more difficult to train than conventional Transformer-based NMT. ... Keyword: Computation and Language cs.CL; FOS Computer and information sciences URL: https://dx.doi.org/10.48550/arxiv.2104.02831 https://arxiv.org/abs/2104.02831 BASE Hide details 2 Pointer-based Fusion of Bilingual Lexicons into Neural Machine Translation ... Gū, Jetic; Shavarani, Hassan S.; Sarkar, Anoop. - : arXiv, 2019 BASE Show details 3 Top-down Tree Structured Decoding with Syntactic Connections for Neural Machine Translation and Parsing ... Gū, Jetic; Shavarani, Hassan S.; Sarkar, Anoop. - : arXiv, 2018 BASE Show details 4 Analysis of Semi-Supervised Learning with the Yarowsky Algorithm ... Haffari, Gholam Reza; Sarkar, Anoop. - : arXiv, 2012 BASE Show details 5 Separating Dependency from Constituency in a Tree Rewriting System ... Sarkar, Anoop. - : arXiv, 1998 BASE Show details 6 Coordination in Tree Adjoining Grammars: Formalization and Implementation ... Sarkar, Anoop; Joshi, Aravind. - : arXiv, 1996 BASE Show details

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