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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 – 9 of 9 1 Multilingual Fact Linking ... Kolluru, Keshav; Rezk, Martin; Verga, Pat. - : arXiv, 2021 BASE Show details 2 Instance-based Transfer Learning for Multilingual Deep Retrieval ... Arnold, Andrew O.; Cohen, William W.. - : arXiv, 2019 BASE Show details 3 Linguistic Knowledge as Memory for Recurrent Neural Networks ... Dhingra, Bhuwan; Yang, Zhilin; Cohen, William W.; Salakhutdinov, Ruslan. - : arXiv, 2017 Abstract: Training recurrent neural networks to model long term dependencies is difficult. Hence, we propose to use external linguistic knowledge as an explicit signal to inform the model which memories it should utilize. Specifically, external knowledge is used to augment a sequence with typed edges between arbitrarily distant elements, and the resulting graph is decomposed into directed acyclic subgraphs. We introduce a model that encodes such graphs as explicit memory in recurrent neural networks, and use it to model coreference relations in text. We apply our model to several text comprehension tasks and achieve new state-of-the-art results on all considered benchmarks, including CNN, bAbi, and LAMBADA. On the bAbi QA tasks, our model solves 15 out of the 20 tasks with only 1000 training examples per task. Analysis of the learned representations further demonstrates the ability of our model to encode fine-grained entity information across a document. ... Keyword: Computation and Language cs.CL; FOS Computer and information sciences URL: https://dx.doi.org/10.48550/arxiv.1703.02620 https://arxiv.org/abs/1703.02620 BASE Hide details 4 Adaptive graph walk-based similarity measures for parsed text MINKOV, EINAT; COHEN, WILLIAM W. In: Natural language engineering. - Cambridge : Cambridge University Press 20 (2014) 3, 361-397 OLC Linguistik Show details 5 Integrating Perceptual Learning with External World Knowledge in a Simulated Student ... Li, Nan; Yuandong Tian; Cohen, William W.. - : Carnegie Mellon University, 2013 BASE Show details 6 Integrating Perceptual Learning with External World Knowledge in a Simulated Student ... Li, Nan; Yuandong Tian; Cohen, William W.. - : Carnegie Mellon University, 2013 BASE Show details 7 Learning to Extract Gene-Protein Names from Weakly-Labeled Text Wang, Richard C.; Tomasic, Anthony; Frederking, Robert E.... In: DTIC (2008) BASE Show details 8 Extending WHIRL with background knowledge for improved text classification Zelikovitz, Sarah; Cohen, William W.; Hirsh, Haym In: Information Retrieval Journal. - Dordrecht [u.a.] : Springer Science + Business Media B.V. 10 (2007) 1, 35-67 BLLDB Show details 9 Two Frameworks for Integrating Knowledge in Induction Rosenbloom, Paul S.; Smith, Benjamin D.; Hirsh, Haym... In: DTIC AND NTIS (1993) BASE Show details

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