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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 Page: 1 2 3 Hits 1 – 20 of 55 1 MOLEMAN: Mention-Only Linking of Entities with a Mention Annotation Network ... FitzGerald, Nicholas; Botha, Jan A.; Gillick, Daniel; Bikel, Daniel M.; Kwiatkowski, Tom; McCallum, Andrew. - : arXiv, 2021 Abstract: We present an instance-based nearest neighbor approach to entity linking. In contrast to most prior entity retrieval systems which represent each entity with a single vector, we build a contextualized mention-encoder that learns to place similar mentions of the same entity closer in vector space than mentions of different entities. This approach allows all mentions of an entity to serve as "class prototypes" as inference involves retrieving from the full set of labeled entity mentions in the training set and applying the nearest mention neighbor's entity label. Our model is trained on a large multilingual corpus of mention pairs derived from Wikipedia hyperlinks, and performs nearest neighbor inference on an index of 700 million mentions. It is simpler to train, gives more interpretable predictions, and outperforms all other systems on two multilingual entity linking benchmarks. ... : Accepted to ACL 2021 ... Keyword: Computation and Language cs.CL; FOS Computer and information sciences; Information Retrieval cs.IR; Machine Learning cs.LG; Social and Information Networks cs.SI URL: https://dx.doi.org/10.48550/arxiv.2106.07352 https://arxiv.org/abs/2106.07352 BASE Hide details 2 Scaling Within Document Coreference to Long Texts ... The Joint Conference of the 59th Annual Meeting of the Association for Computational Linguistics and the 11th International Joint Conference on Natural Language Processing 2021; McCallum, Andrew; Monath, Nicholas. - : Underline Science Inc., 2021 BASE Show details 3 Energy-Based Reranking: Improving Neural Machine Translation Using Energy-Based Models ... The Joint Conference of the 59th Annual Meeting of the Association for Computational Linguistics and the 11th International Joint Conference on Natural Language Processing 2021; Bhattacharyya, Sumanta; Iyyer, Mohit. - : Underline Science Inc., 2021 BASE Show details 4 Case-based Reasoning for Natural Language Queries over Knowledge Bases ... The 2021 Conference on Empirical Methods in Natural Language Processing 2021; Das, Rajarshi; Godbole, Ameya. - : Underline Science Inc., 2021 BASE Show details 5 Benchmarking Scalable Methods for Streaming Cross Document Entity Coreference ... The Joint Conference of the 59th Annual Meeting of the Association for Computational Linguistics and the 11th International Joint Conference on Natural Language Processing 2021; Bikel, Daniel; Logan, Robert. - : Underline Science Inc., 2021 BASE Show details 6 Modeling Fine-Grained Entity Types with Box Embeddings ... The Joint Conference of the 59th Annual Meeting of the Association for Computational Linguistics and the 11th International Joint Conference on Natural Language Processing 2021; Boratko, Michael; Durrett, Greg. - : Underline Science Inc., 2021 BASE Show details 7 Scaling Within Document Coreference to Long Texts ... Thirukovalluru, Raghuveer; Monath, Nicholas; Shridhar, Kumar. - : ETH Zurich, 2021 BASE Show details 8 MOLEMAN: Mention-Only Linking of Entities with a Mention Annotation Network ... The Joint Conference of the 59th Annual Meeting of the Association for Computational Linguistics and the 11th International Joint Conference on Natural Language Processing 2021; Bikel, Daniel; Botha, Jan. - : Underline Science Inc., 2021 BASE Show details 9 Improved Latent Tree Induction with Distant Supervision via Span Constraints ... Xu, Zhiyang; Drozdov, Andrew; Lee, Jay Yoon. - : arXiv, 2021 BASE Show details 10 Scaling Within Document Coreference to Long Texts Monath, Nicholas; Shridhar, Kumar; Zaheer, Manzil... In: Findings of the Association for Computational Linguistics: ACL-IJCNLP 2021 (2021) BASE Show details 11 Improved Latent Tree Induction with Distant Supervision via Span Constraints ... The 2021 Conference on Empirical Methods in Natural Language Processing 2021; Drozdov, Andrew; Finkbeiner, Dylan. - : Underline Science Inc., 2021 BASE Show details 12 The materials science procedural text corpus: Annotating materials synthesis procedures with shallow semantic structures Mysore, Sheshera; Jensen, Zach; Kim, Edward... In: arXiv (2020) BASE Show details 13 Energy and Policy Considerations for Deep Learning in NLP ... Strubell, Emma; Ganesh, Ananya; McCallum, Andrew. - : arXiv, 2019 BASE Show details 14 A Systematic Classification of Knowledge, Reasoning, and Context within the ARC Dataset ... Boratko, Michael; Padigela, Harshit; Mikkilineni, Divyendra. - : arXiv, 2018 BASE Show details 15 Syntax Helps ELMo Understand Semantics: Is Syntax Still Relevant in a Deep Neural Architecture for SRL? ... Strubell, Emma; McCallum, Andrew. - : arXiv, 2018 BASE Show details 16 Linguistically-Informed Self-Attention for Semantic Role Labeling ... Strubell, Emma; Verga, Patrick; Andor, Daniel. - : arXiv, 2018 BASE Show details 17 Dependency Parsing with Dilated Iterated Graph CNNs ... Strubell, Emma; McCallum, Andrew. - : arXiv, 2017 BASE Show details 18 Multilingual Relation Extraction using Compositional Universal Schema ... Verga, Patrick; Belanger, David; Strubell, Emma. - : arXiv, 2015 BASE Show details 19 Learning Dynamic Feature Selection for Fast Sequential Prediction ... Strubell, Emma; Vilnis, Luke; Silverstein, Kate. - : arXiv, 2015 BASE Show details 20 Compositional Vector Space Models for Knowledge Base Completion ... Neelakantan, Arvind; Roth, Benjamin; McCallum, Andrew. - : arXiv, 2015 BASE Show details Page: 1 2 3

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