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CDA: a Cost Efficient Content-based Multilingual Web Document Aligner ...
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Open Knowledge Graphs Canonicalization using Variational Autoencoders ...
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Cross-lingual Entity Alignment with Incidental Supervision ...
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Abstract:
Much research effort has been put to multilingual knowledge graph (KG) embedding methods to address the entity alignment task, which seeks to match entities in different languagespecific KGs that refer to the same real-world object. Such methods are often hindered by the insufficiency of seed alignment provided between KGs. Therefore, we propose an incidentally supervised model, JEANS , which jointly represents multilingual KGs and text corpora in a shared embedding scheme, and seeks to improve entity alignment with incidental supervision signals from text. JEANS first deploys an entity grounding process to combine each KG with the monolingual text corpus. Then, two learning processes are conducted: (i) an embedding learning process to encode the KG and text of each language in one embedding space, and (ii) a selflearning based alignment learning process to iteratively induce the matching of entities and that of lexemes between embeddings. Experiments on benchmark datasets show that JEANS leads to promising ... : EACL 2021 ...
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Keyword:
Artificial Intelligence cs.AI; Computation and Language cs.CL; FOS Computer and information sciences; Information Retrieval cs.IR
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URL: https://arxiv.org/abs/2005.00171 https://dx.doi.org/10.48550/arxiv.2005.00171
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CoDEx: A Comprehensive Knowledge Graph Completion Benchmark ...
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EXAMS: A Multi-Subject High School Examinations Dataset for Cross-Lingual and Multilingual Question Answering ...
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A Voice Interactive Multilingual Student Support System using IBM Watson ...
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Biomedical Concept Relatedness -- A large EHR-based benchmark ...
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Interpretable Multi-Step Reasoning with Knowledge Extraction on Complex Healthcare Question Answering ...
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ColloQL: Robust Cross-Domain Text-to-SQL Over Search Queries ...
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Testing the Quantitative Spacetime Hypothesis using Artificial Narrative Comprehension (II) : Establishing the Geometry of Invariant Concepts, Themes, and Namespaces ...
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Multilingual Evidence Retrieval and Fact Verification to Combat Global Disinformation: The Power of Polyglotism ...
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Using Image Captions and Multitask Learning for Recommending Query Reformulations ...
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Neural Methods for Effective, Efficient, and Exposure-Aware Information Retrieval ...
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Efficient long-distance relation extraction with DG-SpanBERT ...
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Unification-based Reconstruction of Multi-hop Explanations for Science Questions ...
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Building Large Lexicalized Ontologies from Text: a Use Case in Automatic Indexing of Biotechnology Patents ...
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Studying Dishonest Intentions in Brazilian Portuguese Texts ...
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Analysing the Effect of Clarifying Questions on Document Ranking in Conversational Search ...
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The STEM-ECR Dataset: Grounding Scientific Entity References in STEM Scholarly Content to Authoritative Encyclopedic and Lexicographic Sources ...
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