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1
Prix-LM: Pretraining for Multilingual Knowledge Base Construction ...
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Knowing the No-match: Entity Alignment with Dangling Cases ...
Abstract: Read paper: https://www.aclanthology.org/2021.acl-long.278 Abstract: This paper studies a new problem setting of entity alignment for knowledge graphs (KGs). Since KGs possess different sets of entities, there could be entities that cannot find alignment across them, leading to the problem of dangling entities. As the first attempt to this problem, we construct a new dataset and design a multi-task learning framework for both entity alignment and dangling entity detection. The framework can opt to abstain from predicting alignment for the detected dangling entities. We propose three techniques for dangling entity detection that are based on the distribution of nearest-neighbor distances, i.e., nearest neighbor classification, marginal ranking and background ranking. After detecting and removing dangling entities, an incorporated entity alignment model in our framework can provide more robust alignment for remaining entities. Comprehensive experiments and analyses demonstrate the effectiveness of our ...
Keyword: Computational Linguistics; Condensed Matter Physics; Deep Learning; Electromagnetism; FOS Physical sciences; Information and Knowledge Engineering; Neural Network; Semantics
URL: https://dx.doi.org/10.48448/q32d-we13
https://underline.io/lecture/25620-knowing-the-no-match-entity-alignment-with-dangling-cases
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3
Salience-Aware Event Chain Modeling for Narrative Understanding ...
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4
Event-Centric Natural Language Processing ...
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5
ReadNet: A Hierarchical Transformer Framework for Web Article Readability Analysis ...
Meng, Changping; Chen, Muhao; Mao, Jie. - : arXiv, 2021
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6
Multilingual Knowledge Graph Completion via Ensemble Knowledge Transfer ...
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7
Cross-lingual Entity Alignment with Incidental Supervision ...
Chen, Muhao; Shi, Weijia; Zhou, Ben. - : arXiv, 2020
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8
ReadNet: A Hierarchical Transformer Framework for Web Article Readability Analysis
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9
Examining Gender Bias in Languages with Grammatical Gender ...
Zhou, Pei; Shi, Weijia; Zhao, Jieyu. - : arXiv, 2019
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10
Retrofitting Contextualized Word Embeddings with Paraphrases ...
Shi, Weijia; Chen, Muhao; Zhou, Pei. - : arXiv, 2019
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11
Learning Bilingual Word Embeddings Using Lexical Definitions ...
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12
Co-training Embeddings of Knowledge Graphs and Entity Descriptions for Cross-lingual Entity Alignment ...
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13
Quantification and Analysis of Scientific Language Variation Across Research Fields ...
Zhou, Pei; Chen, Muhao; Chang, Kai-Wei. - : arXiv, 2018
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14
Learning to Represent Bilingual Dictionaries ...
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15
Multilingual Knowledge Graph Embeddings for Cross-lingual Knowledge Alignment ...
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