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Hits 1 – 19 of 19

1
Everything Is All It Takes: A Multipronged Strategy for Zero-Shot Cross-Lingual Information Extraction ...
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2
Fine-tuning Encoders for Improved Monolingual and Zero-shot Polylingual Neural Topic Modeling ...
Mueller, Aaron; Dredze, Mark. - : arXiv, 2021
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3
Improving Zero-Shot Multi-Lingual Entity Linking ...
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4
Cross-Lingual Transfer in Zero-Shot Cross-Language Entity Linking ...
Abstract: Read paper: https://www.aclanthology.org/2021.findings-acl.52 Abstract: Cross-language entity linking grounds mentions written in several languages to a monolingual knowledge base. We use a simple neural ranking architecture for this task that uses multilingual BERT representations of both the mention and the context as input, so as to explore the ability of a transformer model to perform well on this task. We find that the multilingual ability of BERT leads to good performance in monolingual and multilingual settings. Furthermore, we explore zero-shot language transfer and find surprisingly robust performance. We conduct several analyses to identify the sources of performance degradation in the zero-shot setting. Results indicate that while multilingual transformer models transfer well between languages, issues remain in disambiguating similar entities unseen in training. ...
Keyword: Computational Linguistics; Condensed Matter Physics; Deep Learning; Electromagnetism; FOS Physical sciences; Information and Knowledge Engineering; Neural Network; Semantics
URL: https://dx.doi.org/10.48448/8sh1-mb51
https://underline.io/lecture/26143-cross-lingual-transfer-in-zero-shot-cross-language-entity-linking
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5
Fine-tuning Encoders for Improved Monolingual and Zero-shot Polylingual Neural Topic Modeling ...
NAACL 2021 2021; Dredze, Mark; Mueller, Aaron. - : Underline Science Inc., 2021
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6
Do Explicit Alignments Robustly Improve Multilingual Encoders? ...
Wu, Shijie; Dredze, Mark. - : arXiv, 2020
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7
Sources of Transfer in Multilingual Named Entity Recognition ...
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8
Cross-Lingual Transfer in Zero-Shot Cross-Language Entity Linking ...
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9
Are All Languages Created Equal in Multilingual BERT? ...
Wu, Shijie; Dredze, Mark. - : arXiv, 2020
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10
Learning unsupervised contextual representations for medical synonym discovery
Schumacher, Elliot; Dredze, Mark. - : Oxford University Press, 2019
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11
Feature Generation for Robust Semantic Role Labeling ...
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12
Improving Named Entity Recognition for Chinese Social Media with Word Segmentation Representation Learning ...
Peng, Nanyun; Dredze, Mark. - : arXiv, 2016
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13
Embedding Lexical Features via Low-Rank Tensors ...
Yu, Mo; Dredze, Mark; Arora, Raman. - : arXiv, 2016
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14
Improved Relation Extraction with Feature-Rich Compositional Embedding Models ...
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15
Entity Disambiguation for Knowledge Base Population ...
Dredze, Mark; McNamee, Paul; Rao, Delip. - : My University, 2010
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16
Annotating named entities in Twitter data with crowdsourcing ...
Finin, Tim; Murnane, Will; Karandikar, Anand. - : Association for Computational Linguistics, 2010
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17
Reading the Markets: Forecasting Public Opinion of Political Candidates by News Analysis
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18
Reading the Markets: Forecasting Public Opinion of Political Candidates by News Analysis ...
Lerman, Kevin; Gilder, Ari; Dredze, Mark. - : Columbia University, 2008
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19
Further Results and Analysis of Icelandic Part of Speech Tagging
In: Technical Reports (CIS) (2008)
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