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1
MetaXL: Meta Representation Transformation for Low-resource Cross-lingual Learning ...
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2
XtremeDistilTransformers: Task Transfer for Task-agnostic Distillation ...
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3
Gender Bias in Multilingual Embeddings and Cross-Lingual Transfer ...
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4
XtremeDistil: Multi-stage Distillation for Massive Multilingual Models ...
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5
Smart To-Do : Automatic Generation of To-Do Items from Emails ...
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6
Distilling BERT into Simple Neural Networks with Unlabeled Transfer Data ...
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7
DeClarE: Debunking Fake News and False Claims using Evidence-Aware Deep Learning ...
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8
People on Drugs: Credibility of User Statements in Health Communities ...
Abstract: Online health communities are a valuable source of information for patients and physicians. However, such user-generated resources are often plagued by inaccuracies and misinformation. In this work we propose a method for automatically establishing the credibility of user-generated medical statements and the trustworthiness of their authors by exploiting linguistic cues and distant supervision from expert sources. To this end we introduce a probabilistic graphical model that jointly learns user trustworthiness, statement credibility, and language objectivity. We apply this methodology to the task of extracting rare or unknown side-effects of medical drugs --- this being one of the problems where large scale non-expert data has the potential to complement expert medical knowledge. We show that our method can reliably extract side-effects and filter out false statements, while identifying trustworthy users that are likely to contribute valuable medical information. ...
Keyword: Artificial Intelligence cs.AI; Computation and Language cs.CL; FOS Computer and information sciences; Information Retrieval cs.IR; Machine Learning stat.ML; Social and Information Networks cs.SI
URL: https://arxiv.org/abs/1705.02522
https://dx.doi.org/10.48550/arxiv.1705.02522
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9
Probabilistic graphical models for credibility analysis in evolving online communities
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10
WikiSent : Weakly Supervised Sentiment Analysis Through Extractive Summarization With Wikipedia ...
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