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1
Do Syntactic Probes Probe Syntax? Experiments with Jabberwocky Probing ...
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2
Information-Theoretic Probing for Linguistic Structure ...
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3
Pareto Probing: Trading Off Accuracy for Complexity ...
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4
Combining Sentiment Lexica with a Multi-View Variational Autoencoder ...
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5
A Discriminative Latent-Variable Model for Bilingual Lexicon Induction ...
Abstract: We introduce a novel discriminative latent-variable model for the task of bilingual lexicon induction. Our model combines the bipartite matching dictionary prior of Haghighi et al. (2008) with a state-of-the-art embedding-based approach. To train the model, we derive an efficient Viterbi EM algorithm. We provide empirical improvements on six language pairs under two metrics and show that the prior theoretically and empirically helps to mitigate the hubness problem. We also demonstrate how previous work may be viewed as a similarly fashioned latent-variable model, albeit with a different prior. ... : Proceedings of the 2018 Conference on Empirical Methods in Natural Language Processing ...
Keyword: Computation and Language cs.CL; FOS Computer and information sciences; Machine Learning cs.LG; Machine Learning stat.ML
URL: https://dx.doi.org/10.48550/arxiv.1808.09334
https://arxiv.org/abs/1808.09334
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