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Can Language Models Encode Perceptual Structure Without Grounding? A Case Study in Color ...
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Attention Can Reflect Syntactic Structure (If You Let It) ...
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Does injecting linguistic structure into language models lead to better alignment with brain recordings? ...
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The Sensitivity of Language Models and Humans to Winograd Schema Perturbations ...
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Do Neural Language Models Show Preferences for Syntactic Formalisms? ...
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X-WikiRE: A Large, Multilingual Resource for Relation Extraction as Machine Comprehension ...
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Abstract:
Although the vast majority of knowledge bases KBs are heavily biased towards English, Wikipedias do cover very different topics in different languages. Exploiting this, we introduce a new multilingual dataset (X-WikiRE), framing relation extraction as a multilingual machine reading problem. We show that by leveraging this resource it is possible to robustly transfer models cross-lingually and that multilingual support significantly improves (zero-shot) relation extraction, enabling the population of low-resourced KBs from their well-populated counterparts. ...
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Keyword:
Computation and Language cs.CL; FOS Computer and information sciences
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URL: https://dx.doi.org/10.48550/arxiv.1908.05111 https://arxiv.org/abs/1908.05111
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