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181
Survey on the Use of Typological Information in Natural Language Processing ...
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182
Automatic Selection of Context Configurations for Improved Class-Specific Word Representations ...
Abstract: This paper is concerned with identifying contexts useful for training word representation models for different word classes such as adjectives (A), verbs (V), and nouns (N). We introduce a simple yet effective framework for an automatic selection of class-specific context configurations. We construct a context configuration space based on universal dependency relations between words, and efficiently search this space with an adapted beam search algorithm. In word similarity tasks for each word class, we show that our framework is both effective and efficient. Particularly, it improves the Spearman's rho correlation with human scores on SimLex-999 over the best previously proposed class-specific contexts by 6 (A), 6 (V) and 5 (N) rho points. With our selected context configurations, we train on only 14% (A), 26.2% (V), and 33.6% (N) of all dependency-based contexts, resulting in a reduced training time. Our results generalise: we show that the configurations our algorithm learns for one English training setup ... : CoNLL 2017 ...
Keyword: Computation and Language cs.CL; FOS Computer and information sciences
URL: https://dx.doi.org/10.48550/arxiv.1608.05528
https://arxiv.org/abs/1608.05528
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183
HyperLex: A Large-Scale Evaluation of Graded Lexical Entailment ...
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184
Bilingual Distributed Word Representations from Document-Aligned Comparable Data ...
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185
TKLBLIIR: Detecting Twitter paraphrases with TweetingJay
Karan, Mladen; Glavaš, Goran; Šnajder, Jan. - : Association for Computational Linguistics, 2015
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186
TermWise: Leveraging Big Data for Terminological Support in Legal Translation
In: Terminology and Knowledge Engineering, TKE 2014 ; Terminology and Knowledge Engineering 2014 ; https://hal.archives-ouvertes.fr/hal-01005842 ; Terminology and Knowledge Engineering 2014, Jun 2014, Berlin, Germany. 10 p (2014)
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