Instruct: Identify the main and secondary category of Arxiv papers based on the titles and abstracts
Query: Working Hard or Hardly Working: Challenges of Integrating Typology into
  Neural Dependency Parsers   This paper explores the task of leveraging typology in the context of
cross-lingual dependency parsing. While this linguistic information has shown
great promise in pre-neural parsing, results for neural architectures have been
mixed. The aim of our investigation is to better understand this
state-of-the-art. Our main findings are as follows: 1) The benefit of
typological information is derived from coarsely grouping languages into
syntactically-homogeneous clusters rather than from learning to leverage
variations along individual typological dimensions in a compositional manner;
2) Typology consistent with the actual corpus statistics yields better transfer
performance; 3) Typological similarity is only a rough proxy of cross-lingual
transferability with respect to parsing.

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The categories of this paper are: hep-ph
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The categories of this paper are: nucl-th
17
The categories of this paper are: q-fin
30
The categories of this paper are: q-alg
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The categories of this paper are: chao-dyn
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The categories of this paper are: dg-ga
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The categories of this paper are: hep-th
15
The categories of this paper are: nucl-ex
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The categories of this paper are: patt-sol
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The categories of this paper are: bayes-an
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The categories of this paper are: adap-org
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The categories of this paper are: nlin
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The categories of this paper are: comp-gas
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The categories of this paper are: eess
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The categories of this paper are: solv-int
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The categories of this paper are: plasm-ph