Instruct: Identify the main and secondary category of Arxiv papers based on the titles and abstracts
Query: Conditional Generators of Words Definitions   We explore recently introduced definition modeling technique that provided
the tool for evaluation of different distributed vector representations of
words through modeling dictionary definitions of words. In this work, we study
the problem of word ambiguities in definition modeling and propose a possible
solution by employing latent variable modeling and soft attention mechanisms.
Our quantitative and qualitative evaluation and analysis of the model shows
that taking into account words ambiguity and polysemy leads to performance
improvement.

29
The categories of this paper are: funct-an
23
The categories of this paper are: solv-int
10
The categories of this paper are: q-bio
37
The categories of this paper are: supr-con
24
The categories of this paper are: dg-ga
16
The categories of this paper are: stat
14
The categories of this paper are: math-ph
7
The categories of this paper are: hep-th
21
The categories of this paper are: adap-org
0
The categories of this paper are: hep-ph
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The categories of this paper are: plasm-ph
26
The categories of this paper are: bayes-an
11
The categories of this paper are: hep-lat
28
The categories of this paper are: alg-geom
18
The categories of this paper are: econ
31
The categories of this paper are: ao-sci