Instruct: Identify the main and secondary category of Arxiv papers based on the titles and abstracts
Query: Label-guided Learning for Text Classification   Text classification is one of the most important and fundamental tasks in
natural language processing. Performance of this task mainly dependents on text
representation learning. Currently, most existing learning frameworks mainly
focus on encoding local contextual information between words. These methods
always neglect to exploit global clues, such as label information, for encoding
text information. In this study, we propose a label-guided learning framework
LguidedLearn for text representation and classification. Our method is novel
but simple that we only insert a label-guided encoding layer into the commonly
used text representation learning schemas. That label-guided layer performs
label-based attentive encoding to map the universal text embedding (encoded by
a contextual information learner) into different label spaces, resulting in
label-wise embeddings. In our proposed framework, the label-guided layer can be
easily and directly applied with a contextual encoding method to perform
jointly learning. Text information is encoded based on both the local
contextual information and the global label clues. Therefore, the obtained text
embeddings are more robust and discriminative for text classification.
Extensive experiments are conducted on benchmark datasets to illustrate the
effectiveness of our proposed method.

21
The categories of this paper are: adap-org
9
The categories of this paper are: nlin
3
The categories of this paper are: physics
11
The categories of this paper are: hep-lat
28
The categories of this paper are: alg-geom
20
The categories of this paper are: acc-phys
8
The categories of this paper are: hep-ex
13
The categories of this paper are: quant-ph
27
The categories of this paper are: comp-gas
0
The categories of this paper are: hep-ph
6
The categories of this paper are: astro-ph
10
The categories of this paper are: q-bio
34
The categories of this paper are: chem-ph
33
The categories of this paper are: plasm-ph
2
The categories of this paper are: math
30
The categories of this paper are: q-alg