Instruct: Identify the main and secondary category of Arxiv papers based on the titles and abstracts
Query: Integrating Information About Entities Progressively   Users often have to integrate information about entities from multiple data
sources. This task is challenging as each data source may represent information
about the same entity in a distinct form, e.g., each data source may use a
different name for the same person. Currently, data from different
representations are translated into a unified one via lengthy and costly expert
attention and tuning. Such methods cannot scale to the rapidly increasing
number and variety of available data sources. We demonstrate ProgMap, a
entity-matching framework in which data sources learn to collaborate and
integrate information about entities on-demand and with minimal expert
intervention. The data sources leverage user feedback to improve the accuracy
of their collaboration and results. ProgMap also has techniques to reduce the
amount of required user feedback to achieve effective matchings.

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The categories of this paper are: atom-ph
16
The categories of this paper are: stat
11
The categories of this paper are: hep-lat
21
The categories of this paper are: adap-org
35
The categories of this paper are: mtrl-th
13
The categories of this paper are: quant-ph
4
The categories of this paper are: cond-mat
30
The categories of this paper are: q-alg
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The categories of this paper are: hep-ex
3
The categories of this paper are: physics
33
The categories of this paper are: plasm-ph
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The categories of this paper are: comp-gas
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The categories of this paper are: patt-sol
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The categories of this paper are: hep-th
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The categories of this paper are: math-ph
15
The categories of this paper are: nucl-ex