Instruct: Identify the main and secondary category of Arxiv papers based on the titles and abstracts
Query: CopyNext: Explicit Span Copying and Alignment in Sequence to Sequence
  Models   Copy mechanisms are employed in sequence to sequence models (seq2seq) to
generate reproductions of words from the input to the output. These frameworks,
operating at the lexical type level, fail to provide an explicit alignment that
records where each token was copied from. Further, they require contiguous
token sequences from the input (spans) to be copied individually. We present a
model with an explicit token-level copy operation and extend it to copying
entire spans. Our model provides hard alignments between spans in the input and
output, allowing for nontraditional applications of seq2seq, like information
extraction. We demonstrate the approach on Nested Named Entity Recognition,
achieving near state-of-the-art accuracy with an order of magnitude increase in
decoding speed.

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The categories of this paper are: nlin
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The categories of this paper are: bayes-an
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The categories of this paper are: atom-ph
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The categories of this paper are: funct-an
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The categories of this paper are: comp-gas
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The categories of this paper are: physics
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The categories of this paper are: acc-phys
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The categories of this paper are: adap-org
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The categories of this paper are: stat
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The categories of this paper are: supr-con
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The categories of this paper are: econ
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The categories of this paper are: hep-th
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The categories of this paper are: q-alg
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The categories of this paper are: alg-geom
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The categories of this paper are: hep-lat
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The categories of this paper are: ao-sci