Instruct: Identify the main and secondary category of Arxiv papers based on the titles and abstracts
Query: The importance of fillers for text representations of speech transcripts   While being an essential component of spoken language, fillers (e.g."um" or
"uh") often remain overlooked in Spoken Language Understanding (SLU) tasks. We
explore the possibility of representing them with deep contextualised
embeddings, showing improvements on modelling spoken language and two
downstream tasks - predicting a speaker's stance and expressed confidence.

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The categories of this paper are: dg-ga
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The categories of this paper are: plasm-ph
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The categories of this paper are: supr-con
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The categories of this paper are: hep-ph
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The categories of this paper are: gr-qc
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The categories of this paper are: quant-ph
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The categories of this paper are: q-alg
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The categories of this paper are: nucl-ex
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The categories of this paper are: acc-phys
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The categories of this paper are: math
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The categories of this paper are: q-bio
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The categories of this paper are: bayes-an
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The categories of this paper are: hep-lat
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The categories of this paper are: ao-sci
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The categories of this paper are: eess
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The categories of this paper are: solv-int