Instruct: Identify the main and secondary category of Arxiv papers based on the titles and abstracts
Query: CS-NLP team at SemEval-2020 Task 4: Evaluation of State-of-the-art NLP
  Deep Learning Architectures on Commonsense Reasoning Task   In this paper, we investigate a commonsense inference task that unifies
natural language understanding and commonsense reasoning. We describe our
attempt at SemEval-2020 Task 4 competition: Commonsense Validation and
Explanation (ComVE) challenge. We discuss several state-of-the-art deep
learning architectures for this challenge. Our system uses prepared labeled
textual datasets that were manually curated for three different natural
language inference subtasks. The goal of the first subtask is to test whether a
model can distinguish between natural language statements that make sense and
those that do not make sense. We compare the performance of several language
models and fine-tuned classifiers. Then, we propose a method inspired by
question/answering tasks to treat a classification problem as a multiple choice
question task to boost the performance of our experimental results (96.06%),
which is significantly better than the baseline. For the second subtask, which
is to select the reason why a statement does not make sense, we stand within
the first six teams (93.7%) among 27 participants with very competitive
results. Our result for last subtask of generating reason against the nonsense
statement shows many potentials for future researches as we applied the most
powerful generative model of language (GPT-2) with 6.1732 BLEU score among
first four teams.

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The categories of this paper are: q-fin
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The categories of this paper are: stat
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The categories of this paper are: acc-phys
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The categories of this paper are: physics
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The categories of this paper are: q-alg
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The categories of this paper are: mtrl-th
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The categories of this paper are: hep-ex
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The categories of this paper are: cond-mat
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The categories of this paper are: plasm-ph
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The categories of this paper are: nucl-ex
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The categories of this paper are: nlin
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The categories of this paper are: hep-lat
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The categories of this paper are: funct-an
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The categories of this paper are: chem-ph
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The categories of this paper are: bayes-an
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The categories of this paper are: comp-gas