Instruct: Identify the main and secondary category of Arxiv papers based on the titles and abstracts
Query: The Future is not One-dimensional: Complex Event Schema Induction by
  Graph Modeling for Event Prediction   Event schemas encode knowledge of stereotypical structures of events and
their connections. As events unfold, schemas are crucial to act as a
scaffolding. Previous work on event schema induction focuses either on atomic
events or linear temporal event sequences, ignoring the interplay between
events via arguments and argument relations. We introduce a new concept of
Temporal Complex Event Schema: a graph-based schema representation that
encompasses events, arguments, temporal connections and argument relations. In
addition, we propose a Temporal Event Graph Model that predicts event instances
following the temporal complex event schema. To build and evaluate such
schemas, we release a new schema learning corpus containing 6,399 documents
accompanied with event graphs, and we have manually constructed gold-standard
schemas. Intrinsic evaluations based on schema matching and instance graph
perplexity, prove the superior quality of our probabilistic graph schema
library compared to linear representations. Extrinsic evaluation on
schema-guided future event prediction further demonstrates the predictive power
of our event graph model, significantly outperforming human schemas and
baselines by more than 23.8% on HITS@1.

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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-lat
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The categories of this paper are: cond-mat
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The categories of this paper are: acc-phys
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The categories of this paper are: gr-qc
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The categories of this paper are: chao-dyn
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The categories of this paper are: cmp-lg
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The categories of this paper are: solv-int
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The categories of this paper are: alg-geom
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The categories of this paper are: funct-an
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The categories of this paper are: adap-org
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The categories of this paper are: hep-ex
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The categories of this paper are: quant-ph
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The categories of this paper are: mtrl-th
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The categories of this paper are: patt-sol