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Reproduce Analysis of EMNLP-21 Paper

Here we go through our code to reproduce the result described in Back to the Basics: A Quantitative Analysis of Statistical and Graph-Based Term Weighting Schemes for Keyword Extraction.

Setup

You need kex library.

pip install kex

Run Experiments

  • Run benchmark: MRR/P@k metric for each combination of algorithm and dataset.
python benchmark.py
  • Get average run time as a proxy for algorithm's complexity measure (note that the run-time depends on environment).
python complexity.py
  • High level statistics for each data.
python data_statistics_table.py