ppke-nlpg / less-is-more

The program used in the paper 'Less is More, More or Less... – Finding the Optimal Threshold for Lexicalisation in Chunking' by Balázs Indig

Less is More

The program used in the paper 'Less is More, More or Less... – Finding the Optimal Threshold for Lexicalisation in Chunking' by Balázs Indig

This is a stripped and evolved version of Gut, Besser, Chunker. The code focuses on parameter optimisation.

Prerequisites

• Data (in train, devel test folders): the original train.txt and test.txt were obtained from the CoNLL-2000 data
• CRFsuite installed and in path
• Python3, JRE 1.8 (for IOButils), GNU parallel (optional) installed

Usage

• python3 start.py --train train/train_new.9.txt.corenlp.IOB2.IOBES --test test/test.txt.1.1.corenlp.IOB2.IOBES --freq 13 --out result.txt
• The empty folders will contain the partial outputs
• One can use GNU parallel to speed up running for multiple parameters
• See the paper and the code for more documentation

License

The repository contains many 3rd-party code, that has its own license. This code is made available under the GNU Lesser General Public License v3.0.

Reference

If you use this program please cite:

    @inproceedings{indig2017less,
      author    = {{I}ndig, {B}al\'azs},
      title     = {{Less is More, More or Less...} -- {F}inding the {O}ptimal {T}hreshold for {L}exicalisation in {C}hunking},
      booktitle = {Computational Linguistics and Intelligent Text Processing - 18th International Conference, CICLing 2017, Budapest, Hungary, April 17-23, 2017},
      year      = {2017}
    }