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statisticalseqmodels's Introduction

A comparison of HMM/MEMM/CRF

Environment

python 3 nltk numpy

Reproducing results

  • run main.py to get predicted results of HMM or MEMM
  • run run_hmmem.py to get predicted results of HMM(em)
  • run crf++ with command lines, with the train/test files in data/; predicted results can be saved in data/pred_results/
  • user scripts/conlleval_rev.pl to evaluate files in data/pred_results/

Preparing new data

  • put new data in data/orig/ with format:
不/d 忘/v 藏北/s 人民/n 的/u 拉萨/ns 市民/n (/w 图片/n )/w
  • run data/transform2conll.py to transform data/orig files to seg/ner/pos files with crf++ format

References

statisticalseqmodels's People

Contributors

hedwigi avatar

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