Metadata-Version: 2.1
Name: formeval
Version: 1.0.4
Summary: language form evaluation in python
Home-page: https://github.com/sudongqi/formeval.git
Author: Dongqi Su
License: UNKNOWN
Description: # Language Form Evaluation
        
        This package includes efficient pure python implementation of the following metrics:
        
        * [BLEU](https://www.aclweb.org/anthology/P02-1040.pdf)
            * current implementation is a wrapper of [nltk.translate.bleu_score](https://www.nltk.org/_modules/nltk/translate/bleu_score.html)
              * known issue:
                * drop in performance when evaluating multi-candidates vs multi-references
        * [ROUGE](https://www.aclweb.org/anthology/W04-1013.pdf) (in progress)
        * [METEOR](https://www.aclweb.org/anthology/W05-0909.pdf) (in progress)
        * [CIDEr/CIDEr-D](https://arxiv.org/pdf/1411.5726.pdf)
            * original implementation: https://github.com/vrama91/cider
              * with the same tokenizer
                * error: < 1 %
                * speed: + 81 %
              * with different tokenizers (FormEval use Regexp by default)
                * error: ~ 15 %
                * speed: + 332 %
          
        * [SPICE](https://arxiv.org/pdf/1607.08822.pdf) (in progress)
        
        *All stats shown above are estimations
        
        ## Dependencies
        
        * python 3.6 +
        * nltk 3.5+
        
        ## Setup
        
            pip install formeval
        
        optional setup
        
            python3 -c 'import nltk; nltk.download("wordnet")'
        
        ## Example Data
        
        * [PASCAL VOC](http://host.robots.ox.ac.uk/pascal/VOC/)
        
        ## Usage
        
        See [run_examples.py](https://github.com/sudongqi/lfeval/blob/main/run_examples.py)
Platform: UNKNOWN
Classifier: Programming Language :: Python :: 3
Classifier: License :: OSI Approved :: MIT License
Classifier: Operating System :: OS Independent
Requires-Python: >=3.6
Description-Content-Type: text/markdown
