BM25 scoring function updated, Fixes #1828 #1830
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* Added docstrings in textcleaner.py * Added docstrings to bm25.py * syntactic_unit.py docstrings and typo * added doctrings for graph modules * keywords draft * keywords draft updated * keywords draft updated again * keywords edited * pagerank started * pagerank summarizer docstring added * fixed types in docstrings in commons, bm25, graph and keywords * fixed types, examples and types in docstrings * fix pep8 * fix doc build * fix bm25 * fix graph * fix graph[2] * fix commons * fix keywords * fix keywords[2] * fix mz_entropy * fix pagerank_weighted * fix graph rst * fix summarizer * fix syntactic_unit * fix textcleaner * fix
* Updates Poincare eval notebook with regularized model results * Moves all evaluation details to Poincare evaluation notebook, cleans up tutorial notebook * Adds relevant links to Poincare tutorial * Adds dependency installation to Poincare eval notebook * Updates html structure of result table in poincare eval notebook
* Add model to dict method * add documentation and oneliner code * Add benchmark
It was erroneously stated that when sg=1, CBOW is used, otherwise skip-gram is used. In fact, it is vice versa (quite logically, as sg=SkipGram). Thus, the description should be fixed.
* Adds wordnet mammal train file * Adds link to data file in notebook
* update according to new pytest_benchmark version * update wheel-storage url * use only twine
* Add docstrings in numpy-style fromat * fix PEP8 * remove outdated "hack" (smart_open is core dependency right now) * fix docstrings[1] * remove unused internal class * fix docstrings[2] * fix docstrings[3] * fix docstrings[4] * fix docstrings[5] * fix docstrings[6] * fix docstrings[7] * fix docstrings[8] * add missing `pattern` to doc dependencies * fix docstrings[9] * fix docstrings[10]
* first attempt to convert few lines into numpy-style doc * added parameters in documentation * more documentation * few corrections * show inheritance and undoc members * show special members * example is executable now * link to the paper added, named parameters * fixed doc * fixed doc * fixed whitespaces * fix docstrings & PEP8 * fix docstrings * fix typo
* convert Space class doc to numpy style * fix docstrings[1] * fix docstrings[2] * remove useless load * fix docstrings[3] * add missing import * fix docstrings[4]
sj29-innovate
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len(document) has been changed to len(corpus[index]) so that it takes length of the index document.