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Fix formula in gensim.summarization.bm25
. Fix #1828
#1833
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f9803cb
bm25 scoring function updated
sj29-innovate 80dc13d
Fixes #1828
sj29-innovate 848e5ee
Fixes #1828
sj29-innovate 38e2a0f
Fixes #1828
sj29-innovate dc702de
Fixes #1828
sj29-innovate ce290dc
Fixes #1828
sj29-innovate d147d0c
Fixes #1828 , Tests added
sj29-innovate 77409dd
Fixes #1828 , Tests added
sj29-innovate f1f65e2
Fixes #1828 , Tests Added
sj29-innovate de436bc
Fixes #1828 , Tests Added
sj29-innovate 17ccbcc
Fixes #1828 , Tests Added
sj29-innovate 6ec708c
Fixes #1828 , Tests Added
sj29-innovate 575a24b
Fixes #1828
sj29-innovate ef8e918
Merge branch 'develop' of https://github.com/RaRe-Technologies/gensim…
sj29-innovate a2a4c61
Merge branch 'develop' into samyak-develop
sj29-innovate fbf4fad
Fixes #1828
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Original file line number | Diff line number | Diff line change |
---|---|---|
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@@ -78,12 +78,14 @@ def __init__(self, corpus): | |
self.f = [] | ||
self.df = {} | ||
self.idf = {} | ||
self.doc_len = [] | ||
self.initialize() | ||
|
||
def initialize(self): | ||
"""Calculates frequencies of terms in documents and in corpus. Also computes inverse document frequencies.""" | ||
for document in self.corpus: | ||
frequencies = {} | ||
(self.doc_len).append(len(document)) | ||
for word in document: | ||
if word not in frequencies: | ||
frequencies[word] = 0 | ||
|
@@ -122,7 +124,7 @@ def get_score(self, document, index, average_idf): | |
continue | ||
idf = self.idf[word] if self.idf[word] >= 0 else EPSILON * average_idf | ||
score += (idf * self.f[index][word] * (PARAM_K1 + 1) | ||
/ (self.f[index][word] + PARAM_K1 * (1 - PARAM_B + PARAM_B * len(document) / self.avgdl))) | ||
/ (self.f[index][word] + PARAM_K1 * (1 - PARAM_B + PARAM_B * self.doc_len[index] / self.avgdl))) | ||
There was a problem hiding this comment. Choose a reason for hiding this commentThe reason will be displayed to describe this comment to others. Learn more. please add several simple tests for BM25 |
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return score | ||
|
||
def get_scores(self, document, average_idf): | ||
|
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Useless
(
)
, please remove.