“Search method”版本间的差异

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lucene method
 
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==lucene method==
+
=learning to rank=
*data set
+
v1.0[http://cslt.riit.tsinghua.edu.cn/mediawiki/index.php/Huilan-learning-to-rank]
:* jiangkaipeng:
+
=MERT-4 Method=
* result
+
* [[Optimize the parameter in different data source]]
  
 +
=lucene method=
 +
*[[different method in lucene]]
 +
*[http://cslt.riit.tsinghua.edu.cn/mediawiki/index.php/Lucene lucene_multi_query]
 +
 +
= boost keyword =
 +
[[boost keyword before search with ITIDF]]
 +
 +
=our method=
 
{| border="2px"
 
{| border="2px"
 
|+ different result in lucene
 
|+ different result in lucene
 
|-
 
|-
! method !!Default !! BM25 !! LMDirichlet !! DFR !! LMJelinekMercer !! IB
+
! method !!lucene !! vsm_idf(haiguan) !! VSM_idf(baidu) !! vsm_idf(tain) !! vsm_idf(calculate)
 
|-
 
|-
 
! Accary
 
! Accary
| 0.6184 || 0.614 || 0.377 || 0.6015 || 0.5927 || 0.6203
+
| 0.6628 || 0.6228 || 0.6197 || 0.5827 || 0.5426
 
|-
 
|-
 
|}
 
|}
 +
 +
=synonyms method=
 +
* fuzzy match
 +
:* calculate the similarity value = 1/(5-5*av_value).where av_value = average(word2vec+Synonyms forest+hownet).
 +
* lucene
 +
:* lucene4.6 already added synonyms method (org.apache.lucene.analysis.synonym[http://lucene.apache.org/core/4_0_0/analyzers-common/org/apache/lucene/analysis/synonym/package-summary.html#package_description]) like :(a -> x)  (a b -> y) (b c d -> z) or extend the query.
 +
:*
 +
 +
=find=
 +
* 采用最细粒度分词(对于标准问题在建立索引时,模板不用),可以提高正确率。61=>66.对于标准问题建索引时.
 +
* 对输入的问题不应用细粒度分词(细粒度的59%,不用66%)。
 +
* lucene4.6 已经增加了同义词拓展[http://www.hankcs.com/program/java/lucene-synonymfilterfactory.html]
 +
=bug fix=
 +
* vsm method
 +
:* doesn't clear the pattern before search

2015年2月3日 (二) 01:11的最后版本

learning to rank

v1.0[1]

MERT-4 Method

lucene method

boost keyword

boost keyword before search with ITIDF

our method

different result in lucene
method lucene vsm_idf(haiguan) VSM_idf(baidu) vsm_idf(tain) vsm_idf(calculate)
Accary 0.6628 0.6228 0.6197 0.5827 0.5426

synonyms method

  • fuzzy match
  • calculate the similarity value = 1/(5-5*av_value).where av_value = average(word2vec+Synonyms forest+hownet).
  • lucene
  • lucene4.6 already added synonyms method (org.apache.lucene.analysis.synonym[2]) like :(a -> x) (a b -> y) (b c d -> z) or extend the query.

find

  • 采用最细粒度分词(对于标准问题在建立索引时,模板不用),可以提高正确率。61=>66.对于标准问题建索引时.
  • 对输入的问题不应用细粒度分词(细粒度的59%,不用66%)。
  • lucene4.6 已经增加了同义词拓展[3]

bug fix

  • vsm method
  • doesn't clear the pattern before search