Document (#7428)

Author
Wang, J.
Oard, D.W.
Title
Matching meaning for cross-language information retrieval
Source
Information processing and management. 48(2012) no.4, S.631-653
Year
2012
Abstract
This article describes a framework for cross-language information retrieval that efficiently leverages statistical estimation of translation probabilities. The framework provides a unified perspective into which some earlier work on techniques for cross-language information retrieval based on translation probabilities can be cast. Modeling synonymy and filtering translation probabilities using bidirectional evidence are shown to yield a balance between retrieval effectiveness and query-time (or indexing-time) efficiency that seems well suited large-scale applications. Evaluations with six test collections show consistent improvements over strong baselines.
Content
Vgl.: doi:10.1016/j.ipm.2011.09.003.
Theme
Multilinguale Probleme

Similar documents (author)

  1. Oard, D.W.; He, D.; Wang, J.: User-assisted query translation for interactive cross-language information retrieval (2008) 4.10
    4.0969954 = sum of:
      4.0969954 = sum of:
        1.2330325 = weight(author_txt:wang in 4028) [ClassicSimilarity], result of:
          1.2330325 = score(doc=4028,freq=1.0), product of:
            0.4953148 = queryWeight, product of:
              6.6383777 = idf(docFreq=154, maxDocs=43556)
              0.07461383 = queryNorm
            2.4893916 = fieldWeight in 4028, product of:
              1.0 = tf(freq=1.0), with freq of:
                1.0 = termFreq=1.0
              6.6383777 = idf(docFreq=154, maxDocs=43556)
              0.375 = fieldNorm(doc=4028)
        2.8639631 = weight(author_txt:oard in 4028) [ClassicSimilarity], result of:
          2.8639631 = score(doc=4028,freq=1.0), product of:
            0.8687135 = queryWeight, product of:
              1.3243344 = boost
              8.791431 = idf(docFreq=17, maxDocs=43556)
              0.07461383 = queryNorm
            3.2967868 = fieldWeight in 4028, product of:
              1.0 = tf(freq=1.0), with freq of:
                1.0 = termFreq=1.0
              8.791431 = idf(docFreq=17, maxDocs=43556)
              0.375 = fieldNorm(doc=4028)
    
  2. Cheng, A.-S.; Fleischmann, K.R.; Wang, P.; Ishita, E.; Oard, D.W.: ¬The role of innovation and wealth in the net neutrality debate : a content analysis of human values in congressional and FCC hearings (2012) 2.73
    2.7313304 = sum of:
      2.7313304 = sum of:
        0.82202166 = weight(author_txt:wang in 2274) [ClassicSimilarity], result of:
          0.82202166 = score(doc=2274,freq=1.0), product of:
            0.4953148 = queryWeight, product of:
              6.6383777 = idf(docFreq=154, maxDocs=43556)
              0.07461383 = queryNorm
            1.6595944 = fieldWeight in 2274, product of:
              1.0 = tf(freq=1.0), with freq of:
                1.0 = termFreq=1.0
              6.6383777 = idf(docFreq=154, maxDocs=43556)
              0.25 = fieldNorm(doc=2274)
        1.9093088 = weight(author_txt:oard in 2274) [ClassicSimilarity], result of:
          1.9093088 = score(doc=2274,freq=1.0), product of:
            0.8687135 = queryWeight, product of:
              1.3243344 = boost
              8.791431 = idf(docFreq=17, maxDocs=43556)
              0.07461383 = queryNorm
            2.1978579 = fieldWeight in 2274, product of:
              1.0 = tf(freq=1.0), with freq of:
                1.0 = termFreq=1.0
              8.791431 = idf(docFreq=17, maxDocs=43556)
              0.25 = fieldNorm(doc=2274)
    
  3. Oard, D.W.: Serving users in many languages : cross-language information retrieval for digital libraries (1997) 2.39
    2.386636 = sum of:
      2.386636 = product of:
        4.773272 = sum of:
          4.773272 = weight(author_txt:oard in 3259) [ClassicSimilarity], result of:
            4.773272 = score(doc=3259,freq=1.0), product of:
              0.8687135 = queryWeight, product of:
                1.3243344 = boost
                8.791431 = idf(docFreq=17, maxDocs=43556)
                0.07461383 = queryNorm
              5.4946446 = fieldWeight in 3259, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                8.791431 = idf(docFreq=17, maxDocs=43556)
                0.625 = fieldNorm(doc=3259)
        0.5 = coord(1/2)
    
  4. Oard, D.W.: Multilingual information access (2009) 2.39
    2.386636 = sum of:
      2.386636 = product of:
        4.773272 = sum of:
          4.773272 = weight(author_txt:oard in 848) [ClassicSimilarity], result of:
            4.773272 = score(doc=848,freq=1.0), product of:
              0.8687135 = queryWeight, product of:
                1.3243344 = boost
                8.791431 = idf(docFreq=17, maxDocs=43556)
                0.07461383 = queryNorm
              5.4946446 = fieldWeight in 848, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                8.791431 = idf(docFreq=17, maxDocs=43556)
                0.625 = fieldNorm(doc=848)
        0.5 = coord(1/2)
    
  5. Oard, D.W.: Alternative approaches for cross-language text retrieval (1997) 2.39
    2.386636 = sum of:
      2.386636 = product of:
        4.773272 = sum of:
          4.773272 = weight(author_txt:oard in 3162) [ClassicSimilarity], result of:
            4.773272 = score(doc=3162,freq=1.0), product of:
              0.8687135 = queryWeight, product of:
                1.3243344 = boost
                8.791431 = idf(docFreq=17, maxDocs=43556)
                0.07461383 = queryNorm
              5.4946446 = fieldWeight in 3162, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                8.791431 = idf(docFreq=17, maxDocs=43556)
                0.625 = fieldNorm(doc=3162)
        0.5 = coord(1/2)
    

Similar documents (content)

  1. Kim, S.; Ko, Y.; Oard, D.W.: Combining lexical and statistical translation evidence for cross-language information retrieval (2015) 0.39
    0.3863418 = sum of:
      0.3863418 = product of:
        1.0731716 = sum of:
          0.07357099 = weight(abstract_txt:improvements in 3604) [ClassicSimilarity], result of:
            0.07357099 = score(doc=3604,freq=3.0), product of:
              0.10937365 = queryWeight, product of:
                1.0099748 = boost
                6.2137427 = idf(docFreq=236, maxDocs=43556)
                0.017428054 = queryNorm
              0.6726574 = fieldWeight in 3604, product of:
                1.7320508 = tf(freq=3.0), with freq of:
                  3.0 = termFreq=3.0
                6.2137427 = idf(docFreq=236, maxDocs=43556)
                0.0625 = fieldNorm(doc=3604)
          0.09592738 = weight(abstract_txt:yield in 3604) [ClassicSimilarity], result of:
            0.09592738 = score(doc=3604,freq=2.0), product of:
              0.14942862 = queryWeight, product of:
                1.1805139 = boost
                7.2629623 = idf(docFreq=82, maxDocs=43556)
                0.017428054 = queryNorm
              0.6419612 = fieldWeight in 3604, product of:
                1.4142135 = tf(freq=2.0), with freq of:
                  2.0 = termFreq=2.0
                7.2629623 = idf(docFreq=82, maxDocs=43556)
                0.0625 = fieldNorm(doc=3604)
          0.010714955 = weight(abstract_txt:information in 3604) [ClassicSimilarity], result of:
            0.010714955 = score(doc=3604,freq=2.0), product of:
              0.04998496 = queryWeight, product of:
                1.1825908 = boost
                2.425247 = idf(docFreq=10472, maxDocs=43556)
                0.017428054 = queryNorm
              0.21436356 = fieldWeight in 3604, product of:
                1.4142135 = tf(freq=2.0), with freq of:
                  2.0 = termFreq=2.0
                2.425247 = idf(docFreq=10472, maxDocs=43556)
                0.0625 = fieldNorm(doc=3604)
          0.10305828 = weight(abstract_txt:baselines in 3604) [ClassicSimilarity], result of:
            0.10305828 = score(doc=3604,freq=1.0), product of:
              0.19748645 = queryWeight, product of:
                1.3571343 = boost
                8.349598 = idf(docFreq=27, maxDocs=43556)
                0.017428054 = queryNorm
              0.5218499 = fieldWeight in 3604, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                8.349598 = idf(docFreq=27, maxDocs=43556)
                0.0625 = fieldNorm(doc=3604)
          0.055260334 = weight(abstract_txt:language in 3604) [ClassicSimilarity], result of:
            0.055260334 = score(doc=3604,freq=2.0), product of:
              0.14920664 = queryWeight, product of:
                2.0431907 = boost
                4.1901574 = idf(docFreq=1792, maxDocs=43556)
                0.017428054 = queryNorm
              0.3703611 = fieldWeight in 3604, product of:
                1.4142135 = tf(freq=2.0), with freq of:
                  2.0 = termFreq=2.0
                4.1901574 = idf(docFreq=1792, maxDocs=43556)
                0.0625 = fieldNorm(doc=3604)
          0.029688042 = weight(abstract_txt:retrieval in 3604) [ClassicSimilarity], result of:
            0.029688042 = score(doc=3604,freq=1.0), product of:
              0.13673817 = queryWeight, product of:
                2.2585466 = boost
                3.4738557 = idf(docFreq=3669, maxDocs=43556)
                0.017428054 = queryNorm
              0.21711598 = fieldWeight in 3604, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                3.4738557 = idf(docFreq=3669, maxDocs=43556)
                0.0625 = fieldNorm(doc=3604)
          0.09394639 = weight(abstract_txt:cross in 3604) [ClassicSimilarity], result of:
            0.09394639 = score(doc=3604,freq=1.0), product of:
              0.2677786 = queryWeight, product of:
                2.7371764 = boost
                5.613377 = idf(docFreq=431, maxDocs=43556)
                0.017428054 = queryNorm
              0.35083607 = fieldWeight in 3604, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                5.613377 = idf(docFreq=431, maxDocs=43556)
                0.0625 = fieldNorm(doc=3604)
          0.33176962 = weight(abstract_txt:translation in 3604) [ClassicSimilarity], result of:
            0.33176962 = score(doc=3604,freq=7.0), product of:
              0.32462418 = queryWeight, product of:
                3.0137365 = boost
                6.1805444 = idf(docFreq=244, maxDocs=43556)
                0.017428054 = queryNorm
              1.0220114 = fieldWeight in 3604, product of:
                2.6457512 = tf(freq=7.0), with freq of:
                  7.0 = termFreq=7.0
                6.1805444 = idf(docFreq=244, maxDocs=43556)
                0.0625 = fieldNorm(doc=3604)
          0.27923566 = weight(abstract_txt:probabilities in 3604) [ClassicSimilarity], result of:
            0.27923566 = score(doc=3604,freq=1.0), product of:
              0.5535664 = queryWeight, product of:
                3.935498 = boost
                8.070885 = idf(docFreq=36, maxDocs=43556)
                0.017428054 = queryNorm
              0.5044303 = fieldWeight in 3604, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                8.070885 = idf(docFreq=36, maxDocs=43556)
                0.0625 = fieldNorm(doc=3604)
        0.36 = coord(9/25)
    
  2. Larkey, L.S.; Connell, M.E.: Structured queries, language modelling, and relevance modelling in cross-language information retrieval (2005) 0.36
    0.358745 = sum of:
      0.358745 = product of:
        1.1210781 = sum of:
          0.050766103 = weight(abstract_txt:unified in 3020) [ClassicSimilarity], result of:
            0.050766103 = score(doc=3020,freq=1.0), product of:
              0.12317747 = queryWeight, product of:
                1.071815 = boost
                6.5942063 = idf(docFreq=161, maxDocs=43556)
                0.017428054 = queryNorm
              0.4121379 = fieldWeight in 3020, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                6.5942063 = idf(docFreq=161, maxDocs=43556)
                0.0625 = fieldNorm(doc=3020)
          0.0075766174 = weight(abstract_txt:information in 3020) [ClassicSimilarity], result of:
            0.0075766174 = score(doc=3020,freq=1.0), product of:
              0.04998496 = queryWeight, product of:
                1.1825908 = boost
                2.425247 = idf(docFreq=10472, maxDocs=43556)
                0.017428054 = queryNorm
              0.15157793 = fieldWeight in 3020, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                2.425247 = idf(docFreq=10472, maxDocs=43556)
                0.0625 = fieldNorm(doc=3020)
          0.048295602 = weight(abstract_txt:framework in 3020) [ClassicSimilarity], result of:
            0.048295602 = score(doc=3020,freq=2.0), product of:
              0.1191481 = queryWeight, product of:
                1.4907773 = boost
                4.5859094 = idf(docFreq=1206, maxDocs=43556)
                0.017428054 = queryNorm
              0.40534094 = fieldWeight in 3020, product of:
                1.4142135 = tf(freq=2.0), with freq of:
                  2.0 = termFreq=2.0
                4.5859094 = idf(docFreq=1206, maxDocs=43556)
                0.0625 = fieldNorm(doc=3020)
          0.09571371 = weight(abstract_txt:language in 3020) [ClassicSimilarity], result of:
            0.09571371 = score(doc=3020,freq=6.0), product of:
              0.14920664 = queryWeight, product of:
                2.0431907 = boost
                4.1901574 = idf(docFreq=1792, maxDocs=43556)
                0.017428054 = queryNorm
              0.64148426 = fieldWeight in 3020, product of:
                2.4494898 = tf(freq=6.0), with freq of:
                  6.0 = termFreq=6.0
                4.1901574 = idf(docFreq=1792, maxDocs=43556)
                0.0625 = fieldNorm(doc=3020)
          0.051421195 = weight(abstract_txt:retrieval in 3020) [ClassicSimilarity], result of:
            0.051421195 = score(doc=3020,freq=3.0), product of:
              0.13673817 = queryWeight, product of:
                2.2585466 = boost
                3.4738557 = idf(docFreq=3669, maxDocs=43556)
                0.017428054 = queryNorm
              0.3760559 = fieldWeight in 3020, product of:
                1.7320508 = tf(freq=3.0), with freq of:
                  3.0 = termFreq=3.0
                3.4738557 = idf(docFreq=3669, maxDocs=43556)
                0.0625 = fieldNorm(doc=3020)
          0.13286026 = weight(abstract_txt:cross in 3020) [ClassicSimilarity], result of:
            0.13286026 = score(doc=3020,freq=2.0), product of:
              0.2677786 = queryWeight, product of:
                2.7371764 = boost
                5.613377 = idf(docFreq=431, maxDocs=43556)
                0.017428054 = queryNorm
              0.4961571 = fieldWeight in 3020, product of:
                1.4142135 = tf(freq=2.0), with freq of:
                  2.0 = termFreq=2.0
                5.613377 = idf(docFreq=431, maxDocs=43556)
                0.0625 = fieldNorm(doc=3020)
          0.25079426 = weight(abstract_txt:translation in 3020) [ClassicSimilarity], result of:
            0.25079426 = score(doc=3020,freq=4.0), product of:
              0.32462418 = queryWeight, product of:
                3.0137365 = boost
                6.1805444 = idf(docFreq=244, maxDocs=43556)
                0.017428054 = queryNorm
              0.77256805 = fieldWeight in 3020, product of:
                2.0 = tf(freq=4.0), with freq of:
                  4.0 = termFreq=4.0
                6.1805444 = idf(docFreq=244, maxDocs=43556)
                0.0625 = fieldNorm(doc=3020)
          0.48365036 = weight(abstract_txt:probabilities in 3020) [ClassicSimilarity], result of:
            0.48365036 = score(doc=3020,freq=3.0), product of:
              0.5535664 = queryWeight, product of:
                3.935498 = boost
                8.070885 = idf(docFreq=36, maxDocs=43556)
                0.017428054 = queryNorm
              0.8736989 = fieldWeight in 3020, product of:
                1.7320508 = tf(freq=3.0), with freq of:
                  3.0 = termFreq=3.0
                8.070885 = idf(docFreq=36, maxDocs=43556)
                0.0625 = fieldNorm(doc=3020)
        0.32 = coord(8/25)
    
  3. Na, S.-H.; Kang, I.-S.; Lee, J.-H.: Parsimonious translation models for information retrieval (2007) 0.22
    0.22007565 = sum of:
      0.22007565 = product of:
        0.78598446 = sum of:
          0.0075766174 = weight(abstract_txt:information in 2896) [ClassicSimilarity], result of:
            0.0075766174 = score(doc=2896,freq=1.0), product of:
              0.04998496 = queryWeight, product of:
                1.1825908 = boost
                2.425247 = idf(docFreq=10472, maxDocs=43556)
                0.017428054 = queryNorm
              0.15157793 = fieldWeight in 2896, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                2.425247 = idf(docFreq=10472, maxDocs=43556)
                0.0625 = fieldNorm(doc=2896)
          0.03600687 = weight(abstract_txt:time in 2896) [ClassicSimilarity], result of:
            0.03600687 = score(doc=2896,freq=2.0), product of:
              0.09796531 = queryWeight, product of:
                1.3517779 = boost
                4.1583214 = idf(docFreq=1850, maxDocs=43556)
                0.017428054 = queryNorm
              0.36754715 = fieldWeight in 2896, product of:
                1.4142135 = tf(freq=2.0), with freq of:
                  2.0 = termFreq=2.0
                4.1583214 = idf(docFreq=1850, maxDocs=43556)
                0.0625 = fieldNorm(doc=2896)
          0.03415015 = weight(abstract_txt:framework in 2896) [ClassicSimilarity], result of:
            0.03415015 = score(doc=2896,freq=1.0), product of:
              0.1191481 = queryWeight, product of:
                1.4907773 = boost
                4.5859094 = idf(docFreq=1206, maxDocs=43556)
                0.017428054 = queryNorm
              0.28661934 = fieldWeight in 2896, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                4.5859094 = idf(docFreq=1206, maxDocs=43556)
                0.0625 = fieldNorm(doc=2896)
          0.055260334 = weight(abstract_txt:language in 2896) [ClassicSimilarity], result of:
            0.055260334 = score(doc=2896,freq=2.0), product of:
              0.14920664 = queryWeight, product of:
                2.0431907 = boost
                4.1901574 = idf(docFreq=1792, maxDocs=43556)
                0.017428054 = queryNorm
              0.3703611 = fieldWeight in 2896, product of:
                1.4142135 = tf(freq=2.0), with freq of:
                  2.0 = termFreq=2.0
                4.1901574 = idf(docFreq=1792, maxDocs=43556)
                0.0625 = fieldNorm(doc=2896)
          0.04198523 = weight(abstract_txt:retrieval in 2896) [ClassicSimilarity], result of:
            0.04198523 = score(doc=2896,freq=2.0), product of:
              0.13673817 = queryWeight, product of:
                2.2585466 = boost
                3.4738557 = idf(docFreq=3669, maxDocs=43556)
                0.017428054 = queryNorm
              0.30704835 = fieldWeight in 2896, product of:
                1.4142135 = tf(freq=2.0), with freq of:
                  2.0 = termFreq=2.0
                3.4738557 = idf(docFreq=3669, maxDocs=43556)
                0.0625 = fieldNorm(doc=2896)
          0.33176962 = weight(abstract_txt:translation in 2896) [ClassicSimilarity], result of:
            0.33176962 = score(doc=2896,freq=7.0), product of:
              0.32462418 = queryWeight, product of:
                3.0137365 = boost
                6.1805444 = idf(docFreq=244, maxDocs=43556)
                0.017428054 = queryNorm
              1.0220114 = fieldWeight in 2896, product of:
                2.6457512 = tf(freq=7.0), with freq of:
                  7.0 = termFreq=7.0
                6.1805444 = idf(docFreq=244, maxDocs=43556)
                0.0625 = fieldNorm(doc=2896)
          0.27923566 = weight(abstract_txt:probabilities in 2896) [ClassicSimilarity], result of:
            0.27923566 = score(doc=2896,freq=1.0), product of:
              0.5535664 = queryWeight, product of:
                3.935498 = boost
                8.070885 = idf(docFreq=36, maxDocs=43556)
                0.017428054 = queryNorm
              0.5044303 = fieldWeight in 2896, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                8.070885 = idf(docFreq=36, maxDocs=43556)
                0.0625 = fieldNorm(doc=2896)
        0.28 = coord(7/25)
    
  4. Ye, Z.; Huang, J.X.; He, B.; Lin, H.: Mining a multilingual association dictionary from Wikipedia for cross-language information retrieval (2012) 0.19
    0.18532284 = sum of:
      0.18532284 = product of:
        0.77217853 = sum of:
          0.0075766174 = weight(abstract_txt:information in 2511) [ClassicSimilarity], result of:
            0.0075766174 = score(doc=2511,freq=1.0), product of:
              0.04998496 = queryWeight, product of:
                1.1825908 = boost
                2.425247 = idf(docFreq=10472, maxDocs=43556)
                0.017428054 = queryNorm
              0.15157793 = fieldWeight in 2511, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                2.425247 = idf(docFreq=10472, maxDocs=43556)
                0.0625 = fieldNorm(doc=2511)
          0.078149915 = weight(abstract_txt:language in 2511) [ClassicSimilarity], result of:
            0.078149915 = score(doc=2511,freq=4.0), product of:
              0.14920664 = queryWeight, product of:
                2.0431907 = boost
                4.1901574 = idf(docFreq=1792, maxDocs=43556)
                0.017428054 = queryNorm
              0.5237697 = fieldWeight in 2511, product of:
                2.0 = tf(freq=4.0), with freq of:
                  4.0 = termFreq=4.0
                4.1901574 = idf(docFreq=1792, maxDocs=43556)
                0.0625 = fieldNorm(doc=2511)
          0.04198523 = weight(abstract_txt:retrieval in 2511) [ClassicSimilarity], result of:
            0.04198523 = score(doc=2511,freq=2.0), product of:
              0.13673817 = queryWeight, product of:
                2.2585466 = boost
                3.4738557 = idf(docFreq=3669, maxDocs=43556)
                0.017428054 = queryNorm
              0.30704835 = fieldWeight in 2511, product of:
                1.4142135 = tf(freq=2.0), with freq of:
                  2.0 = termFreq=2.0
                3.4738557 = idf(docFreq=3669, maxDocs=43556)
                0.0625 = fieldNorm(doc=2511)
          0.18789278 = weight(abstract_txt:cross in 2511) [ClassicSimilarity], result of:
            0.18789278 = score(doc=2511,freq=4.0), product of:
              0.2677786 = queryWeight, product of:
                2.7371764 = boost
                5.613377 = idf(docFreq=431, maxDocs=43556)
                0.017428054 = queryNorm
              0.70167214 = fieldWeight in 2511, product of:
                2.0 = tf(freq=4.0), with freq of:
                  4.0 = termFreq=4.0
                5.613377 = idf(docFreq=431, maxDocs=43556)
                0.0625 = fieldNorm(doc=2511)
          0.17733832 = weight(abstract_txt:translation in 2511) [ClassicSimilarity], result of:
            0.17733832 = score(doc=2511,freq=2.0), product of:
              0.32462418 = queryWeight, product of:
                3.0137365 = boost
                6.1805444 = idf(docFreq=244, maxDocs=43556)
                0.017428054 = queryNorm
              0.5462881 = fieldWeight in 2511, product of:
                1.4142135 = tf(freq=2.0), with freq of:
                  2.0 = termFreq=2.0
                6.1805444 = idf(docFreq=244, maxDocs=43556)
                0.0625 = fieldNorm(doc=2511)
          0.27923566 = weight(abstract_txt:probabilities in 2511) [ClassicSimilarity], result of:
            0.27923566 = score(doc=2511,freq=1.0), product of:
              0.5535664 = queryWeight, product of:
                3.935498 = boost
                8.070885 = idf(docFreq=36, maxDocs=43556)
                0.017428054 = queryNorm
              0.5044303 = fieldWeight in 2511, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                8.070885 = idf(docFreq=36, maxDocs=43556)
                0.0625 = fieldNorm(doc=2511)
        0.24 = coord(6/25)
    
  5. Dadashkarimia, J.; Shakery, A.; Failia, H.; Zamani, H.: ¬An expectation-maximization algorithm for query translation based on pseudo-relevant documents (2017) 0.18
    0.18475787 = sum of:
      0.18475787 = product of:
        0.6598495 = sum of:
          0.046555154 = weight(abstract_txt:evaluations in 294) [ClassicSimilarity], result of:
            0.046555154 = score(doc=294,freq=1.0), product of:
              0.12709306 = queryWeight, product of:
                1.0887173 = boost
                6.698196 = idf(docFreq=145, maxDocs=43556)
                0.017428054 = queryNorm
              0.3663076 = fieldWeight in 294, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                6.698196 = idf(docFreq=145, maxDocs=43556)
                0.0546875 = fieldNorm(doc=294)
          0.00662954 = weight(abstract_txt:information in 294) [ClassicSimilarity], result of:
            0.00662954 = score(doc=294,freq=1.0), product of:
              0.04998496 = queryWeight, product of:
                1.1825908 = boost
                2.425247 = idf(docFreq=10472, maxDocs=43556)
                0.017428054 = queryNorm
              0.13263069 = fieldWeight in 294, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                2.425247 = idf(docFreq=10472, maxDocs=43556)
                0.0546875 = fieldNorm(doc=294)
          0.090175994 = weight(abstract_txt:baselines in 294) [ClassicSimilarity], result of:
            0.090175994 = score(doc=294,freq=1.0), product of:
              0.19748645 = queryWeight, product of:
                1.3571343 = boost
                8.349598 = idf(docFreq=27, maxDocs=43556)
                0.017428054 = queryNorm
              0.45661864 = fieldWeight in 294, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                8.349598 = idf(docFreq=27, maxDocs=43556)
                0.0546875 = fieldNorm(doc=294)
          0.068381175 = weight(abstract_txt:language in 294) [ClassicSimilarity], result of:
            0.068381175 = score(doc=294,freq=4.0), product of:
              0.14920664 = queryWeight, product of:
                2.0431907 = boost
                4.1901574 = idf(docFreq=1792, maxDocs=43556)
                0.017428054 = queryNorm
              0.45829847 = fieldWeight in 294, product of:
                2.0 = tf(freq=4.0), with freq of:
                  4.0 = termFreq=4.0
                4.1901574 = idf(docFreq=1792, maxDocs=43556)
                0.0546875 = fieldNorm(doc=294)
          0.036737077 = weight(abstract_txt:retrieval in 294) [ClassicSimilarity], result of:
            0.036737077 = score(doc=294,freq=2.0), product of:
              0.13673817 = queryWeight, product of:
                2.2585466 = boost
                3.4738557 = idf(docFreq=3669, maxDocs=43556)
                0.017428054 = queryNorm
              0.2686673 = fieldWeight in 294, product of:
                1.4142135 = tf(freq=2.0), with freq of:
                  2.0 = termFreq=2.0
                3.4738557 = idf(docFreq=3669, maxDocs=43556)
                0.0546875 = fieldNorm(doc=294)
          0.0822031 = weight(abstract_txt:cross in 294) [ClassicSimilarity], result of:
            0.0822031 = score(doc=294,freq=1.0), product of:
              0.2677786 = queryWeight, product of:
                2.7371764 = boost
                5.613377 = idf(docFreq=431, maxDocs=43556)
                0.017428054 = queryNorm
              0.30698156 = fieldWeight in 294, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                5.613377 = idf(docFreq=431, maxDocs=43556)
                0.0546875 = fieldNorm(doc=294)
          0.32916752 = weight(abstract_txt:translation in 294) [ClassicSimilarity], result of:
            0.32916752 = score(doc=294,freq=9.0), product of:
              0.32462418 = queryWeight, product of:
                3.0137365 = boost
                6.1805444 = idf(docFreq=244, maxDocs=43556)
                0.017428054 = queryNorm
              1.0139956 = fieldWeight in 294, product of:
                3.0 = tf(freq=9.0), with freq of:
                  9.0 = termFreq=9.0
                6.1805444 = idf(docFreq=244, maxDocs=43556)
                0.0546875 = fieldNorm(doc=294)
        0.28 = coord(7/25)