Document (#27237)

Author
Scholer, F.
Williams, H.E.
Turpin, A.
Title
Query association surrogates for Web search
Source
Journal of the American Society for Information Science and technology. 55(2004) no.7, S.637-650
Year
2004
Abstract
Collection sizes, query rates, and the number of users of Web search engines are increasing. Therefore, there is continued demand for innovation in providing search services that meet user information needs. In this article, we propose new techniques to add additional terms to documents with the goal of providing more accurate searches. Our techniques are based an query association, where queries are stored with documents that are highly similar statistically. We show that adding query associations to documents improves the accuracy of Web topic finding searches by up to 7%, and provides an excellent complement to existing supplement techniques for site finding. We conclude that using document surrogates derived from query association is a valuable new technique for accurate Web searching.
Theme
Suchmaschinen
Semantisches Umfeld in Indexierung u. Retrieval

Similar documents (author)

  1. Bando, L.L.; Scholer, F.; Turpin, A.: Query-biased summary generation assisted by query expansion : temporality (2015) 1.60
    1.6032228 = sum of:
      1.6032228 = product of:
        3.2064457 = sum of:
          3.2064457 = weight(author_txt:scholer in 1820) [ClassicSimilarity], result of:
            3.2064457 = score(doc=1820,freq=1.0), product of:
              0.87688863 = queryWeight, product of:
                1.3506349 = boost
                9.7509775 = idf(docFreq=6, maxDocs=44218)
                0.066582225 = queryNorm
              3.6566167 = fieldWeight in 1820, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                9.7509775 = idf(docFreq=6, maxDocs=44218)
                0.375 = fieldNorm(doc=1820)
        0.5 = coord(1/2)
    
  2. Shokouhi, M.; Zobel, J.; Tahaghoghi, S.; Scholer, F.: Using query logs to establish vocabularies in distributed information retrieval (2007) 1.34
    1.3360189 = sum of:
      1.3360189 = product of:
        2.6720378 = sum of:
          2.6720378 = weight(author_txt:scholer in 901) [ClassicSimilarity], result of:
            2.6720378 = score(doc=901,freq=1.0), product of:
              0.87688863 = queryWeight, product of:
                1.3506349 = boost
                9.7509775 = idf(docFreq=6, maxDocs=44218)
                0.066582225 = queryNorm
              3.0471804 = fieldWeight in 901, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                9.7509775 = idf(docFreq=6, maxDocs=44218)
                0.3125 = fieldNorm(doc=901)
        0.5 = coord(1/2)
    
  3. Wu, M.; Hawking, D.; Turpin, A.; Scholer, F.: Using anchor text for homepage and topic distillation search tasks (2012) 1.34
    1.3360189 = sum of:
      1.3360189 = product of:
        2.6720378 = sum of:
          2.6720378 = weight(author_txt:scholer in 257) [ClassicSimilarity], result of:
            2.6720378 = score(doc=257,freq=1.0), product of:
              0.87688863 = queryWeight, product of:
                1.3506349 = boost
                9.7509775 = idf(docFreq=6, maxDocs=44218)
                0.066582225 = queryNorm
              3.0471804 = fieldWeight in 257, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                9.7509775 = idf(docFreq=6, maxDocs=44218)
                0.3125 = fieldNorm(doc=257)
        0.5 = coord(1/2)
    
  4. Wu, M.; Turpin, A.; Thom, J.A.; Scholer, F.; Wilkinson, R.: Cost and benefit estimation of experts' mediation in an enterprise search (2014) 1.34
    1.3360189 = sum of:
      1.3360189 = product of:
        2.6720378 = sum of:
          2.6720378 = weight(author_txt:scholer in 1186) [ClassicSimilarity], result of:
            2.6720378 = score(doc=1186,freq=1.0), product of:
              0.87688863 = queryWeight, product of:
                1.3506349 = boost
                9.7509775 = idf(docFreq=6, maxDocs=44218)
                0.066582225 = queryNorm
              3.0471804 = fieldWeight in 1186, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                9.7509775 = idf(docFreq=6, maxDocs=44218)
                0.3125 = fieldNorm(doc=1186)
        0.5 = coord(1/2)
    
  5. Tavakoli, L.; Zamani, H.; Scholer, F.; Croft, W.B.; Sanderson, M.: Analyzing clarification in asynchronous information-seeking conversations (2022) 1.34
    1.3360189 = sum of:
      1.3360189 = product of:
        2.6720378 = sum of:
          2.6720378 = weight(author_txt:scholer in 496) [ClassicSimilarity], result of:
            2.6720378 = score(doc=496,freq=1.0), product of:
              0.87688863 = queryWeight, product of:
                1.3506349 = boost
                9.7509775 = idf(docFreq=6, maxDocs=44218)
                0.066582225 = queryNorm
              3.0471804 = fieldWeight in 496, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                9.7509775 = idf(docFreq=6, maxDocs=44218)
                0.3125 = fieldNorm(doc=496)
        0.5 = coord(1/2)
    

Similar documents (content)

  1. Tseng, Y.-H.; Lin, C.-J.; Lin, Y.-I.: Text mining techniques for patent analysis (2007) 0.21
    0.21107 = sum of:
      0.21107 = product of:
        0.65959376 = sum of:
          0.053189553 = weight(abstract_txt:demand in 935) [ClassicSimilarity], result of:
            0.053189553 = score(doc=935,freq=1.0), product of:
              0.13382389 = queryWeight, product of:
                1.0030043 = boost
                6.3593493 = idf(docFreq=207, maxDocs=44218)
                0.020980611 = queryNorm
              0.39745933 = fieldWeight in 935, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                6.3593493 = idf(docFreq=207, maxDocs=44218)
                0.0625 = fieldNorm(doc=935)
          0.0627662 = weight(abstract_txt:improves in 935) [ClassicSimilarity], result of:
            0.0627662 = score(doc=935,freq=1.0), product of:
              0.14943993 = queryWeight, product of:
                1.0599108 = boost
                6.7201533 = idf(docFreq=144, maxDocs=44218)
                0.020980611 = queryNorm
              0.42000958 = fieldWeight in 935, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                6.7201533 = idf(docFreq=144, maxDocs=44218)
                0.0625 = fieldNorm(doc=935)
          0.02460876 = weight(abstract_txt:that in 935) [ClassicSimilarity], result of:
            0.02460876 = score(doc=935,freq=5.0), product of:
              0.074314326 = queryWeight, product of:
                1.494866 = boost
                2.3694751 = idf(docFreq=11241, maxDocs=44218)
                0.020980611 = queryNorm
              0.3311442 = fieldWeight in 935, product of:
                2.236068 = tf(freq=5.0), with freq of:
                  5.0 = termFreq=5.0
                2.3694751 = idf(docFreq=11241, maxDocs=44218)
                0.0625 = fieldNorm(doc=935)
          0.059092794 = weight(abstract_txt:searches in 935) [ClassicSimilarity], result of:
            0.059092794 = score(doc=935,freq=1.0), product of:
              0.18086274 = queryWeight, product of:
                1.6490185 = boost
                5.227637 = idf(docFreq=644, maxDocs=44218)
                0.020980611 = queryNorm
              0.3267273 = fieldWeight in 935, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                5.227637 = idf(docFreq=644, maxDocs=44218)
                0.0625 = fieldNorm(doc=935)
          0.043432325 = weight(abstract_txt:documents in 935) [ClassicSimilarity], result of:
            0.043432325 = score(doc=935,freq=1.0), product of:
              0.1686159 = queryWeight, product of:
                1.9500506 = boost
                4.1213026 = idf(docFreq=1949, maxDocs=44218)
                0.020980611 = queryNorm
              0.2575814 = fieldWeight in 935, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                4.1213026 = idf(docFreq=1949, maxDocs=44218)
                0.0625 = fieldNorm(doc=935)
          0.11534289 = weight(abstract_txt:techniques in 935) [ClassicSimilarity], result of:
            0.11534289 = score(doc=935,freq=4.0), product of:
              0.20370282 = queryWeight, product of:
                2.1433601 = boost
                4.5298495 = idf(docFreq=1295, maxDocs=44218)
                0.020980611 = queryNorm
              0.5662312 = fieldWeight in 935, product of:
                2.0 = tf(freq=4.0), with freq of:
                  4.0 = termFreq=4.0
                4.5298495 = idf(docFreq=1295, maxDocs=44218)
                0.0625 = fieldNorm(doc=935)
          0.19080193 = weight(abstract_txt:surrogates in 935) [ClassicSimilarity], result of:
            0.19080193 = score(doc=935,freq=1.0), product of:
              0.39510688 = queryWeight, product of:
                2.4372962 = boost
                7.7265954 = idf(docFreq=52, maxDocs=44218)
                0.020980611 = queryNorm
              0.4829122 = fieldWeight in 935, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                7.7265954 = idf(docFreq=52, maxDocs=44218)
                0.0625 = fieldNorm(doc=935)
          0.110359326 = weight(abstract_txt:association in 935) [ClassicSimilarity], result of:
            0.110359326 = score(doc=935,freq=1.0), product of:
              0.31397557 = queryWeight, product of:
                2.660998 = boost
                5.6238427 = idf(docFreq=433, maxDocs=44218)
                0.020980611 = queryNorm
              0.35149017 = fieldWeight in 935, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                5.6238427 = idf(docFreq=433, maxDocs=44218)
                0.0625 = fieldNorm(doc=935)
        0.32 = coord(8/25)
    
  2. Kim, H.H.: Toward video semantic search based on a structured folksonomy (2011) 0.21
    0.21059504 = sum of:
      0.21059504 = product of:
        0.75212514 = sum of:
          0.06021885 = weight(abstract_txt:rates in 4350) [ClassicSimilarity], result of:
            0.06021885 = score(doc=4350,freq=1.0), product of:
              0.14536874 = queryWeight, product of:
                1.0453736 = boost
                6.627983 = idf(docFreq=158, maxDocs=44218)
                0.020980611 = queryNorm
              0.41424894 = fieldWeight in 4350, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                6.627983 = idf(docFreq=158, maxDocs=44218)
                0.0625 = fieldNorm(doc=4350)
          0.092849426 = weight(abstract_txt:statistically in 4350) [ClassicSimilarity], result of:
            0.092849426 = score(doc=4350,freq=2.0), product of:
              0.1539899 = queryWeight, product of:
                1.0759252 = boost
                6.82169 = idf(docFreq=130, maxDocs=44218)
                0.020980611 = queryNorm
              0.6029579 = fieldWeight in 4350, product of:
                1.4142135 = tf(freq=2.0), with freq of:
                  2.0 = termFreq=2.0
                6.82169 = idf(docFreq=130, maxDocs=44218)
                0.0625 = fieldNorm(doc=4350)
          0.022010744 = weight(abstract_txt:that in 4350) [ClassicSimilarity], result of:
            0.022010744 = score(doc=4350,freq=4.0), product of:
              0.074314326 = queryWeight, product of:
                1.494866 = boost
                2.3694751 = idf(docFreq=11241, maxDocs=44218)
                0.020980611 = queryNorm
              0.2961844 = fieldWeight in 4350, product of:
                2.0 = tf(freq=4.0), with freq of:
                  4.0 = termFreq=4.0
                2.3694751 = idf(docFreq=11241, maxDocs=44218)
                0.0625 = fieldNorm(doc=4350)
          0.059092794 = weight(abstract_txt:searches in 4350) [ClassicSimilarity], result of:
            0.059092794 = score(doc=4350,freq=1.0), product of:
              0.18086274 = queryWeight, product of:
                1.6490185 = boost
                5.227637 = idf(docFreq=644, maxDocs=44218)
                0.020980611 = queryNorm
              0.3267273 = fieldWeight in 4350, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                5.227637 = idf(docFreq=644, maxDocs=44218)
                0.0625 = fieldNorm(doc=4350)
          0.030371016 = weight(abstract_txt:search in 4350) [ClassicSimilarity], result of:
            0.030371016 = score(doc=4350,freq=1.0), product of:
              0.13284016 = queryWeight, product of:
                1.7308575 = boost
                3.6580524 = idf(docFreq=3098, maxDocs=44218)
                0.020980611 = queryNorm
              0.22862828 = fieldWeight in 4350, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                3.6580524 = idf(docFreq=3098, maxDocs=44218)
                0.0625 = fieldNorm(doc=4350)
          0.33047864 = weight(abstract_txt:surrogates in 4350) [ClassicSimilarity], result of:
            0.33047864 = score(doc=4350,freq=3.0), product of:
              0.39510688 = queryWeight, product of:
                2.4372962 = boost
                7.7265954 = idf(docFreq=52, maxDocs=44218)
                0.020980611 = queryNorm
              0.83642846 = fieldWeight in 4350, product of:
                1.7320508 = tf(freq=3.0), with freq of:
                  3.0 = termFreq=3.0
                7.7265954 = idf(docFreq=52, maxDocs=44218)
                0.0625 = fieldNorm(doc=4350)
          0.15710366 = weight(abstract_txt:query in 4350) [ClassicSimilarity], result of:
            0.15710366 = score(doc=4350,freq=2.0), product of:
              0.37389842 = queryWeight, product of:
                3.7488477 = boost
                4.7537646 = idf(docFreq=1035, maxDocs=44218)
                0.020980611 = queryNorm
              0.4201774 = fieldWeight in 4350, product of:
                1.4142135 = tf(freq=2.0), with freq of:
                  2.0 = termFreq=2.0
                4.7537646 = idf(docFreq=1035, maxDocs=44218)
                0.0625 = fieldNorm(doc=4350)
        0.28 = coord(7/25)
    
  3. Khan, M.S.; Khor, S.: Enhanced Web document retrieval using automatic query expansion (2004) 0.20
    0.20156474 = sum of:
      0.20156474 = product of:
        0.62988985 = sum of:
          0.053189553 = weight(abstract_txt:demand in 2091) [ClassicSimilarity], result of:
            0.053189553 = score(doc=2091,freq=1.0), product of:
              0.13382389 = queryWeight, product of:
                1.0030043 = boost
                6.3593493 = idf(docFreq=207, maxDocs=44218)
                0.020980611 = queryNorm
              0.39745933 = fieldWeight in 2091, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                6.3593493 = idf(docFreq=207, maxDocs=44218)
                0.0625 = fieldNorm(doc=2091)
          0.015563945 = weight(abstract_txt:that in 2091) [ClassicSimilarity], result of:
            0.015563945 = score(doc=2091,freq=2.0), product of:
              0.074314326 = queryWeight, product of:
                1.494866 = boost
                2.3694751 = idf(docFreq=11241, maxDocs=44218)
                0.020980611 = queryNorm
              0.20943399 = fieldWeight in 2091, product of:
                1.4142135 = tf(freq=2.0), with freq of:
                  2.0 = termFreq=2.0
                2.3694751 = idf(docFreq=11241, maxDocs=44218)
                0.0625 = fieldNorm(doc=2091)
          0.059092794 = weight(abstract_txt:searches in 2091) [ClassicSimilarity], result of:
            0.059092794 = score(doc=2091,freq=1.0), product of:
              0.18086274 = queryWeight, product of:
                1.6490185 = boost
                5.227637 = idf(docFreq=644, maxDocs=44218)
                0.020980611 = queryNorm
              0.3267273 = fieldWeight in 2091, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                5.227637 = idf(docFreq=644, maxDocs=44218)
                0.0625 = fieldNorm(doc=2091)
          0.030371016 = weight(abstract_txt:search in 2091) [ClassicSimilarity], result of:
            0.030371016 = score(doc=2091,freq=1.0), product of:
              0.13284016 = queryWeight, product of:
                1.7308575 = boost
                3.6580524 = idf(docFreq=3098, maxDocs=44218)
                0.020980611 = queryNorm
              0.22862828 = fieldWeight in 2091, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                3.6580524 = idf(docFreq=3098, maxDocs=44218)
                0.0625 = fieldNorm(doc=2091)
          0.08686465 = weight(abstract_txt:documents in 2091) [ClassicSimilarity], result of:
            0.08686465 = score(doc=2091,freq=4.0), product of:
              0.1686159 = queryWeight, product of:
                1.9500506 = boost
                4.1213026 = idf(docFreq=1949, maxDocs=44218)
                0.020980611 = queryNorm
              0.5151628 = fieldWeight in 2091, product of:
                2.0 = tf(freq=4.0), with freq of:
                  4.0 = termFreq=4.0
                4.1213026 = idf(docFreq=1949, maxDocs=44218)
                0.0625 = fieldNorm(doc=2091)
          0.10495834 = weight(abstract_txt:accurate in 2091) [ClassicSimilarity], result of:
            0.10495834 = score(doc=2091,freq=1.0), product of:
              0.26525936 = queryWeight, product of:
                1.997038 = boost
                6.330911 = idf(docFreq=213, maxDocs=44218)
                0.020980611 = queryNorm
              0.39568195 = fieldWeight in 2091, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                6.330911 = idf(docFreq=213, maxDocs=44218)
                0.0625 = fieldNorm(doc=2091)
          0.057671446 = weight(abstract_txt:techniques in 2091) [ClassicSimilarity], result of:
            0.057671446 = score(doc=2091,freq=1.0), product of:
              0.20370282 = queryWeight, product of:
                2.1433601 = boost
                4.5298495 = idf(docFreq=1295, maxDocs=44218)
                0.020980611 = queryNorm
              0.2831156 = fieldWeight in 2091, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                4.5298495 = idf(docFreq=1295, maxDocs=44218)
                0.0625 = fieldNorm(doc=2091)
          0.22217813 = weight(abstract_txt:query in 2091) [ClassicSimilarity], result of:
            0.22217813 = score(doc=2091,freq=4.0), product of:
              0.37389842 = queryWeight, product of:
                3.7488477 = boost
                4.7537646 = idf(docFreq=1035, maxDocs=44218)
                0.020980611 = queryNorm
              0.5942206 = fieldWeight in 2091, product of:
                2.0 = tf(freq=4.0), with freq of:
                  4.0 = termFreq=4.0
                4.7537646 = idf(docFreq=1035, maxDocs=44218)
                0.0625 = fieldNorm(doc=2091)
        0.32 = coord(8/25)
    
  4. Luk, R.W.P.; Leong, H.V.; Dillon, T.S.; Chan, A.T.S.; Croft, W.B.; Allen, J.: ¬A survey in indexing and searching XML documents (2002) 0.17
    0.1720251 = sum of:
      0.1720251 = product of:
        0.61437535 = sum of:
          0.06589128 = weight(abstract_txt:conclude in 460) [ClassicSimilarity], result of:
            0.06589128 = score(doc=460,freq=1.0), product of:
              0.1330234 = queryWeight, product of:
                6.340301 = idf(docFreq=211, maxDocs=44218)
                0.020980611 = queryNorm
              0.49533603 = fieldWeight in 460, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                6.340301 = idf(docFreq=211, maxDocs=44218)
                0.078125 = fieldNorm(doc=460)
          0.013756715 = weight(abstract_txt:that in 460) [ClassicSimilarity], result of:
            0.013756715 = score(doc=460,freq=1.0), product of:
              0.074314326 = queryWeight, product of:
                1.494866 = boost
                2.3694751 = idf(docFreq=11241, maxDocs=44218)
                0.020980611 = queryNorm
              0.18511525 = fieldWeight in 460, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                2.3694751 = idf(docFreq=11241, maxDocs=44218)
                0.078125 = fieldNorm(doc=460)
          0.06198018 = weight(abstract_txt:providing in 460) [ClassicSimilarity], result of:
            0.06198018 = score(doc=460,freq=1.0), product of:
              0.16089948 = queryWeight, product of:
                1.5553507 = boost
                4.9306955 = idf(docFreq=867, maxDocs=44218)
                0.020980611 = queryNorm
              0.38521057 = fieldWeight in 460, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                4.9306955 = idf(docFreq=867, maxDocs=44218)
                0.078125 = fieldNorm(doc=460)
          0.1004427 = weight(abstract_txt:search in 460) [ClassicSimilarity], result of:
            0.1004427 = score(doc=460,freq=7.0), product of:
              0.13284016 = queryWeight, product of:
                1.7308575 = boost
                3.6580524 = idf(docFreq=3098, maxDocs=44218)
                0.020980611 = queryNorm
              0.756117 = fieldWeight in 460, product of:
                2.6457512 = tf(freq=7.0), with freq of:
                  7.0 = termFreq=7.0
                3.6580524 = idf(docFreq=3098, maxDocs=44218)
                0.078125 = fieldNorm(doc=460)
          0.10858081 = weight(abstract_txt:documents in 460) [ClassicSimilarity], result of:
            0.10858081 = score(doc=460,freq=4.0), product of:
              0.1686159 = queryWeight, product of:
                1.9500506 = boost
                4.1213026 = idf(docFreq=1949, maxDocs=44218)
                0.020980611 = queryNorm
              0.64395356 = fieldWeight in 460, product of:
                2.0 = tf(freq=4.0), with freq of:
                  4.0 = termFreq=4.0
                4.1213026 = idf(docFreq=1949, maxDocs=44218)
                0.078125 = fieldNorm(doc=460)
          0.12486234 = weight(abstract_txt:techniques in 460) [ClassicSimilarity], result of:
            0.12486234 = score(doc=460,freq=3.0), product of:
              0.20370282 = queryWeight, product of:
                2.1433601 = boost
                4.5298495 = idf(docFreq=1295, maxDocs=44218)
                0.020980611 = queryNorm
              0.61296326 = fieldWeight in 460, product of:
                1.7320508 = tf(freq=3.0), with freq of:
                  3.0 = termFreq=3.0
                4.5298495 = idf(docFreq=1295, maxDocs=44218)
                0.078125 = fieldNorm(doc=460)
          0.13886134 = weight(abstract_txt:query in 460) [ClassicSimilarity], result of:
            0.13886134 = score(doc=460,freq=1.0), product of:
              0.37389842 = queryWeight, product of:
                3.7488477 = boost
                4.7537646 = idf(docFreq=1035, maxDocs=44218)
                0.020980611 = queryNorm
              0.37138787 = fieldWeight in 460, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                4.7537646 = idf(docFreq=1035, maxDocs=44218)
                0.078125 = fieldNorm(doc=460)
        0.28 = coord(7/25)
    
  5. Paris, L.A.H.; Tibbo, H.R.: Freestyle vs. Boolean : a comparison of partial and exact match retrieval systems (1998) 0.16
    0.15828763 = sum of:
      0.15828763 = product of:
        0.65953183 = sum of:
          0.07978433 = weight(abstract_txt:demand in 3329) [ClassicSimilarity], result of:
            0.07978433 = score(doc=3329,freq=1.0), product of:
              0.13382389 = queryWeight, product of:
                1.0030043 = boost
                6.3593493 = idf(docFreq=207, maxDocs=44218)
                0.020980611 = queryNorm
              0.596189 = fieldWeight in 3329, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                6.3593493 = idf(docFreq=207, maxDocs=44218)
                0.09375 = fieldNorm(doc=3329)
          0.02334592 = weight(abstract_txt:that in 3329) [ClassicSimilarity], result of:
            0.02334592 = score(doc=3329,freq=2.0), product of:
              0.074314326 = queryWeight, product of:
                1.494866 = boost
                2.3694751 = idf(docFreq=11241, maxDocs=44218)
                0.020980611 = queryNorm
              0.314151 = fieldWeight in 3329, product of:
                1.4142135 = tf(freq=2.0), with freq of:
                  2.0 = termFreq=2.0
                2.3694751 = idf(docFreq=11241, maxDocs=44218)
                0.09375 = fieldNorm(doc=3329)
          0.12535475 = weight(abstract_txt:searches in 3329) [ClassicSimilarity], result of:
            0.12535475 = score(doc=3329,freq=2.0), product of:
              0.18086274 = queryWeight, product of:
                1.6490185 = boost
                5.227637 = idf(docFreq=644, maxDocs=44218)
                0.020980611 = queryNorm
              0.6930933 = fieldWeight in 3329, product of:
                1.4142135 = tf(freq=2.0), with freq of:
                  2.0 = termFreq=2.0
                5.227637 = idf(docFreq=644, maxDocs=44218)
                0.09375 = fieldNorm(doc=3329)
          0.045556523 = weight(abstract_txt:search in 3329) [ClassicSimilarity], result of:
            0.045556523 = score(doc=3329,freq=1.0), product of:
              0.13284016 = queryWeight, product of:
                1.7308575 = boost
                3.6580524 = idf(docFreq=3098, maxDocs=44218)
                0.020980611 = queryNorm
              0.34294242 = fieldWeight in 3329, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                3.6580524 = idf(docFreq=3098, maxDocs=44218)
                0.09375 = fieldNorm(doc=3329)
          0.14983481 = weight(abstract_txt:techniques in 3329) [ClassicSimilarity], result of:
            0.14983481 = score(doc=3329,freq=3.0), product of:
              0.20370282 = queryWeight, product of:
                2.1433601 = boost
                4.5298495 = idf(docFreq=1295, maxDocs=44218)
                0.020980611 = queryNorm
              0.7355559 = fieldWeight in 3329, product of:
                1.7320508 = tf(freq=3.0), with freq of:
                  3.0 = termFreq=3.0
                4.5298495 = idf(docFreq=1295, maxDocs=44218)
                0.09375 = fieldNorm(doc=3329)
          0.23565549 = weight(abstract_txt:query in 3329) [ClassicSimilarity], result of:
            0.23565549 = score(doc=3329,freq=2.0), product of:
              0.37389842 = queryWeight, product of:
                3.7488477 = boost
                4.7537646 = idf(docFreq=1035, maxDocs=44218)
                0.020980611 = queryNorm
              0.6302661 = fieldWeight in 3329, product of:
                1.4142135 = tf(freq=2.0), with freq of:
                  2.0 = termFreq=2.0
                4.7537646 = idf(docFreq=1035, maxDocs=44218)
                0.09375 = fieldNorm(doc=3329)
        0.24 = coord(6/25)