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) 1.61
    1.6050118 = sum of:
      1.6050118 = product of:
        3.2100236 = sum of:
          3.2100236 = weight(author_txt:scholer in 2820) [ClassicSimilarity], result of:
            3.2100236 = score(doc=2820,freq=1.0), product of:
              0.8774551 = queryWeight, product of:
                1.3525282 = boost
                9.755557 = idf(docFreq=6, maxDocs=44421)
                0.066500746 = queryNorm
              3.6583338 = fieldWeight in 2820, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                9.755557 = idf(docFreq=6, maxDocs=44421)
                0.375 = fieldNorm(doc=2820)
        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
    1.33751 = sum of:
      1.33751 = product of:
        2.67502 = sum of:
          2.67502 = weight(author_txt:scholer in 1901) [ClassicSimilarity], result of:
            2.67502 = score(doc=1901,freq=1.0), product of:
              0.8774551 = queryWeight, product of:
                1.3525282 = boost
                9.755557 = idf(docFreq=6, maxDocs=44421)
                0.066500746 = queryNorm
              3.0486116 = fieldWeight in 1901, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                9.755557 = idf(docFreq=6, maxDocs=44421)
                0.3125 = fieldNorm(doc=1901)
        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
    1.33751 = sum of:
      1.33751 = product of:
        2.67502 = sum of:
          2.67502 = weight(author_txt:scholer in 1257) [ClassicSimilarity], result of:
            2.67502 = score(doc=1257,freq=1.0), product of:
              0.8774551 = queryWeight, product of:
                1.3525282 = boost
                9.755557 = idf(docFreq=6, maxDocs=44421)
                0.066500746 = queryNorm
              3.0486116 = fieldWeight in 1257, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                9.755557 = idf(docFreq=6, maxDocs=44421)
                0.3125 = fieldNorm(doc=1257)
        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
    1.33751 = sum of:
      1.33751 = product of:
        2.67502 = sum of:
          2.67502 = weight(author_txt:scholer in 2186) [ClassicSimilarity], result of:
            2.67502 = score(doc=2186,freq=1.0), product of:
              0.8774551 = queryWeight, product of:
                1.3525282 = boost
                9.755557 = idf(docFreq=6, maxDocs=44421)
                0.066500746 = queryNorm
              3.0486116 = fieldWeight in 2186, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                9.755557 = idf(docFreq=6, maxDocs=44421)
                0.3125 = fieldNorm(doc=2186)
        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
    1.33751 = sum of:
      1.33751 = product of:
        2.67502 = sum of:
          2.67502 = weight(author_txt:scholer in 1497) [ClassicSimilarity], result of:
            2.67502 = score(doc=1497,freq=1.0), product of:
              0.8774551 = queryWeight, product of:
                1.3525282 = boost
                9.755557 = idf(docFreq=6, maxDocs=44421)
                0.066500746 = queryNorm
              3.0486116 = fieldWeight in 1497, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                9.755557 = idf(docFreq=6, maxDocs=44421)
                0.3125 = fieldNorm(doc=1497)
        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
    0.21129043 = sum of:
      0.21129043 = product of:
        0.6602826 = sum of:
          0.053327825 = weight(abstract_txt:demand in 1935) [ClassicSimilarity], result of:
            0.053327825 = score(doc=1935,freq=1.0), product of:
              0.13407521 = queryWeight, product of:
                1.0052284 = boost
                6.3639297 = idf(docFreq=207, maxDocs=44421)
                0.02095841 = queryNorm
              0.3977456 = fieldWeight in 1935, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                6.3639297 = idf(docFreq=207, maxDocs=44421)
                0.0625 = fieldNorm(doc=1935)
          0.06272935 = weight(abstract_txt:improves in 1935) [ClassicSimilarity], result of:
            0.06272935 = score(doc=1935,freq=1.0), product of:
              0.14940315 = queryWeight, product of:
                1.0611345 = boost
                6.717861 = idf(docFreq=145, maxDocs=44421)
                0.02095841 = queryNorm
              0.41986632 = fieldWeight in 1935, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                6.717861 = idf(docFreq=145, maxDocs=44421)
                0.0625 = fieldNorm(doc=1935)
          0.024478257 = weight(abstract_txt:that in 1935) [ClassicSimilarity], result of:
            0.024478257 = score(doc=1935,freq=5.0), product of:
              0.07406213 = queryWeight, product of:
                1.494234 = boost
                2.3649352 = idf(docFreq=11344, maxDocs=44421)
                0.02095841 = queryNorm
              0.33050975 = fieldWeight in 1935, product of:
                2.236068 = tf(freq=5.0), with freq of:
                  5.0 = termFreq=5.0
                2.3649352 = idf(docFreq=11344, maxDocs=44421)
                0.0625 = fieldNorm(doc=1935)
          0.05916895 = weight(abstract_txt:searches in 1935) [ClassicSimilarity], result of:
            0.05916895 = score(doc=1935,freq=1.0), product of:
              0.18104441 = queryWeight, product of:
                1.6519545 = boost
                5.229121 = idf(docFreq=646, maxDocs=44421)
                0.02095841 = queryNorm
              0.32682008 = fieldWeight in 1935, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                5.229121 = idf(docFreq=646, maxDocs=44421)
                0.0625 = fieldNorm(doc=1935)
          0.043515176 = weight(abstract_txt:documents in 1935) [ClassicSimilarity], result of:
            0.043515176 = score(doc=1935,freq=1.0), product of:
              0.16885482 = queryWeight, product of:
                1.953925 = boost
                4.123322 = idf(docFreq=1954, maxDocs=44421)
                0.02095841 = queryNorm
              0.25770763 = fieldWeight in 1935, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                4.123322 = idf(docFreq=1954, maxDocs=44421)
                0.0625 = fieldNorm(doc=1935)
          0.115566626 = weight(abstract_txt:techniques in 1935) [ClassicSimilarity], result of:
            0.115566626 = score(doc=1935,freq=4.0), product of:
              0.20399582 = queryWeight, product of:
                2.1476414 = boost
                4.5321174 = idf(docFreq=1298, maxDocs=44421)
                0.02095841 = queryNorm
              0.5665147 = fieldWeight in 1935, product of:
                2.0 = tf(freq=4.0), with freq of:
                  4.0 = termFreq=4.0
                4.5321174 = idf(docFreq=1298, maxDocs=44421)
                0.0625 = fieldNorm(doc=1935)
          0.19122489 = weight(abstract_txt:surrogates in 1935) [ClassicSimilarity], result of:
            0.19122489 = score(doc=1935,freq=1.0), product of:
              0.3957481 = queryWeight, product of:
                2.4423895 = boost
                7.731176 = idf(docFreq=52, maxDocs=44421)
                0.02095841 = queryNorm
              0.4831985 = fieldWeight in 1935, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                7.731176 = idf(docFreq=52, maxDocs=44421)
                0.0625 = fieldNorm(doc=1935)
          0.11027158 = weight(abstract_txt:association in 1935) [ClassicSimilarity], result of:
            0.11027158 = score(doc=1935,freq=1.0), product of:
              0.31385475 = queryWeight, product of:
                2.663885 = boost
                5.6215343 = idf(docFreq=436, maxDocs=44421)
                0.02095841 = queryNorm
              0.3513459 = fieldWeight in 1935, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                5.6215343 = idf(docFreq=436, maxDocs=44421)
                0.0625 = fieldNorm(doc=1935)
        0.32 = coord(8/25)
    
  2. Kim, H.H.: Toward video semantic search based on a structured folksonomy (2011) 0.21
    0.21077904 = sum of:
      0.21077904 = product of:
        0.7527823 = sum of:
          0.060199074 = weight(abstract_txt:rates in 350) [ClassicSimilarity], result of:
            0.060199074 = score(doc=350,freq=1.0), product of:
              0.14535806 = queryWeight, product of:
                1.0466707 = boost
                6.6262937 = idf(docFreq=159, maxDocs=44421)
                0.02095841 = queryNorm
              0.41414335 = fieldWeight in 350, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                6.6262937 = idf(docFreq=159, maxDocs=44421)
                0.0625 = fieldNorm(doc=350)
          0.092766434 = weight(abstract_txt:statistically in 350) [ClassicSimilarity], result of:
            0.092766434 = score(doc=350,freq=2.0), product of:
              0.1539205 = queryWeight, product of:
                1.0770571 = boost
                6.8186655 = idf(docFreq=131, maxDocs=44421)
                0.02095841 = queryNorm
              0.6026906 = fieldWeight in 350, product of:
                1.4142135 = tf(freq=2.0), with freq of:
                  2.0 = termFreq=2.0
                6.8186655 = idf(docFreq=131, maxDocs=44421)
                0.0625 = fieldNorm(doc=350)
          0.021894017 = weight(abstract_txt:that in 350) [ClassicSimilarity], result of:
            0.021894017 = score(doc=350,freq=4.0), product of:
              0.07406213 = queryWeight, product of:
                1.494234 = boost
                2.3649352 = idf(docFreq=11344, maxDocs=44421)
                0.02095841 = queryNorm
              0.2956169 = fieldWeight in 350, product of:
                2.0 = tf(freq=4.0), with freq of:
                  4.0 = termFreq=4.0
                2.3649352 = idf(docFreq=11344, maxDocs=44421)
                0.0625 = fieldNorm(doc=350)
          0.05916895 = weight(abstract_txt:searches in 350) [ClassicSimilarity], result of:
            0.05916895 = score(doc=350,freq=1.0), product of:
              0.18104441 = queryWeight, product of:
                1.6519545 = boost
                5.229121 = idf(docFreq=646, maxDocs=44421)
                0.02095841 = queryNorm
              0.32682008 = fieldWeight in 350, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                5.229121 = idf(docFreq=646, maxDocs=44421)
                0.0625 = fieldNorm(doc=350)
          0.030298268 = weight(abstract_txt:search in 350) [ClassicSimilarity], result of:
            0.030298268 = score(doc=350,freq=1.0), product of:
              0.13264723 = queryWeight, product of:
                1.73181 = boost
                3.654598 = idf(docFreq=3123, maxDocs=44421)
                0.02095841 = queryNorm
              0.22841237 = fieldWeight in 350, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                3.654598 = idf(docFreq=3123, maxDocs=44421)
                0.0625 = fieldNorm(doc=350)
          0.3312112 = weight(abstract_txt:surrogates in 350) [ClassicSimilarity], result of:
            0.3312112 = score(doc=350,freq=3.0), product of:
              0.3957481 = queryWeight, product of:
                2.4423895 = boost
                7.731176 = idf(docFreq=52, maxDocs=44421)
                0.02095841 = queryNorm
              0.8369243 = fieldWeight in 350, product of:
                1.7320508 = tf(freq=3.0), with freq of:
                  3.0 = termFreq=3.0
                7.731176 = idf(docFreq=52, maxDocs=44421)
                0.0625 = fieldNorm(doc=350)
          0.15724434 = weight(abstract_txt:query in 350) [ClassicSimilarity], result of:
            0.15724434 = score(doc=350,freq=2.0), product of:
              0.374176 = queryWeight, product of:
                3.7550306 = boost
                4.754492 = idf(docFreq=1039, maxDocs=44421)
                0.02095841 = queryNorm
              0.42024165 = fieldWeight in 350, product of:
                1.4142135 = tf(freq=2.0), with freq of:
                  2.0 = termFreq=2.0
                4.754492 = idf(docFreq=1039, maxDocs=44421)
                0.0625 = fieldNorm(doc=350)
        0.28 = coord(7/25)
    
  3. Khan, M.S.; Khor, S.: Enhanced Web document retrieval using automatic query expansion (2004) 0.20
    0.20145686 = sum of:
      0.20145686 = product of:
        0.6295527 = sum of:
          0.053327825 = weight(abstract_txt:demand in 3091) [ClassicSimilarity], result of:
            0.053327825 = score(doc=3091,freq=1.0), product of:
              0.13407521 = queryWeight, product of:
                1.0052284 = boost
                6.3639297 = idf(docFreq=207, maxDocs=44421)
                0.02095841 = queryNorm
              0.3977456 = fieldWeight in 3091, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                6.3639297 = idf(docFreq=207, maxDocs=44421)
                0.0625 = fieldNorm(doc=3091)
          0.015481409 = weight(abstract_txt:that in 3091) [ClassicSimilarity], result of:
            0.015481409 = score(doc=3091,freq=2.0), product of:
              0.07406213 = queryWeight, product of:
                1.494234 = boost
                2.3649352 = idf(docFreq=11344, maxDocs=44421)
                0.02095841 = queryNorm
              0.20903271 = fieldWeight in 3091, product of:
                1.4142135 = tf(freq=2.0), with freq of:
                  2.0 = termFreq=2.0
                2.3649352 = idf(docFreq=11344, maxDocs=44421)
                0.0625 = fieldNorm(doc=3091)
          0.05916895 = weight(abstract_txt:searches in 3091) [ClassicSimilarity], result of:
            0.05916895 = score(doc=3091,freq=1.0), product of:
              0.18104441 = queryWeight, product of:
                1.6519545 = boost
                5.229121 = idf(docFreq=646, maxDocs=44421)
                0.02095841 = queryNorm
              0.32682008 = fieldWeight in 3091, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                5.229121 = idf(docFreq=646, maxDocs=44421)
                0.0625 = fieldNorm(doc=3091)
          0.030298268 = weight(abstract_txt:search in 3091) [ClassicSimilarity], result of:
            0.030298268 = score(doc=3091,freq=1.0), product of:
              0.13264723 = queryWeight, product of:
                1.73181 = boost
                3.654598 = idf(docFreq=3123, maxDocs=44421)
                0.02095841 = queryNorm
              0.22841237 = fieldWeight in 3091, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                3.654598 = idf(docFreq=3123, maxDocs=44421)
                0.0625 = fieldNorm(doc=3091)
          0.08703035 = weight(abstract_txt:documents in 3091) [ClassicSimilarity], result of:
            0.08703035 = score(doc=3091,freq=4.0), product of:
              0.16885482 = queryWeight, product of:
                1.953925 = boost
                4.123322 = idf(docFreq=1954, maxDocs=44421)
                0.02095841 = queryNorm
              0.51541525 = fieldWeight in 3091, product of:
                2.0 = tf(freq=4.0), with freq of:
                  4.0 = termFreq=4.0
                4.123322 = idf(docFreq=1954, maxDocs=44421)
                0.0625 = fieldNorm(doc=3091)
          0.10408555 = weight(abstract_txt:accurate in 3091) [ClassicSimilarity], result of:
            0.10408555 = score(doc=3091,freq=1.0), product of:
              0.26382515 = queryWeight, product of:
                1.9941766 = boost
                6.312396 = idf(docFreq=218, maxDocs=44421)
                0.02095841 = queryNorm
              0.39452475 = fieldWeight in 3091, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                6.312396 = idf(docFreq=218, maxDocs=44421)
                0.0625 = fieldNorm(doc=3091)
          0.057783313 = weight(abstract_txt:techniques in 3091) [ClassicSimilarity], result of:
            0.057783313 = score(doc=3091,freq=1.0), product of:
              0.20399582 = queryWeight, product of:
                2.1476414 = boost
                4.5321174 = idf(docFreq=1298, maxDocs=44421)
                0.02095841 = queryNorm
              0.28325734 = fieldWeight in 3091, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                4.5321174 = idf(docFreq=1298, maxDocs=44421)
                0.0625 = fieldNorm(doc=3091)
          0.22237709 = weight(abstract_txt:query in 3091) [ClassicSimilarity], result of:
            0.22237709 = score(doc=3091,freq=4.0), product of:
              0.374176 = queryWeight, product of:
                3.7550306 = boost
                4.754492 = idf(docFreq=1039, maxDocs=44421)
                0.02095841 = queryNorm
              0.5943115 = fieldWeight in 3091, product of:
                2.0 = tf(freq=4.0), with freq of:
                  4.0 = termFreq=4.0
                4.754492 = idf(docFreq=1039, maxDocs=44421)
                0.0625 = fieldNorm(doc=3091)
        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
    0.17194647 = sum of:
      0.17194647 = product of:
        0.6140945 = sum of:
          0.06562505 = weight(abstract_txt:conclude in 1460) [ClassicSimilarity], result of:
            0.06562505 = score(doc=1460,freq=1.0), product of:
              0.13268413 = queryWeight, product of:
                6.3308296 = idf(docFreq=214, maxDocs=44421)
                0.02095841 = queryNorm
              0.49459606 = fieldWeight in 1460, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                6.3308296 = idf(docFreq=214, maxDocs=44421)
                0.078125 = fieldNorm(doc=1460)
          0.013683761 = weight(abstract_txt:that in 1460) [ClassicSimilarity], result of:
            0.013683761 = score(doc=1460,freq=1.0), product of:
              0.07406213 = queryWeight, product of:
                1.494234 = boost
                2.3649352 = idf(docFreq=11344, maxDocs=44421)
                0.02095841 = queryNorm
              0.18476056 = fieldWeight in 1460, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                2.3649352 = idf(docFreq=11344, maxDocs=44421)
                0.078125 = fieldNorm(doc=1460)
          0.061705418 = weight(abstract_txt:providing in 1460) [ClassicSimilarity], result of:
            0.061705418 = score(doc=1460,freq=1.0), product of:
              0.16044693 = queryWeight, product of:
                1.5551462 = boost
                4.922683 = idf(docFreq=878, maxDocs=44421)
                0.02095841 = queryNorm
              0.3845846 = fieldWeight in 1460, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                4.922683 = idf(docFreq=878, maxDocs=44421)
                0.078125 = fieldNorm(doc=1460)
          0.100202106 = weight(abstract_txt:search in 1460) [ClassicSimilarity], result of:
            0.100202106 = score(doc=1460,freq=7.0), product of:
              0.13264723 = queryWeight, product of:
                1.73181 = boost
                3.654598 = idf(docFreq=3123, maxDocs=44421)
                0.02095841 = queryNorm
              0.7554029 = fieldWeight in 1460, product of:
                2.6457512 = tf(freq=7.0), with freq of:
                  7.0 = termFreq=7.0
                3.654598 = idf(docFreq=3123, maxDocs=44421)
                0.078125 = fieldNorm(doc=1460)
          0.10878793 = weight(abstract_txt:documents in 1460) [ClassicSimilarity], result of:
            0.10878793 = score(doc=1460,freq=4.0), product of:
              0.16885482 = queryWeight, product of:
                1.953925 = boost
                4.123322 = idf(docFreq=1954, maxDocs=44421)
                0.02095841 = queryNorm
              0.64426905 = fieldWeight in 1460, product of:
                2.0 = tf(freq=4.0), with freq of:
                  4.0 = termFreq=4.0
                4.123322 = idf(docFreq=1954, maxDocs=44421)
                0.078125 = fieldNorm(doc=1460)
          0.12510455 = weight(abstract_txt:techniques in 1460) [ClassicSimilarity], result of:
            0.12510455 = score(doc=1460,freq=3.0), product of:
              0.20399582 = queryWeight, product of:
                2.1476414 = boost
                4.5321174 = idf(docFreq=1298, maxDocs=44421)
                0.02095841 = queryNorm
              0.6132701 = fieldWeight in 1460, product of:
                1.7320508 = tf(freq=3.0), with freq of:
                  3.0 = termFreq=3.0
                4.5321174 = idf(docFreq=1298, maxDocs=44421)
                0.078125 = fieldNorm(doc=1460)
          0.13898568 = weight(abstract_txt:query in 1460) [ClassicSimilarity], result of:
            0.13898568 = score(doc=1460,freq=1.0), product of:
              0.374176 = queryWeight, product of:
                3.7550306 = boost
                4.754492 = idf(docFreq=1039, maxDocs=44421)
                0.02095841 = queryNorm
              0.37144467 = fieldWeight in 1460, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                4.754492 = idf(docFreq=1039, maxDocs=44421)
                0.078125 = fieldNorm(doc=1460)
        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
    0.15844068 = sum of:
      0.15844068 = product of:
        0.6601695 = sum of:
          0.079991736 = weight(abstract_txt:demand in 4329) [ClassicSimilarity], result of:
            0.079991736 = score(doc=4329,freq=1.0), product of:
              0.13407521 = queryWeight, product of:
                1.0052284 = boost
                6.3639297 = idf(docFreq=207, maxDocs=44421)
                0.02095841 = queryNorm
              0.5966184 = fieldWeight in 4329, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                6.3639297 = idf(docFreq=207, maxDocs=44421)
                0.09375 = fieldNorm(doc=4329)
          0.023222113 = weight(abstract_txt:that in 4329) [ClassicSimilarity], result of:
            0.023222113 = score(doc=4329,freq=2.0), product of:
              0.07406213 = queryWeight, product of:
                1.494234 = boost
                2.3649352 = idf(docFreq=11344, maxDocs=44421)
                0.02095841 = queryNorm
              0.31354907 = fieldWeight in 4329, product of:
                1.4142135 = tf(freq=2.0), with freq of:
                  2.0 = termFreq=2.0
                2.3649352 = idf(docFreq=11344, maxDocs=44421)
                0.09375 = fieldNorm(doc=4329)
          0.1255163 = weight(abstract_txt:searches in 4329) [ClassicSimilarity], result of:
            0.1255163 = score(doc=4329,freq=2.0), product of:
              0.18104441 = queryWeight, product of:
                1.6519545 = boost
                5.229121 = idf(docFreq=646, maxDocs=44421)
                0.02095841 = queryNorm
              0.69329005 = fieldWeight in 4329, product of:
                1.4142135 = tf(freq=2.0), with freq of:
                  2.0 = termFreq=2.0
                5.229121 = idf(docFreq=646, maxDocs=44421)
                0.09375 = fieldNorm(doc=4329)
          0.0454474 = weight(abstract_txt:search in 4329) [ClassicSimilarity], result of:
            0.0454474 = score(doc=4329,freq=1.0), product of:
              0.13264723 = queryWeight, product of:
                1.73181 = boost
                3.654598 = idf(docFreq=3123, maxDocs=44421)
                0.02095841 = queryNorm
              0.34261855 = fieldWeight in 4329, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                3.654598 = idf(docFreq=3123, maxDocs=44421)
                0.09375 = fieldNorm(doc=4329)
          0.15012544 = weight(abstract_txt:techniques in 4329) [ClassicSimilarity], result of:
            0.15012544 = score(doc=4329,freq=3.0), product of:
              0.20399582 = queryWeight, product of:
                2.1476414 = boost
                4.5321174 = idf(docFreq=1298, maxDocs=44421)
                0.02095841 = queryNorm
              0.7359241 = fieldWeight in 4329, product of:
                1.7320508 = tf(freq=3.0), with freq of:
                  3.0 = termFreq=3.0
                4.5321174 = idf(docFreq=1298, maxDocs=44421)
                0.09375 = fieldNorm(doc=4329)
          0.23586652 = weight(abstract_txt:query in 4329) [ClassicSimilarity], result of:
            0.23586652 = score(doc=4329,freq=2.0), product of:
              0.374176 = queryWeight, product of:
                3.7550306 = boost
                4.754492 = idf(docFreq=1039, maxDocs=44421)
                0.02095841 = queryNorm
              0.6303625 = fieldWeight in 4329, product of:
                1.4142135 = tf(freq=2.0), with freq of:
                  2.0 = termFreq=2.0
                4.754492 = idf(docFreq=1039, maxDocs=44421)
                0.09375 = fieldNorm(doc=4329)
        0.24 = coord(6/25)