Document (#36214)

Author
Ning, X.
Jin, H.
Jia, W.
Yuan, P.
Title
Practical and effective IR-style keyword search over semantic web
Source
Information processing and management. 45(2009) no.2, S.263-271
Year
2009
Abstract
This paper presents a novel IR-style keyword search model for semantic web data retrieval, distinguished from current retrieval methods. In this model, an answer to a keyword query is a connected subgraph that contains all the query keywords. In addition, the answer is minimal because any proper subgraph can not be an answer to the query. We provide an approximation algorithm to retrieve these answers efficiently. A special ranking strategy is also proposed so that answers can be appropriately ordered. The experimental results over real datasets show that our model outperforms existing possible solutions with respect to effectiveness and efficiency.
Theme
Retrievalalgorithmen

Similar documents (author)

  1. Yuan, W.: End-user searching behavior in information retrieval : a longitudinal study (1997) 5.19
    5.187669 = sum of:
      5.187669 = weight(author_txt:yuan in 394) [ClassicSimilarity], result of:
        5.187669 = fieldWeight in 394, product of:
          1.0 = tf(freq=1.0), with freq of:
            1.0 = termFreq=1.0
          8.30027 = idf(docFreq=29, maxDocs=44421)
          0.625 = fieldNorm(doc=394)
    
  2. Yuan, W.; Meadow, C.T.: ¬A study of the use of variables in information retrieval user studies (1999) 4.15
    4.150135 = sum of:
      4.150135 = weight(author_txt:yuan in 3943) [ClassicSimilarity], result of:
        4.150135 = fieldWeight in 3943, product of:
          1.0 = tf(freq=1.0), with freq of:
            1.0 = termFreq=1.0
          8.30027 = idf(docFreq=29, maxDocs=44421)
          0.5 = fieldNorm(doc=3943)
    
  3. Jin, Z.; Yuan, C.: On the ambiguity of information retrieval for visualization (1998) 4.15
    4.150135 = sum of:
      4.150135 = weight(author_txt:yuan in 4216) [ClassicSimilarity], result of:
        4.150135 = fieldWeight in 4216, product of:
          1.0 = tf(freq=1.0), with freq of:
            1.0 = termFreq=1.0
          8.30027 = idf(docFreq=29, maxDocs=44421)
          0.5 = fieldNorm(doc=4216)
    
  4. Yuan, X.; Belkin, N.J.: Investigating information retrieval support techniques for different information-seeking strategies (2010) 4.15
    4.150135 = sum of:
      4.150135 = weight(author_txt:yuan in 686) [ClassicSimilarity], result of:
        4.150135 = fieldWeight in 686, product of:
          1.0 = tf(freq=1.0), with freq of:
            1.0 = termFreq=1.0
          8.30027 = idf(docFreq=29, maxDocs=44421)
          0.5 = fieldNorm(doc=686)
    
  5. Yuan, X.; Belkin, N.J.: Evaluating an integrated system supporting multiple information-seeking strategies (2010) 4.15
    4.150135 = sum of:
      4.150135 = weight(author_txt:yuan in 979) [ClassicSimilarity], result of:
        4.150135 = fieldWeight in 979, product of:
          1.0 = tf(freq=1.0), with freq of:
            1.0 = termFreq=1.0
          8.30027 = idf(docFreq=29, maxDocs=44421)
          0.5 = fieldNorm(doc=979)
    

Similar documents (content)

  1. Lee, J.; Min, J.-K.; Oh, A.; Chung, C.-W.: Effective ranking and search techniques for Web resources considering semantic relationships (2014) 0.22
    0.22448751 = sum of:
      0.22448751 = product of:
        0.6235764 = sum of:
          0.08207065 = weight(abstract_txt:keywords in 3670) [ClassicSimilarity], result of:
            0.08207065 = score(doc=3670,freq=3.0), product of:
              0.12626399 = queryWeight, product of:
                6.004374 = idf(docFreq=297, maxDocs=44421)
                0.02102867 = queryNorm
              0.6499925 = fieldWeight in 3670, product of:
                1.7320508 = tf(freq=3.0), with freq of:
                  3.0 = termFreq=3.0
                6.004374 = idf(docFreq=297, maxDocs=44421)
                0.0625 = fieldNorm(doc=3670)
          0.049222462 = weight(abstract_txt:efficiency in 3670) [ClassicSimilarity], result of:
            0.049222462 = score(doc=3670,freq=1.0), product of:
              0.12951007 = queryWeight, product of:
                1.0127728 = boost
                6.0810666 = idf(docFreq=275, maxDocs=44421)
                0.02102867 = queryNorm
              0.38006666 = fieldWeight in 3670, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                6.0810666 = idf(docFreq=275, maxDocs=44421)
                0.0625 = fieldNorm(doc=3670)
          0.09981478 = weight(abstract_txt:efficiently in 3670) [ClassicSimilarity], result of:
            0.09981478 = score(doc=3670,freq=2.0), product of:
              0.16468267 = queryWeight, product of:
                1.1420475 = boost
                6.8572807 = idf(docFreq=126, maxDocs=44421)
                0.02102867 = queryNorm
              0.6061037 = fieldWeight in 3670, product of:
                1.4142135 = tf(freq=2.0), with freq of:
                  2.0 = termFreq=2.0
                6.8572807 = idf(docFreq=126, maxDocs=44421)
                0.0625 = fieldNorm(doc=3670)
          0.026013318 = weight(abstract_txt:retrieval in 3670) [ClassicSimilarity], result of:
            0.026013318 = score(doc=3670,freq=2.0), product of:
              0.08465615 = queryWeight, product of:
                1.1579891 = boost
                3.4765 = idf(docFreq=3732, maxDocs=44421)
                0.02102867 = queryNorm
              0.3072821 = fieldWeight in 3670, product of:
                1.4142135 = tf(freq=2.0), with freq of:
                  2.0 = termFreq=2.0
                3.4765 = idf(docFreq=3732, maxDocs=44421)
                0.0625 = fieldNorm(doc=3670)
          0.012283384 = weight(abstract_txt:that in 3670) [ClassicSimilarity], result of:
            0.012283384 = score(doc=3670,freq=2.0), product of:
              0.058762975 = queryWeight, product of:
                1.1816062 = boost
                2.3649352 = idf(docFreq=11344, maxDocs=44421)
                0.02102867 = queryNorm
              0.20903271 = fieldWeight in 3670, 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=3670)
          0.03701123 = weight(abstract_txt:search in 3670) [ClassicSimilarity], result of:
            0.03701123 = score(doc=3670,freq=3.0), product of:
              0.09355204 = queryWeight, product of:
                1.2173119 = boost
                3.654598 = idf(docFreq=3123, maxDocs=44421)
                0.02102867 = queryNorm
              0.39562184 = fieldWeight in 3670, product of:
                1.7320508 = tf(freq=3.0), with freq of:
                  3.0 = termFreq=3.0
                3.654598 = idf(docFreq=3123, maxDocs=44421)
                0.0625 = fieldNorm(doc=3670)
          0.11092816 = weight(abstract_txt:semantic in 3670) [ClassicSimilarity], result of:
            0.11092816 = score(doc=3670,freq=8.0), product of:
              0.14023913 = queryWeight, product of:
                1.490424 = boost
                4.4745317 = idf(docFreq=1375, maxDocs=44421)
                0.02102867 = queryNorm
              0.7909929 = fieldWeight in 3670, product of:
                2.828427 = tf(freq=8.0), with freq of:
                  8.0 = termFreq=8.0
                4.4745317 = idf(docFreq=1375, maxDocs=44421)
                0.0625 = fieldNorm(doc=3670)
          0.070576094 = weight(abstract_txt:query in 3670) [ClassicSimilarity], result of:
            0.070576094 = score(doc=3670,freq=1.0), product of:
              0.2375054 = queryWeight, product of:
                2.375514 = boost
                4.754492 = idf(docFreq=1039, maxDocs=44421)
                0.02102867 = queryNorm
              0.29715574 = fieldWeight in 3670, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                4.754492 = idf(docFreq=1039, maxDocs=44421)
                0.0625 = fieldNorm(doc=3670)
          0.13565634 = weight(abstract_txt:answer in 3670) [ClassicSimilarity], result of:
            0.13565634 = score(doc=3670,freq=1.0), product of:
              0.36716548 = queryWeight, product of:
                2.953601 = boost
                5.9115076 = idf(docFreq=326, maxDocs=44421)
                0.02102867 = queryNorm
              0.36946923 = fieldWeight in 3670, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                5.9115076 = idf(docFreq=326, maxDocs=44421)
                0.0625 = fieldNorm(doc=3670)
        0.36 = coord(9/25)
    
  2. Galitsky, B.: Can many agents answer questions better than one? (2005) 0.22
    0.21899968 = sum of:
      0.21899968 = product of:
        0.68437403 = sum of:
          0.061528075 = weight(abstract_txt:efficiency in 4094) [ClassicSimilarity], result of:
            0.061528075 = score(doc=4094,freq=1.0), product of:
              0.12951007 = queryWeight, product of:
                1.0127728 = boost
                6.0810666 = idf(docFreq=275, maxDocs=44421)
                0.02102867 = queryNorm
              0.47508332 = fieldWeight in 4094, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                6.0810666 = idf(docFreq=275, maxDocs=44421)
                0.078125 = fieldNorm(doc=4094)
          0.022992741 = weight(abstract_txt:retrieval in 4094) [ClassicSimilarity], result of:
            0.022992741 = score(doc=4094,freq=1.0), product of:
              0.08465615 = queryWeight, product of:
                1.1579891 = boost
                3.4765 = idf(docFreq=3732, maxDocs=44421)
                0.02102867 = queryNorm
              0.27160156 = fieldWeight in 4094, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                3.4765 = idf(docFreq=3732, maxDocs=44421)
                0.078125 = fieldNorm(doc=4094)
          0.015354231 = weight(abstract_txt:that in 4094) [ClassicSimilarity], result of:
            0.015354231 = score(doc=4094,freq=2.0), product of:
              0.058762975 = queryWeight, product of:
                1.1816062 = boost
                2.3649352 = idf(docFreq=11344, maxDocs=44421)
                0.02102867 = queryNorm
              0.2612909 = fieldWeight in 4094, product of:
                1.4142135 = tf(freq=2.0), with freq of:
                  2.0 = termFreq=2.0
                2.3649352 = idf(docFreq=11344, maxDocs=44421)
                0.078125 = fieldNorm(doc=4094)
          0.026710553 = weight(abstract_txt:search in 4094) [ClassicSimilarity], result of:
            0.026710553 = score(doc=4094,freq=1.0), product of:
              0.09355204 = queryWeight, product of:
                1.2173119 = boost
                3.654598 = idf(docFreq=3123, maxDocs=44421)
                0.02102867 = queryNorm
              0.28551546 = fieldWeight in 4094, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                3.654598 = idf(docFreq=3123, maxDocs=44421)
                0.078125 = fieldNorm(doc=4094)
          0.049023785 = weight(abstract_txt:semantic in 4094) [ClassicSimilarity], result of:
            0.049023785 = score(doc=4094,freq=1.0), product of:
              0.14023913 = queryWeight, product of:
                1.490424 = boost
                4.4745317 = idf(docFreq=1375, maxDocs=44421)
                0.02102867 = queryNorm
              0.34957278 = fieldWeight in 4094, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                4.4745317 = idf(docFreq=1375, maxDocs=44421)
                0.078125 = fieldNorm(doc=4094)
          0.08822012 = weight(abstract_txt:query in 4094) [ClassicSimilarity], result of:
            0.08822012 = score(doc=4094,freq=1.0), product of:
              0.2375054 = queryWeight, product of:
                2.375514 = boost
                4.754492 = idf(docFreq=1039, maxDocs=44421)
                0.02102867 = queryNorm
              0.37144467 = fieldWeight in 4094, 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=4094)
          0.2398088 = weight(abstract_txt:answer in 4094) [ClassicSimilarity], result of:
            0.2398088 = score(doc=4094,freq=2.0), product of:
              0.36716548 = queryWeight, product of:
                2.953601 = boost
                5.9115076 = idf(docFreq=326, maxDocs=44421)
                0.02102867 = queryNorm
              0.6531355 = fieldWeight in 4094, product of:
                1.4142135 = tf(freq=2.0), with freq of:
                  2.0 = termFreq=2.0
                5.9115076 = idf(docFreq=326, maxDocs=44421)
                0.078125 = fieldNorm(doc=4094)
          0.18073575 = weight(abstract_txt:keyword in 4094) [ClassicSimilarity], result of:
            0.18073575 = score(doc=4094,freq=1.0), product of:
              0.38311085 = queryWeight, product of:
                3.017054 = boost
                6.038507 = idf(docFreq=287, maxDocs=44421)
                0.02102867 = queryNorm
              0.47175837 = fieldWeight in 4094, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                6.038507 = idf(docFreq=287, maxDocs=44421)
                0.078125 = fieldNorm(doc=4094)
        0.32 = coord(8/25)
    
  3. Ning, X.; Jin, H.; Wu, H.: RSS: a framework enabling ranked search on the semantic web (2008) 0.22
    0.21543193 = sum of:
      0.21543193 = product of:
        0.6732248 = sum of:
          0.012283384 = weight(abstract_txt:that in 3069) [ClassicSimilarity], result of:
            0.012283384 = score(doc=3069,freq=2.0), product of:
              0.058762975 = queryWeight, product of:
                1.1816062 = boost
                2.3649352 = idf(docFreq=11344, maxDocs=44421)
                0.02102867 = queryNorm
              0.20903271 = fieldWeight in 3069, 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=3069)
          0.08539741 = weight(abstract_txt:distinguished in 3069) [ClassicSimilarity], result of:
            0.08539741 = score(doc=3069,freq=1.0), product of:
              0.18699262 = queryWeight, product of:
                1.2169492 = boost
                7.3070183 = idf(docFreq=80, maxDocs=44421)
                0.02102867 = queryNorm
              0.45668864 = fieldWeight in 3069, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                7.3070183 = idf(docFreq=80, maxDocs=44421)
                0.0625 = fieldNorm(doc=3069)
          0.060439087 = weight(abstract_txt:search in 3069) [ClassicSimilarity], result of:
            0.060439087 = score(doc=3069,freq=8.0), product of:
              0.09355204 = queryWeight, product of:
                1.2173119 = boost
                3.654598 = idf(docFreq=3123, maxDocs=44421)
                0.02102867 = queryNorm
              0.6460478 = fieldWeight in 3069, product of:
                2.828427 = tf(freq=8.0), with freq of:
                  8.0 = termFreq=8.0
                3.654598 = idf(docFreq=3123, maxDocs=44421)
                0.0625 = fieldNorm(doc=3069)
          0.111563265 = weight(abstract_txt:ordered in 3069) [ClassicSimilarity], result of:
            0.111563265 = score(doc=3069,freq=1.0), product of:
              0.22346465 = queryWeight, product of:
                1.3303461 = boost
                7.9878955 = idf(docFreq=40, maxDocs=44421)
                0.02102867 = queryNorm
              0.49924347 = fieldWeight in 3069, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                7.9878955 = idf(docFreq=40, maxDocs=44421)
                0.0625 = fieldNorm(doc=3069)
          0.11765709 = weight(abstract_txt:semantic in 3069) [ClassicSimilarity], result of:
            0.11765709 = score(doc=3069,freq=9.0), product of:
              0.14023913 = queryWeight, product of:
                1.490424 = boost
                4.4745317 = idf(docFreq=1375, maxDocs=44421)
                0.02102867 = queryNorm
              0.8389747 = fieldWeight in 3069, product of:
                3.0 = tf(freq=9.0), with freq of:
                  9.0 = termFreq=9.0
                4.4745317 = idf(docFreq=1375, maxDocs=44421)
                0.0625 = fieldNorm(doc=3069)
          0.041486323 = weight(abstract_txt:model in 3069) [ClassicSimilarity], result of:
            0.041486323 = score(doc=3069,freq=1.0), product of:
              0.1666627 = queryWeight, product of:
                1.9899404 = boost
                3.9827821 = idf(docFreq=2249, maxDocs=44421)
                0.02102867 = queryNorm
              0.24892388 = fieldWeight in 3069, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                3.9827821 = idf(docFreq=2249, maxDocs=44421)
                0.0625 = fieldNorm(doc=3069)
          0.09980966 = weight(abstract_txt:query in 3069) [ClassicSimilarity], result of:
            0.09980966 = score(doc=3069,freq=2.0), product of:
              0.2375054 = queryWeight, product of:
                2.375514 = boost
                4.754492 = idf(docFreq=1039, maxDocs=44421)
                0.02102867 = queryNorm
              0.42024165 = fieldWeight in 3069, 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=3069)
          0.14458859 = weight(abstract_txt:keyword in 3069) [ClassicSimilarity], result of:
            0.14458859 = score(doc=3069,freq=1.0), product of:
              0.38311085 = queryWeight, product of:
                3.017054 = boost
                6.038507 = idf(docFreq=287, maxDocs=44421)
                0.02102867 = queryNorm
              0.3774067 = fieldWeight in 3069, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                6.038507 = idf(docFreq=287, maxDocs=44421)
                0.0625 = fieldNorm(doc=3069)
        0.32 = coord(8/25)
    
  4. Huang, S.-H.; Ke, H.-R.; Yang, W.-P.: Enhancing semantic digital library query using a content and service inference model (CSIM) (2005) 0.21
    0.21289457 = sum of:
      0.21289457 = product of:
        0.66529554 = sum of:
          0.059229393 = weight(abstract_txt:respect in 2054) [ClassicSimilarity], result of:
            0.059229393 = score(doc=2054,freq=1.0), product of:
              0.12626399 = queryWeight, product of:
                6.004374 = idf(docFreq=297, maxDocs=44421)
                0.02102867 = queryNorm
              0.4690917 = fieldWeight in 2054, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                6.004374 = idf(docFreq=297, maxDocs=44421)
                0.078125 = fieldNorm(doc=2054)
          0.01085708 = weight(abstract_txt:that in 2054) [ClassicSimilarity], result of:
            0.01085708 = score(doc=2054,freq=1.0), product of:
              0.058762975 = queryWeight, product of:
                1.1816062 = boost
                2.3649352 = idf(docFreq=11344, maxDocs=44421)
                0.02102867 = queryNorm
              0.18476056 = fieldWeight in 2054, 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=2054)
          0.098191395 = weight(abstract_txt:outperforms in 2054) [ClassicSimilarity], result of:
            0.098191395 = score(doc=2054,freq=1.0), product of:
              0.17686298 = queryWeight, product of:
                1.1835284 = boost
                7.1063476 = idf(docFreq=98, maxDocs=44421)
                0.02102867 = queryNorm
              0.5551834 = fieldWeight in 2054, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                7.1063476 = idf(docFreq=98, maxDocs=44421)
                0.078125 = fieldNorm(doc=2054)
          0.026710553 = weight(abstract_txt:search in 2054) [ClassicSimilarity], result of:
            0.026710553 = score(doc=2054,freq=1.0), product of:
              0.09355204 = queryWeight, product of:
                1.2173119 = boost
                3.654598 = idf(docFreq=3123, maxDocs=44421)
                0.02102867 = queryNorm
              0.28551546 = fieldWeight in 2054, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                3.654598 = idf(docFreq=3123, maxDocs=44421)
                0.078125 = fieldNorm(doc=2054)
          0.08491168 = weight(abstract_txt:semantic in 2054) [ClassicSimilarity], result of:
            0.08491168 = score(doc=2054,freq=3.0), product of:
              0.14023913 = queryWeight, product of:
                1.490424 = boost
                4.4745317 = idf(docFreq=1375, maxDocs=44421)
                0.02102867 = queryNorm
              0.6054778 = fieldWeight in 2054, product of:
                1.7320508 = tf(freq=3.0), with freq of:
                  3.0 = termFreq=3.0
                4.4745317 = idf(docFreq=1375, maxDocs=44421)
                0.078125 = fieldNorm(doc=2054)
          0.051857904 = weight(abstract_txt:model in 2054) [ClassicSimilarity], result of:
            0.051857904 = score(doc=2054,freq=1.0), product of:
              0.1666627 = queryWeight, product of:
                1.9899404 = boost
                3.9827821 = idf(docFreq=2249, maxDocs=44421)
                0.02102867 = queryNorm
              0.31115484 = fieldWeight in 2054, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                3.9827821 = idf(docFreq=2249, maxDocs=44421)
                0.078125 = fieldNorm(doc=2054)
          0.15280174 = weight(abstract_txt:query in 2054) [ClassicSimilarity], result of:
            0.15280174 = score(doc=2054,freq=3.0), product of:
              0.2375054 = queryWeight, product of:
                2.375514 = boost
                4.754492 = idf(docFreq=1039, maxDocs=44421)
                0.02102867 = queryNorm
              0.6433611 = fieldWeight in 2054, product of:
                1.7320508 = tf(freq=3.0), with freq of:
                  3.0 = termFreq=3.0
                4.754492 = idf(docFreq=1039, maxDocs=44421)
                0.078125 = fieldNorm(doc=2054)
          0.18073575 = weight(abstract_txt:keyword in 2054) [ClassicSimilarity], result of:
            0.18073575 = score(doc=2054,freq=1.0), product of:
              0.38311085 = queryWeight, product of:
                3.017054 = boost
                6.038507 = idf(docFreq=287, maxDocs=44421)
                0.02102867 = queryNorm
              0.47175837 = fieldWeight in 2054, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                6.038507 = idf(docFreq=287, maxDocs=44421)
                0.078125 = fieldNorm(doc=2054)
        0.32 = coord(8/25)
    
  5. Vallet, D.; Fernández, M.; Castells, P.: ¬An ontology-based information retrieval model (2005) 0.21
    0.20952818 = sum of:
      0.20952818 = product of:
        0.7483149 = sum of:
          0.071075276 = weight(abstract_txt:respect in 708) [ClassicSimilarity], result of:
            0.071075276 = score(doc=708,freq=1.0), product of:
              0.12626399 = queryWeight, product of:
                6.004374 = idf(docFreq=297, maxDocs=44421)
                0.02102867 = queryNorm
              0.5629101 = fieldWeight in 708, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                6.004374 = idf(docFreq=297, maxDocs=44421)
                0.09375 = fieldNorm(doc=708)
          0.03901998 = weight(abstract_txt:retrieval in 708) [ClassicSimilarity], result of:
            0.03901998 = score(doc=708,freq=2.0), product of:
              0.08465615 = queryWeight, product of:
                1.1579891 = boost
                3.4765 = idf(docFreq=3732, maxDocs=44421)
                0.02102867 = queryNorm
              0.46092314 = fieldWeight in 708, product of:
                1.4142135 = tf(freq=2.0), with freq of:
                  2.0 = termFreq=2.0
                3.4765 = idf(docFreq=3732, maxDocs=44421)
                0.09375 = fieldNorm(doc=708)
          0.07167194 = weight(abstract_txt:search in 708) [ClassicSimilarity], result of:
            0.07167194 = score(doc=708,freq=5.0), product of:
              0.09355204 = queryWeight, product of:
                1.2173119 = boost
                3.654598 = idf(docFreq=3123, maxDocs=44421)
                0.02102867 = queryNorm
              0.7661184 = fieldWeight in 708, product of:
                2.236068 = tf(freq=5.0), with freq of:
                  5.0 = termFreq=5.0
                3.654598 = idf(docFreq=3123, maxDocs=44421)
                0.09375 = fieldNorm(doc=708)
          0.050150327 = weight(abstract_txt:over in 708) [ClassicSimilarity], result of:
            0.050150327 = score(doc=708,freq=1.0), product of:
              0.12608391 = queryWeight, product of:
                1.4132047 = boost
                4.242705 = idf(docFreq=1734, maxDocs=44421)
                0.02102867 = queryNorm
              0.3977536 = fieldWeight in 708, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                4.242705 = idf(docFreq=1734, maxDocs=44421)
                0.09375 = fieldNorm(doc=708)
          0.10189402 = weight(abstract_txt:semantic in 708) [ClassicSimilarity], result of:
            0.10189402 = score(doc=708,freq=3.0), product of:
              0.14023913 = queryWeight, product of:
                1.490424 = boost
                4.4745317 = idf(docFreq=1375, maxDocs=44421)
                0.02102867 = queryNorm
              0.72657335 = fieldWeight in 708, product of:
                1.7320508 = tf(freq=3.0), with freq of:
                  3.0 = termFreq=3.0
                4.4745317 = idf(docFreq=1375, maxDocs=44421)
                0.09375 = fieldNorm(doc=708)
          0.10778463 = weight(abstract_txt:model in 708) [ClassicSimilarity], result of:
            0.10778463 = score(doc=708,freq=3.0), product of:
              0.1666627 = queryWeight, product of:
                1.9899404 = boost
                3.9827821 = idf(docFreq=2249, maxDocs=44421)
                0.02102867 = queryNorm
              0.6467232 = fieldWeight in 708, product of:
                1.7320508 = tf(freq=3.0), with freq of:
                  3.0 = termFreq=3.0
                3.9827821 = idf(docFreq=2249, maxDocs=44421)
                0.09375 = fieldNorm(doc=708)
          0.30671874 = weight(abstract_txt:keyword in 708) [ClassicSimilarity], result of:
            0.30671874 = score(doc=708,freq=2.0), product of:
              0.38311085 = queryWeight, product of:
                3.017054 = boost
                6.038507 = idf(docFreq=287, maxDocs=44421)
                0.02102867 = queryNorm
              0.8006005 = fieldWeight in 708, product of:
                1.4142135 = tf(freq=2.0), with freq of:
                  2.0 = termFreq=2.0
                6.038507 = idf(docFreq=287, maxDocs=44421)
                0.09375 = fieldNorm(doc=708)
        0.28 = coord(7/25)