Document (#27116)

Author
Chen, H.-H.
Kuo, J.-J.
Huang, S.-J.
Lin, C.-J.
Wung, H.-C.
Title
¬A summarization system for Chinese news from multiple sources
Source
Journal of the American Society for Information Science and technology. 54(2003) no.13, S.1224-1236
Year
2003
Abstract
This article proposes a summarization system for multiple documents. It employs not only named entities and other signatures to cluster news from different sources, but also employs punctuation marks, linking elements, and topic chains to identify the meaningful units (MUs). Using nouns and verbs to identify the similar MUs, focusing and browsing models are applied to represent the summarization results. To reduce information loss during summarization, informative words in a document are introduced. For the evaluation, a question answering system (QA system) is proposed to substitute the human assessors. In large-scale experiments containing 140 questions to 17,877 documents, the results show that those models using informative words outperform pure heuristic voting-only strategy by news reporters. This model can be easily further applied to summarize multilingual news from multiple sources.
Theme
Multilinguale Probleme
Automatisches Abstracting

Similar documents (author)

  1. Huang, Z.; Chung, Z.W.; Chen, H.: ¬A graph model for e-commerce recommender systems (2004) 3.54
    3.540145 = sum of:
      3.540145 = sum of:
        1.3608975 = weight(author_txt:chen in 501) [ClassicSimilarity], result of:
          1.3608975 = score(doc=501,freq=1.0), product of:
            0.58992714 = queryWeight, product of:
              6.1517096 = idf(docFreq=255, maxDocs=44218)
              0.09589645 = queryNorm
            2.306891 = fieldWeight in 501, product of:
              1.0 = tf(freq=1.0), with freq of:
                1.0 = termFreq=1.0
              6.1517096 = idf(docFreq=255, maxDocs=44218)
              0.375 = fieldNorm(doc=501)
        2.1792474 = weight(author_txt:huang in 501) [ClassicSimilarity], result of:
          2.1792474 = score(doc=501,freq=1.0), product of:
            0.80745643 = queryWeight, product of:
              1.1699313 = boost
              7.1970778 = idf(docFreq=89, maxDocs=44218)
              0.09589645 = queryNorm
            2.698904 = fieldWeight in 501, product of:
              1.0 = tf(freq=1.0), with freq of:
                1.0 = termFreq=1.0
              7.1970778 = idf(docFreq=89, maxDocs=44218)
              0.375 = fieldNorm(doc=501)
    
  2. Huang, C.; Fu, T.; Chen, H.: Text-based video content classification for online video-sharing sites (2010) 3.54
    3.540145 = sum of:
      3.540145 = sum of:
        1.3608975 = weight(author_txt:chen in 3452) [ClassicSimilarity], result of:
          1.3608975 = score(doc=3452,freq=1.0), product of:
            0.58992714 = queryWeight, product of:
              6.1517096 = idf(docFreq=255, maxDocs=44218)
              0.09589645 = queryNorm
            2.306891 = fieldWeight in 3452, product of:
              1.0 = tf(freq=1.0), with freq of:
                1.0 = termFreq=1.0
              6.1517096 = idf(docFreq=255, maxDocs=44218)
              0.375 = fieldNorm(doc=3452)
        2.1792474 = weight(author_txt:huang in 3452) [ClassicSimilarity], result of:
          2.1792474 = score(doc=3452,freq=1.0), product of:
            0.80745643 = queryWeight, product of:
              1.1699313 = boost
              7.1970778 = idf(docFreq=89, maxDocs=44218)
              0.09589645 = queryNorm
            2.698904 = fieldWeight in 3452, product of:
              1.0 = tf(freq=1.0), with freq of:
                1.0 = termFreq=1.0
              7.1970778 = idf(docFreq=89, maxDocs=44218)
              0.375 = fieldNorm(doc=3452)
    
  3. Huang, M.-H.; Huang, W.-T.; Chang, C.-C.; Chen, D. Z.; Lin, C.-P.: The greater scattering phenomenon beyond Bradford's law in patent citation (2014) 2.96
    2.9618793 = sum of:
      2.9618793 = sum of:
        0.9072651 = weight(author_txt:chen in 1352) [ClassicSimilarity], result of:
          0.9072651 = score(doc=1352,freq=1.0), product of:
            0.58992714 = queryWeight, product of:
              6.1517096 = idf(docFreq=255, maxDocs=44218)
              0.09589645 = queryNorm
            1.5379274 = fieldWeight in 1352, product of:
              1.0 = tf(freq=1.0), with freq of:
                1.0 = termFreq=1.0
              6.1517096 = idf(docFreq=255, maxDocs=44218)
              0.25 = fieldNorm(doc=1352)
        2.054614 = weight(author_txt:huang in 1352) [ClassicSimilarity], result of:
          2.054614 = score(doc=1352,freq=2.0), product of:
            0.80745643 = queryWeight, product of:
              1.1699313 = boost
              7.1970778 = idf(docFreq=89, maxDocs=44218)
              0.09589645 = queryNorm
            2.5445511 = fieldWeight in 1352, product of:
              1.4142135 = tf(freq=2.0), with freq of:
                2.0 = termFreq=2.0
              7.1970778 = idf(docFreq=89, maxDocs=44218)
              0.25 = fieldNorm(doc=1352)
    
  4. Chen, Z.; Huang, Y.; Tian, J.; Liu, X.; Fu, K.; Huang, T.: Joint model for subsentence-level sentiment analysis with Markov logic (2015) 2.96
    2.9618793 = sum of:
      2.9618793 = sum of:
        0.9072651 = weight(author_txt:chen in 2210) [ClassicSimilarity], result of:
          0.9072651 = score(doc=2210,freq=1.0), product of:
            0.58992714 = queryWeight, product of:
              6.1517096 = idf(docFreq=255, maxDocs=44218)
              0.09589645 = queryNorm
            1.5379274 = fieldWeight in 2210, product of:
              1.0 = tf(freq=1.0), with freq of:
                1.0 = termFreq=1.0
              6.1517096 = idf(docFreq=255, maxDocs=44218)
              0.25 = fieldNorm(doc=2210)
        2.054614 = weight(author_txt:huang in 2210) [ClassicSimilarity], result of:
          2.054614 = score(doc=2210,freq=2.0), product of:
            0.80745643 = queryWeight, product of:
              1.1699313 = boost
              7.1970778 = idf(docFreq=89, maxDocs=44218)
              0.09589645 = queryNorm
            2.5445511 = fieldWeight in 2210, product of:
              1.4142135 = tf(freq=2.0), with freq of:
                2.0 = termFreq=2.0
              7.1970778 = idf(docFreq=89, maxDocs=44218)
              0.25 = fieldNorm(doc=2210)
    
  5. Zheng, R.; Li, J.; Chen, H.; Huang, Z.: ¬A framework for authorship identification of online messages : writing-style features and classification techniques (2006) 2.95
    2.950121 = sum of:
      2.950121 = sum of:
        1.1340814 = weight(author_txt:chen in 5276) [ClassicSimilarity], result of:
          1.1340814 = score(doc=5276,freq=1.0), product of:
            0.58992714 = queryWeight, product of:
              6.1517096 = idf(docFreq=255, maxDocs=44218)
              0.09589645 = queryNorm
            1.9224093 = fieldWeight in 5276, product of:
              1.0 = tf(freq=1.0), with freq of:
                1.0 = termFreq=1.0
              6.1517096 = idf(docFreq=255, maxDocs=44218)
              0.3125 = fieldNorm(doc=5276)
        1.8160397 = weight(author_txt:huang in 5276) [ClassicSimilarity], result of:
          1.8160397 = score(doc=5276,freq=1.0), product of:
            0.80745643 = queryWeight, product of:
              1.1699313 = boost
              7.1970778 = idf(docFreq=89, maxDocs=44218)
              0.09589645 = queryNorm
            2.2490869 = fieldWeight in 5276, product of:
              1.0 = tf(freq=1.0), with freq of:
                1.0 = termFreq=1.0
              7.1970778 = idf(docFreq=89, maxDocs=44218)
              0.3125 = fieldNorm(doc=5276)
    

Similar documents (content)

  1. Ku, L.-W.; Chen, H.-H.: Mining opinions from the Web : beyond relevance retrieval (2007) 0.24
    0.23864368 = sum of:
      0.23864368 = product of:
        0.7457615 = sum of:
          0.07400701 = weight(abstract_txt:summarize in 605) [ClassicSimilarity], result of:
            0.07400701 = score(doc=605,freq=1.0), product of:
              0.15049253 = queryWeight, product of:
                7.8682456 = idf(docFreq=45, maxDocs=44218)
                0.019126568 = queryNorm
              0.49176535 = fieldWeight in 605, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                7.8682456 = idf(docFreq=45, maxDocs=44218)
                0.0625 = fieldNorm(doc=605)
          0.078021206 = weight(abstract_txt:nouns in 605) [ClassicSimilarity], result of:
            0.078021206 = score(doc=605,freq=1.0), product of:
              0.15588637 = queryWeight, product of:
                1.0177629 = boost
                8.008008 = idf(docFreq=39, maxDocs=44218)
                0.019126568 = queryNorm
              0.5005005 = fieldWeight in 605, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                8.008008 = idf(docFreq=39, maxDocs=44218)
                0.0625 = fieldNorm(doc=605)
          0.08472683 = weight(abstract_txt:verbs in 605) [ClassicSimilarity], result of:
            0.08472683 = score(doc=605,freq=1.0), product of:
              0.16469498 = queryWeight, product of:
                1.0461229 = boost
                8.231152 = idf(docFreq=31, maxDocs=44218)
                0.019126568 = queryNorm
              0.514447 = fieldWeight in 605, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                8.231152 = idf(docFreq=31, maxDocs=44218)
                0.0625 = fieldNorm(doc=605)
          0.04756174 = weight(abstract_txt:documents in 605) [ClassicSimilarity], result of:
            0.04756174 = score(doc=605,freq=5.0), product of:
              0.082576826 = queryWeight, product of:
                1.0475786 = boost
                4.1213026 = idf(docFreq=1949, maxDocs=44218)
                0.019126568 = queryNorm
              0.5759696 = fieldWeight in 605, product of:
                2.236068 = tf(freq=5.0), with freq of:
                  5.0 = termFreq=5.0
                4.1213026 = idf(docFreq=1949, maxDocs=44218)
                0.0625 = fieldNorm(doc=605)
          0.019246388 = weight(abstract_txt:from in 605) [ClassicSimilarity], result of:
            0.019246388 = score(doc=605,freq=4.0), product of:
              0.055708263 = queryWeight, product of:
                1.0538116 = boost
                2.7638826 = idf(docFreq=7577, maxDocs=44218)
                0.019126568 = queryNorm
              0.34548533 = fieldWeight in 605, product of:
                2.0 = tf(freq=4.0), with freq of:
                  4.0 = termFreq=4.0
                2.7638826 = idf(docFreq=7577, maxDocs=44218)
                0.0625 = fieldNorm(doc=605)
          0.09321644 = weight(abstract_txt:words in 605) [ClassicSimilarity], result of:
            0.09321644 = score(doc=605,freq=4.0), product of:
              0.13931078 = queryWeight, product of:
                1.3606608 = boost
                5.353007 = idf(docFreq=568, maxDocs=44218)
                0.019126568 = queryNorm
              0.66912585 = fieldWeight in 605, product of:
                2.0 = tf(freq=4.0), with freq of:
                  4.0 = termFreq=4.0
                5.353007 = idf(docFreq=568, maxDocs=44218)
                0.0625 = fieldNorm(doc=605)
          0.12847024 = weight(abstract_txt:news in 605) [ClassicSimilarity], result of:
            0.12847024 = score(doc=605,freq=1.0), product of:
              0.3450548 = queryWeight, product of:
                3.028423 = boost
                5.957094 = idf(docFreq=310, maxDocs=44218)
                0.019126568 = queryNorm
              0.3723184 = fieldWeight in 605, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                5.957094 = idf(docFreq=310, maxDocs=44218)
                0.0625 = fieldNorm(doc=605)
          0.22051166 = weight(abstract_txt:summarization in 605) [ClassicSimilarity], result of:
            0.22051166 = score(doc=605,freq=1.0), product of:
              0.4946607 = queryWeight, product of:
                3.6259868 = boost
                7.132539 = idf(docFreq=95, maxDocs=44218)
                0.019126568 = queryNorm
              0.44578367 = fieldWeight in 605, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                7.132539 = idf(docFreq=95, maxDocs=44218)
                0.0625 = fieldNorm(doc=605)
        0.32 = coord(8/25)
    
  2. Ou, S.; Khoo, C.S.G.; Goh, D.H.: Multi-document summarization of news articles using an event-based framework (2006) 0.19
    0.19325532 = sum of:
      0.19325532 = product of:
        0.8052305 = sum of:
          0.07400701 = weight(abstract_txt:summarize in 657) [ClassicSimilarity], result of:
            0.07400701 = score(doc=657,freq=1.0), product of:
              0.15049253 = queryWeight, product of:
                7.8682456 = idf(docFreq=45, maxDocs=44218)
                0.019126568 = queryNorm
              0.49176535 = fieldWeight in 657, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                7.8682456 = idf(docFreq=45, maxDocs=44218)
                0.0625 = fieldNorm(doc=657)
          0.009623194 = weight(abstract_txt:from in 657) [ClassicSimilarity], result of:
            0.009623194 = score(doc=657,freq=1.0), product of:
              0.055708263 = queryWeight, product of:
                1.0538116 = boost
                2.7638826 = idf(docFreq=7577, maxDocs=44218)
                0.019126568 = queryNorm
              0.17274266 = fieldWeight in 657, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                2.7638826 = idf(docFreq=7577, maxDocs=44218)
                0.0625 = fieldNorm(doc=657)
          0.0230743 = weight(abstract_txt:only in 657) [ClassicSimilarity], result of:
            0.0230743 = score(doc=657,freq=1.0), product of:
              0.08718238 = queryWeight, product of:
                1.0763955 = boost
                4.234672 = idf(docFreq=1740, maxDocs=44218)
                0.019126568 = queryNorm
              0.264667 = fieldWeight in 657, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                4.234672 = idf(docFreq=1740, maxDocs=44218)
                0.0625 = fieldNorm(doc=657)
          0.023306714 = weight(abstract_txt:system in 657) [ClassicSimilarity], result of:
            0.023306714 = score(doc=657,freq=1.0), product of:
              0.110579275 = queryWeight, product of:
                1.7143891 = boost
                3.3723085 = idf(docFreq=4123, maxDocs=44218)
                0.019126568 = queryNorm
              0.21076928 = fieldWeight in 657, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                3.3723085 = idf(docFreq=4123, maxDocs=44218)
                0.0625 = fieldNorm(doc=657)
          0.36336875 = weight(abstract_txt:news in 657) [ClassicSimilarity], result of:
            0.36336875 = score(doc=657,freq=8.0), product of:
              0.3450548 = queryWeight, product of:
                3.028423 = boost
                5.957094 = idf(docFreq=310, maxDocs=44218)
                0.019126568 = queryNorm
              1.0530754 = fieldWeight in 657, product of:
                2.828427 = tf(freq=8.0), with freq of:
                  8.0 = termFreq=8.0
                5.957094 = idf(docFreq=310, maxDocs=44218)
                0.0625 = fieldNorm(doc=657)
          0.31185058 = weight(abstract_txt:summarization in 657) [ClassicSimilarity], result of:
            0.31185058 = score(doc=657,freq=2.0), product of:
              0.4946607 = queryWeight, product of:
                3.6259868 = boost
                7.132539 = idf(docFreq=95, maxDocs=44218)
                0.019126568 = queryNorm
              0.6304333 = fieldWeight in 657, product of:
                1.4142135 = tf(freq=2.0), with freq of:
                  2.0 = termFreq=2.0
                7.132539 = idf(docFreq=95, maxDocs=44218)
                0.0625 = fieldNorm(doc=657)
        0.24 = coord(6/25)
    
  3. Hansen, K.A.: Local breaking news : sources, technology, and new routines (1994) 0.19
    0.18606292 = sum of:
      0.18606292 = product of:
        0.9303146 = sum of:
          0.05490638 = weight(abstract_txt:identify in 1610) [ClassicSimilarity], result of:
            0.05490638 = score(doc=1610,freq=1.0), product of:
              0.118585266 = queryWeight, product of:
                1.2553732 = boost
                4.9387927 = idf(docFreq=860, maxDocs=44218)
                0.019126568 = queryNorm
              0.4630118 = fieldWeight in 1610, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                4.9387927 = idf(docFreq=860, maxDocs=44218)
                0.09375 = fieldNorm(doc=1610)
          0.3835935 = weight(abstract_txt:reporters in 1610) [ClassicSimilarity], result of:
            0.3835935 = score(doc=1610,freq=3.0), product of:
              0.23849499 = queryWeight, product of:
                1.2588737 = boost
                9.905128 = idf(docFreq=5, maxDocs=44218)
                0.019126568 = queryNorm
              1.6083922 = fieldWeight in 1610, product of:
                1.7320508 = tf(freq=3.0), with freq of:
                  3.0 = termFreq=3.0
                9.905128 = idf(docFreq=5, maxDocs=44218)
                0.09375 = fieldNorm(doc=1610)
          0.12659465 = weight(abstract_txt:sources in 1610) [ClassicSimilarity], result of:
            0.12659465 = score(doc=1610,freq=3.0), product of:
              0.16426654 = queryWeight, product of:
                1.8095796 = boost
                4.7460723 = idf(docFreq=1043, maxDocs=44218)
                0.019126568 = queryNorm
              0.77066606 = fieldWeight in 1610, product of:
                1.7320508 = tf(freq=3.0), with freq of:
                  3.0 = termFreq=3.0
                4.7460723 = idf(docFreq=1043, maxDocs=44218)
                0.09375 = fieldNorm(doc=1610)
          0.09269351 = weight(abstract_txt:multiple in 1610) [ClassicSimilarity], result of:
            0.09269351 = score(doc=1610,freq=1.0), product of:
              0.19246222 = queryWeight, product of:
                1.958736 = boost
                5.137272 = idf(docFreq=705, maxDocs=44218)
                0.019126568 = queryNorm
              0.48161924 = fieldWeight in 1610, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                5.137272 = idf(docFreq=705, maxDocs=44218)
                0.09375 = fieldNorm(doc=1610)
          0.27252656 = weight(abstract_txt:news in 1610) [ClassicSimilarity], result of:
            0.27252656 = score(doc=1610,freq=2.0), product of:
              0.3450548 = queryWeight, product of:
                3.028423 = boost
                5.957094 = idf(docFreq=310, maxDocs=44218)
                0.019126568 = queryNorm
              0.7898066 = fieldWeight in 1610, product of:
                1.4142135 = tf(freq=2.0), with freq of:
                  2.0 = termFreq=2.0
                5.957094 = idf(docFreq=310, maxDocs=44218)
                0.09375 = fieldNorm(doc=1610)
        0.2 = coord(5/25)
    
  4. Pons-Porrata, A.; Berlanga-Llavori, R.; Ruiz-Shulcloper, J.: Topic discovery based on text mining techniques (2007) 0.16
    0.16293131 = sum of:
      0.16293131 = product of:
        0.67888045 = sum of:
          0.037600853 = weight(abstract_txt:documents in 916) [ClassicSimilarity], result of:
            0.037600853 = score(doc=916,freq=2.0), product of:
              0.082576826 = queryWeight, product of:
                1.0475786 = boost
                4.1213026 = idf(docFreq=1949, maxDocs=44218)
                0.019126568 = queryNorm
              0.4553439 = fieldWeight in 916, product of:
                1.4142135 = tf(freq=2.0), with freq of:
                  2.0 = termFreq=2.0
                4.1213026 = idf(docFreq=1949, maxDocs=44218)
                0.078125 = fieldNorm(doc=916)
          0.020834826 = weight(abstract_txt:from in 916) [ClassicSimilarity], result of:
            0.020834826 = score(doc=916,freq=3.0), product of:
              0.055708263 = queryWeight, product of:
                1.0538116 = boost
                2.7638826 = idf(docFreq=7577, maxDocs=44218)
                0.019126568 = queryNorm
              0.37399885 = fieldWeight in 916, product of:
                1.7320508 = tf(freq=3.0), with freq of:
                  3.0 = termFreq=3.0
                2.7638826 = idf(docFreq=7577, maxDocs=44218)
                0.078125 = fieldNorm(doc=916)
          0.028842876 = weight(abstract_txt:only in 916) [ClassicSimilarity], result of:
            0.028842876 = score(doc=916,freq=1.0), product of:
              0.08718238 = queryWeight, product of:
                1.0763955 = boost
                4.234672 = idf(docFreq=1740, maxDocs=44218)
                0.019126568 = queryNorm
              0.33083376 = fieldWeight in 916, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                4.234672 = idf(docFreq=1740, maxDocs=44218)
                0.078125 = fieldNorm(doc=916)
          0.041200843 = weight(abstract_txt:system in 916) [ClassicSimilarity], result of:
            0.041200843 = score(doc=916,freq=2.0), product of:
              0.110579275 = queryWeight, product of:
                1.7143891 = boost
                3.3723085 = idf(docFreq=4123, maxDocs=44218)
                0.019126568 = queryNorm
              0.372591 = fieldWeight in 916, product of:
                1.4142135 = tf(freq=2.0), with freq of:
                  2.0 = termFreq=2.0
                3.3723085 = idf(docFreq=4123, maxDocs=44218)
                0.078125 = fieldNorm(doc=916)
          0.16058782 = weight(abstract_txt:news in 916) [ClassicSimilarity], result of:
            0.16058782 = score(doc=916,freq=1.0), product of:
              0.3450548 = queryWeight, product of:
                3.028423 = boost
                5.957094 = idf(docFreq=310, maxDocs=44218)
                0.019126568 = queryNorm
              0.46539798 = fieldWeight in 916, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                5.957094 = idf(docFreq=310, maxDocs=44218)
                0.078125 = fieldNorm(doc=916)
          0.38981324 = weight(abstract_txt:summarization in 916) [ClassicSimilarity], result of:
            0.38981324 = score(doc=916,freq=2.0), product of:
              0.4946607 = queryWeight, product of:
                3.6259868 = boost
                7.132539 = idf(docFreq=95, maxDocs=44218)
                0.019126568 = queryNorm
              0.78804165 = fieldWeight in 916, product of:
                1.4142135 = tf(freq=2.0), with freq of:
                  2.0 = termFreq=2.0
                7.132539 = idf(docFreq=95, maxDocs=44218)
                0.078125 = fieldNorm(doc=916)
        0.24 = coord(6/25)
    
  5. Kar, M.; Nunes, S.; Ribeiro, C.: Summarization of changes in dynamic text collections using Latent Dirichlet Allocation model (2015) 0.15
    0.14522234 = sum of:
      0.14522234 = product of:
        0.5186512 = sum of:
          0.031905383 = weight(abstract_txt:documents in 2676) [ClassicSimilarity], result of:
            0.031905383 = score(doc=2676,freq=4.0), product of:
              0.082576826 = queryWeight, product of:
                1.0475786 = boost
                4.1213026 = idf(docFreq=1949, maxDocs=44218)
                0.019126568 = queryNorm
              0.38637212 = fieldWeight in 2676, product of:
                2.0 = tf(freq=4.0), with freq of:
                  4.0 = termFreq=4.0
                4.1213026 = idf(docFreq=1949, maxDocs=44218)
                0.046875 = fieldNorm(doc=2676)
          0.012500895 = weight(abstract_txt:from in 2676) [ClassicSimilarity], result of:
            0.012500895 = score(doc=2676,freq=3.0), product of:
              0.055708263 = queryWeight, product of:
                1.0538116 = boost
                2.7638826 = idf(docFreq=7577, maxDocs=44218)
                0.019126568 = queryNorm
              0.2243993 = fieldWeight in 2676, product of:
                1.7320508 = tf(freq=3.0), with freq of:
                  3.0 = termFreq=3.0
                2.7638826 = idf(docFreq=7577, maxDocs=44218)
                0.046875 = fieldNorm(doc=2676)
          0.017305724 = weight(abstract_txt:only in 2676) [ClassicSimilarity], result of:
            0.017305724 = score(doc=2676,freq=1.0), product of:
              0.08718238 = queryWeight, product of:
                1.0763955 = boost
                4.234672 = idf(docFreq=1740, maxDocs=44218)
                0.019126568 = queryNorm
              0.19850025 = fieldWeight in 2676, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                4.234672 = idf(docFreq=1740, maxDocs=44218)
                0.046875 = fieldNorm(doc=2676)
          0.02745319 = weight(abstract_txt:identify in 2676) [ClassicSimilarity], result of:
            0.02745319 = score(doc=2676,freq=1.0), product of:
              0.118585266 = queryWeight, product of:
                1.2553732 = boost
                4.9387927 = idf(docFreq=860, maxDocs=44218)
                0.019126568 = queryNorm
              0.2315059 = fieldWeight in 2676, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                4.9387927 = idf(docFreq=860, maxDocs=44218)
                0.046875 = fieldNorm(doc=2676)
          0.03495617 = weight(abstract_txt:words in 2676) [ClassicSimilarity], result of:
            0.03495617 = score(doc=2676,freq=1.0), product of:
              0.13931078 = queryWeight, product of:
                1.3606608 = boost
                5.353007 = idf(docFreq=568, maxDocs=44218)
                0.019126568 = queryNorm
              0.2509222 = fieldWeight in 2676, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                5.353007 = idf(docFreq=568, maxDocs=44218)
                0.046875 = fieldNorm(doc=2676)
          0.024720503 = weight(abstract_txt:system in 2676) [ClassicSimilarity], result of:
            0.024720503 = score(doc=2676,freq=2.0), product of:
              0.110579275 = queryWeight, product of:
                1.7143891 = boost
                3.3723085 = idf(docFreq=4123, maxDocs=44218)
                0.019126568 = queryNorm
              0.22355458 = fieldWeight in 2676, product of:
                1.4142135 = tf(freq=2.0), with freq of:
                  2.0 = termFreq=2.0
                3.3723085 = idf(docFreq=4123, maxDocs=44218)
                0.046875 = fieldNorm(doc=2676)
          0.36980933 = weight(abstract_txt:summarization in 2676) [ClassicSimilarity], result of:
            0.36980933 = score(doc=2676,freq=5.0), product of:
              0.4946607 = queryWeight, product of:
                3.6259868 = boost
                7.132539 = idf(docFreq=95, maxDocs=44218)
                0.019126568 = queryNorm
              0.747602 = fieldWeight in 2676, product of:
                2.236068 = tf(freq=5.0), with freq of:
                  5.0 = termFreq=5.0
                7.132539 = idf(docFreq=95, maxDocs=44218)
                0.046875 = fieldNorm(doc=2676)
        0.28 = coord(7/25)