Document (#38062)

Author

Chowdhury, A.
Mccabe, M.C.

Title

Improving information retrieval systems using part of speech tagging

Source

http://citeseerx.ist.psu.edu/viewdoc/summary?doi=10.1.1.39.5178

Year

1993

Abstract

The object of Information Retrieval is to retrieve all relevant documents for a user query and only those relevant documents. Much research has focused on achieving this objective with little regard for storage overhead or performance. In the paper we evaluate the use of Part of Speech Tagging to improve, the index storage overhead and general speed of the system with only a minimal reduction to precision recall measurements. We tagged 500Mbs of the Los Angeles Times 1990 and 1989 document collection provided by TREC for parts of speech. We then experimented to find the most relevant part of speech to index. We show that 90% of precision recall is achieved with 40% of the document collections terms. We also show that this is a improvement in overhead with only a 1% reduction in precision recall.

Theme

Computerlinguistik

Object

POS-Tagging

Similar documents (author)

1. Chowdhury, G.G.; Chowdhury, S.: ¬An overview of the information retrieval features of twenty digital libraries (2000) 5.65

   5.648295 = sum of:
     5.648295 = weight(author_txt:chowdhury in 518) [ClassicSimilarity], result of:
       5.648295 = fieldWeight in 518, product of:
         1.4142135 = tf(freq=2.0), with freq of:
           2.0 = termFreq=2.0
         7.9878955 = idf(docFreq=40, maxDocs=44421)
         0.5 = fieldNorm(doc=518)
   

2. Chowdhury, S.; Chowdhury, G.G.: Text retrieval system : an overview (1992) 5.65

   5.648295 = sum of:
     5.648295 = weight(author_txt:chowdhury in 6507) [ClassicSimilarity], result of:
       5.648295 = fieldWeight in 6507, product of:
         1.4142135 = tf(freq=2.0), with freq of:
           2.0 = termFreq=2.0
         7.9878955 = idf(docFreq=40, maxDocs=44421)
         0.5 = fieldNorm(doc=6507)
   

3. Chowdhury, S.; Chowdhury, G.G.: Development of library management system using Micro-CDS/ISIS (1992) 5.65

   5.648295 = sum of:
     5.648295 = weight(author_txt:chowdhury in 440) [ClassicSimilarity], result of:
       5.648295 = fieldWeight in 440, product of:
         1.4142135 = tf(freq=2.0), with freq of:
           2.0 = termFreq=2.0
         7.9878955 = idf(docFreq=40, maxDocs=44421)
         0.5 = fieldNorm(doc=440)
   

4. Chowdhury, G.G.; Chowdhury, S.: Text retrieval and library management software in India (1994) 5.65

   5.648295 = sum of:
     5.648295 = weight(author_txt:chowdhury in 2542) [ClassicSimilarity], result of:
       5.648295 = fieldWeight in 2542, product of:
         1.4142135 = tf(freq=2.0), with freq of:
           2.0 = termFreq=2.0
         7.9878955 = idf(docFreq=40, maxDocs=44421)
         0.5 = fieldNorm(doc=2542)
   

5. Chowdhury, S.; Chowdhury, G.G.: Using DDC to create a visual knowledge map as an aid to online information retrieval (2004) 5.65

   5.648295 = sum of:
     5.648295 = weight(author_txt:chowdhury in 3643) [ClassicSimilarity], result of:
       5.648295 = fieldWeight in 3643, product of:
         1.4142135 = tf(freq=2.0), with freq of:
           2.0 = termFreq=2.0
         7.9878955 = idf(docFreq=40, maxDocs=44421)
         0.5 = fieldNorm(doc=3643)
   

Similar documents (content)

1. Liu, G.Z.: Semantic vector space model : implementation and evaluation (1997) 0.25

   0.25247723 = sum of:
     0.25247723 = product of:
       0.7013256 = sum of:
         0.084510155 = weight(abstract_txt:tagged in 1161) [ClassicSimilarity], result of:
           0.084510155 = score(doc=1161,freq=1.0), product of:
             0.14124723 = queryWeight, product of:
               1.1622186 = boost
               7.6584163 = idf(docFreq=56, maxDocs=44421)
               0.015869131 = queryNorm
             0.59831375 = fieldWeight in 1161, product of:
               1.0 = tf(freq=1.0), with freq of:
                 1.0 = termFreq=1.0
               7.6584163 = idf(docFreq=56, maxDocs=44421)
               0.078125 = fieldNorm(doc=1161)
         0.03730601 = weight(abstract_txt:documents in 1161) [ClassicSimilarity], result of:
           0.03730601 = score(doc=1161,freq=2.0), product of:
             0.08188918 = queryWeight, product of:
               1.2514863 = boost
               4.123322 = idf(docFreq=1954, maxDocs=44421)
               0.015869131 = queryNorm
             0.455567 = fieldWeight in 1161, product of:
               1.4142135 = tf(freq=2.0), with freq of:
                 2.0 = termFreq=2.0
               4.123322 = idf(docFreq=1954, maxDocs=44421)
               0.078125 = fieldNorm(doc=1161)
         0.0297957 = weight(abstract_txt:document in 1161) [ClassicSimilarity], result of:
           0.0297957 = score(doc=1161,freq=1.0), product of:
             0.08881501 = queryWeight, product of:
               1.303335 = boost
               4.29415 = idf(docFreq=1647, maxDocs=44421)
               0.015869131 = queryNorm
             0.33548045 = fieldWeight in 1161, product of:
               1.0 = tf(freq=1.0), with freq of:
                 1.0 = termFreq=1.0
               4.29415 = idf(docFreq=1647, maxDocs=44421)
               0.078125 = fieldNorm(doc=1161)
         0.032075588 = weight(abstract_txt:show in 1161) [ClassicSimilarity], result of:
           0.032075588 = score(doc=1161,freq=1.0), product of:
             0.09328971 = queryWeight, product of:
               1.3357639 = boost
               4.400995 = idf(docFreq=1480, maxDocs=44421)
               0.015869131 = queryNorm
             0.34382772 = fieldWeight in 1161, product of:
               1.0 = tf(freq=1.0), with freq of:
                 1.0 = termFreq=1.0
               4.400995 = idf(docFreq=1480, maxDocs=44421)
               0.078125 = fieldNorm(doc=1161)
         0.016552886 = weight(abstract_txt:with in 1161) [ClassicSimilarity], result of:
           0.016552886 = score(doc=1161,freq=2.0), product of:
             0.06002053 = queryWeight, product of:
               1.5152272 = boost
               2.4961398 = idf(docFreq=9949, maxDocs=44421)
               0.015869131 = queryNorm
             0.2757871 = fieldWeight in 1161, product of:
               1.4142135 = tf(freq=2.0), with freq of:
                 2.0 = termFreq=2.0
               2.4961398 = idf(docFreq=9949, maxDocs=44421)
               0.078125 = fieldNorm(doc=1161)
         0.05426262 = weight(abstract_txt:part in 1161) [ClassicSimilarity], result of:
           0.05426262 = score(doc=1161,freq=1.0), product of:
             0.15161711 = queryWeight, product of:
               2.0856075 = boost
               4.581023 = idf(docFreq=1236, maxDocs=44421)
               0.015869131 = queryNorm
             0.35789245 = fieldWeight in 1161, product of:
               1.0 = tf(freq=1.0), with freq of:
                 1.0 = termFreq=1.0
               4.581023 = idf(docFreq=1236, maxDocs=44421)
               0.078125 = fieldNorm(doc=1161)
         0.095117815 = weight(abstract_txt:precision in 1161) [ClassicSimilarity], result of:
           0.095117815 = score(doc=1161,freq=1.0), product of:
             0.22042236 = queryWeight, product of:
               2.5147007 = boost
               5.5235233 = idf(docFreq=481, maxDocs=44421)
               0.015869131 = queryNorm
             0.43152526 = fieldWeight in 1161, product of:
               1.0 = tf(freq=1.0), with freq of:
                 1.0 = termFreq=1.0
               5.5235233 = idf(docFreq=481, maxDocs=44421)
               0.078125 = fieldNorm(doc=1161)
         0.107350424 = weight(abstract_txt:recall in 1161) [ClassicSimilarity], result of:
           0.107350424 = score(doc=1161,freq=1.0), product of:
             0.23893711 = queryWeight, product of:
               2.6181848 = boost
               5.750825 = idf(docFreq=383, maxDocs=44421)
               0.015869131 = queryNorm
             0.44928318 = fieldWeight in 1161, product of:
               1.0 = tf(freq=1.0), with freq of:
                 1.0 = termFreq=1.0
               5.750825 = idf(docFreq=383, maxDocs=44421)
               0.078125 = fieldNorm(doc=1161)
         0.24435441 = weight(abstract_txt:speech in 1161) [ClassicSimilarity], result of:
           0.24435441 = score(doc=1161,freq=1.0), product of:
             0.4550657 = queryWeight, product of:
               4.172198 = boost
               6.8731537 = idf(docFreq=124, maxDocs=44421)
               0.015869131 = queryNorm
             0.53696513 = fieldWeight in 1161, product of:
               1.0 = tf(freq=1.0), with freq of:
                 1.0 = termFreq=1.0
               6.8731537 = idf(docFreq=124, maxDocs=44421)
               0.078125 = fieldNorm(doc=1161)
       0.36 = coord(9/25)
   

2. Sparck Jones, K.; Jones, G.J.F.; Foote, J.T.; Young, S.J.: Experiments in spoken document retrieval (1996) 0.20

   0.19883503 = sum of:
     0.19883503 = product of:
       0.7101251 = sum of:
         0.042424332 = weight(abstract_txt:retrieval in 2951) [ClassicSimilarity], result of:
           0.042424332 = score(doc=2951,freq=5.0), product of:
             0.05821253 = queryWeight, product of:
               1.0551667 = boost
               3.4765 = idf(docFreq=3732, maxDocs=44421)
               0.015869131 = queryNorm
             0.7287835 = fieldWeight in 2951, product of:
               2.236068 = tf(freq=5.0), with freq of:
                 5.0 = termFreq=5.0
               3.4765 = idf(docFreq=3732, maxDocs=44421)
               0.09375 = fieldNorm(doc=2951)
         0.044767216 = weight(abstract_txt:documents in 2951) [ClassicSimilarity], result of:
           0.044767216 = score(doc=2951,freq=2.0), product of:
             0.08188918 = queryWeight, product of:
               1.2514863 = boost
               4.123322 = idf(docFreq=1954, maxDocs=44421)
               0.015869131 = queryNorm
             0.54668045 = fieldWeight in 2951, product of:
               1.4142135 = tf(freq=2.0), with freq of:
                 2.0 = termFreq=2.0
               4.123322 = idf(docFreq=1954, maxDocs=44421)
               0.09375 = fieldNorm(doc=2951)
         0.03575484 = weight(abstract_txt:document in 2951) [ClassicSimilarity], result of:
           0.03575484 = score(doc=2951,freq=1.0), product of:
             0.08881501 = queryWeight, product of:
               1.303335 = boost
               4.29415 = idf(docFreq=1647, maxDocs=44421)
               0.015869131 = queryNorm
             0.40257657 = fieldWeight in 2951, product of:
               1.0 = tf(freq=1.0), with freq of:
                 1.0 = termFreq=1.0
               4.29415 = idf(docFreq=1647, maxDocs=44421)
               0.09375 = fieldNorm(doc=2951)
         0.038490705 = weight(abstract_txt:show in 2951) [ClassicSimilarity], result of:
           0.038490705 = score(doc=2951,freq=1.0), product of:
             0.09328971 = queryWeight, product of:
               1.3357639 = boost
               4.400995 = idf(docFreq=1480, maxDocs=44421)
               0.015869131 = queryNorm
             0.41259325 = fieldWeight in 2951, product of:
               1.0 = tf(freq=1.0), with freq of:
                 1.0 = termFreq=1.0
               4.400995 = idf(docFreq=1480, maxDocs=44421)
               0.09375 = fieldNorm(doc=2951)
         0.019863462 = weight(abstract_txt:with in 2951) [ClassicSimilarity], result of:
           0.019863462 = score(doc=2951,freq=2.0), product of:
             0.06002053 = queryWeight, product of:
               1.5152272 = boost
               2.4961398 = idf(docFreq=9949, maxDocs=44421)
               0.015869131 = queryNorm
             0.33094448 = fieldWeight in 2951, product of:
               1.4142135 = tf(freq=2.0), with freq of:
                 2.0 = termFreq=2.0
               2.4961398 = idf(docFreq=9949, maxDocs=44421)
               0.09375 = fieldNorm(doc=2951)
         0.114141375 = weight(abstract_txt:precision in 2951) [ClassicSimilarity], result of:
           0.114141375 = score(doc=2951,freq=1.0), product of:
             0.22042236 = queryWeight, product of:
               2.5147007 = boost
               5.5235233 = idf(docFreq=481, maxDocs=44421)
               0.015869131 = queryNorm
             0.5178303 = fieldWeight in 2951, product of:
               1.0 = tf(freq=1.0), with freq of:
                 1.0 = termFreq=1.0
               5.5235233 = idf(docFreq=481, maxDocs=44421)
               0.09375 = fieldNorm(doc=2951)
         0.41468316 = weight(abstract_txt:speech in 2951) [ClassicSimilarity], result of:
           0.41468316 = score(doc=2951,freq=2.0), product of:
             0.4550657 = queryWeight, product of:
               4.172198 = boost
               6.8731537 = idf(docFreq=124, maxDocs=44421)
               0.015869131 = queryNorm
             0.91126 = fieldWeight in 2951, product of:
               1.4142135 = tf(freq=2.0), with freq of:
                 2.0 = termFreq=2.0
               6.8731537 = idf(docFreq=124, maxDocs=44421)
               0.09375 = fieldNorm(doc=2951)
       0.28 = coord(7/25)
   

3. Vilares, J.; Alonso, M.A.; Vilares, M.: Extraction of complex index terms in non-English IR : a shallow parsing based approach (2008) 0.19

   0.18805905 = sum of:
     0.18805905 = product of:
       0.5876845 = sum of:
         0.012648491 = weight(abstract_txt:retrieval in 3107) [ClassicSimilarity], result of:
           0.012648491 = score(doc=3107,freq=1.0), product of:
             0.05821253 = queryWeight, product of:
               1.0551667 = boost
               3.4765 = idf(docFreq=3732, maxDocs=44421)
               0.015869131 = queryNorm
             0.21728125 = fieldWeight in 3107, product of:
               1.0 = tf(freq=1.0), with freq of:
                 1.0 = termFreq=1.0
               3.4765 = idf(docFreq=3732, maxDocs=44421)
               0.0625 = fieldNorm(doc=3107)
         0.02984481 = weight(abstract_txt:documents in 3107) [ClassicSimilarity], result of:
           0.02984481 = score(doc=3107,freq=2.0), product of:
             0.08188918 = queryWeight, product of:
               1.2514863 = boost
               4.123322 = idf(docFreq=1954, maxDocs=44421)
               0.015869131 = queryNorm
             0.3644536 = fieldWeight in 3107, product of:
               1.4142135 = tf(freq=2.0), with freq of:
                 2.0 = termFreq=2.0
               4.123322 = idf(docFreq=1954, maxDocs=44421)
               0.0625 = fieldNorm(doc=3107)
         0.02566047 = weight(abstract_txt:show in 3107) [ClassicSimilarity], result of:
           0.02566047 = score(doc=3107,freq=1.0), product of:
             0.09328971 = queryWeight, product of:
               1.3357639 = boost
               4.400995 = idf(docFreq=1480, maxDocs=44421)
               0.015869131 = queryNorm
             0.27506217 = fieldWeight in 3107, product of:
               1.0 = tf(freq=1.0), with freq of:
                 1.0 = termFreq=1.0
               4.400995 = idf(docFreq=1480, maxDocs=44421)
               0.0625 = fieldNorm(doc=3107)
         0.045616746 = weight(abstract_txt:index in 3107) [ClassicSimilarity], result of:
           0.045616746 = score(doc=3107,freq=2.0), product of:
             0.108658455 = queryWeight, product of:
               1.4415995 = boost
               4.7496953 = idf(docFreq=1044, maxDocs=44421)
               0.015869131 = queryNorm
             0.41981772 = fieldWeight in 3107, product of:
               1.4142135 = tf(freq=2.0), with freq of:
                 2.0 = termFreq=2.0
               4.7496953 = idf(docFreq=1044, maxDocs=44421)
               0.0625 = fieldNorm(doc=3107)
         0.013242309 = weight(abstract_txt:with in 3107) [ClassicSimilarity], result of:
           0.013242309 = score(doc=3107,freq=2.0), product of:
             0.06002053 = queryWeight, product of:
               1.5152272 = boost
               2.4961398 = idf(docFreq=9949, maxDocs=44421)
               0.015869131 = queryNorm
             0.22062966 = fieldWeight in 3107, product of:
               1.4142135 = tf(freq=2.0), with freq of:
                 2.0 = termFreq=2.0
               2.4961398 = idf(docFreq=9949, maxDocs=44421)
               0.0625 = fieldNorm(doc=3107)
         0.059979472 = weight(abstract_txt:storage in 3107) [ClassicSimilarity], result of:
           0.059979472 = score(doc=3107,freq=1.0), product of:
             0.16430815 = queryWeight, product of:
               1.7727292 = boost
               5.8406816 = idf(docFreq=350, maxDocs=44421)
               0.015869131 = queryNorm
             0.3650426 = fieldWeight in 3107, product of:
               1.0 = tf(freq=1.0), with freq of:
                 1.0 = termFreq=1.0
               5.8406816 = idf(docFreq=350, maxDocs=44421)
               0.0625 = fieldNorm(doc=3107)
         0.11243706 = weight(abstract_txt:reduction in 3107) [ClassicSimilarity], result of:
           0.11243706 = score(doc=3107,freq=1.0), product of:
             0.24980262 = queryWeight, product of:
               2.1858046 = boost
               7.201658 = idf(docFreq=89, maxDocs=44421)
               0.015869131 = queryNorm
             0.4501036 = fieldWeight in 3107, product of:
               1.0 = tf(freq=1.0), with freq of:
                 1.0 = termFreq=1.0
               7.201658 = idf(docFreq=89, maxDocs=44421)
               0.0625 = fieldNorm(doc=3107)
         0.28825513 = weight(abstract_txt:overhead in 3107) [ClassicSimilarity], result of:
           0.28825513 = score(doc=3107,freq=1.0), product of:
             0.5356393 = queryWeight, product of:
               3.920078 = boost
               8.610425 = idf(docFreq=21, maxDocs=44421)
               0.015869131 = queryNorm
             0.53815156 = fieldWeight in 3107, product of:
               1.0 = tf(freq=1.0), with freq of:
                 1.0 = termFreq=1.0
               8.610425 = idf(docFreq=21, maxDocs=44421)
               0.0625 = fieldNorm(doc=3107)
       0.32 = coord(8/25)
   

4. Atlam, E.-S.; Morita, K.; Fuketa, M.; Aoe, J.-i.: ¬A new approach for Arabic text classification using Arabic field-association terms (2011) 0.18

   0.17602184 = sum of:
     0.17602184 = product of:
       0.55006826 = sum of:
         0.021103466 = weight(abstract_txt:documents in 927) [ClassicSimilarity], result of:
           0.021103466 = score(doc=927,freq=1.0), product of:
             0.08188918 = queryWeight, product of:
               1.2514863 = boost
               4.123322 = idf(docFreq=1954, maxDocs=44421)
               0.015869131 = queryNorm
             0.25770763 = fieldWeight in 927, 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=927)
         0.02383656 = weight(abstract_txt:document in 927) [ClassicSimilarity], result of:
           0.02383656 = score(doc=927,freq=1.0), product of:
             0.08881501 = queryWeight, product of:
               1.303335 = boost
               4.29415 = idf(docFreq=1647, maxDocs=44421)
               0.015869131 = queryNorm
             0.26838437 = fieldWeight in 927, product of:
               1.0 = tf(freq=1.0), with freq of:
                 1.0 = termFreq=1.0
               4.29415 = idf(docFreq=1647, maxDocs=44421)
               0.0625 = fieldNorm(doc=927)
         0.009363727 = weight(abstract_txt:with in 927) [ClassicSimilarity], result of:
           0.009363727 = score(doc=927,freq=1.0), product of:
             0.06002053 = queryWeight, product of:
               1.5152272 = boost
               2.4961398 = idf(docFreq=9949, maxDocs=44421)
               0.015869131 = queryNorm
             0.15600874 = fieldWeight in 927, product of:
               1.0 = tf(freq=1.0), with freq of:
                 1.0 = termFreq=1.0
               2.4961398 = idf(docFreq=9949, maxDocs=44421)
               0.0625 = fieldNorm(doc=927)
         0.043410093 = weight(abstract_txt:part in 927) [ClassicSimilarity], result of:
           0.043410093 = score(doc=927,freq=1.0), product of:
             0.15161711 = queryWeight, product of:
               2.0856075 = boost
               4.581023 = idf(docFreq=1236, maxDocs=44421)
               0.015869131 = queryNorm
             0.28631395 = fieldWeight in 927, product of:
               1.0 = tf(freq=1.0), with freq of:
                 1.0 = termFreq=1.0
               4.581023 = idf(docFreq=1236, maxDocs=44421)
               0.0625 = fieldNorm(doc=927)
         0.06337697 = weight(abstract_txt:relevant in 927) [ClassicSimilarity], result of:
           0.06337697 = score(doc=927,freq=2.0), product of:
             0.15486933 = queryWeight, product of:
               2.1078572 = boost
               4.6298943 = idf(docFreq=1177, maxDocs=44421)
               0.015869131 = queryNorm
             0.40922868 = fieldWeight in 927, product of:
               1.4142135 = tf(freq=2.0), with freq of:
                 2.0 = termFreq=2.0
               4.6298943 = idf(docFreq=1177, maxDocs=44421)
               0.0625 = fieldNorm(doc=927)
         0.10761352 = weight(abstract_txt:precision in 927) [ClassicSimilarity], result of:
           0.10761352 = score(doc=927,freq=2.0), product of:
             0.22042236 = queryWeight, product of:
               2.5147007 = boost
               5.5235233 = idf(docFreq=481, maxDocs=44421)
               0.015869131 = queryNorm
             0.4882151 = fieldWeight in 927, product of:
               1.4142135 = tf(freq=2.0), with freq of:
                 2.0 = termFreq=2.0
               5.5235233 = idf(docFreq=481, maxDocs=44421)
               0.0625 = fieldNorm(doc=927)
         0.08588035 = weight(abstract_txt:recall in 927) [ClassicSimilarity], result of:
           0.08588035 = score(doc=927,freq=1.0), product of:
             0.23893711 = queryWeight, product of:
               2.6181848 = boost
               5.750825 = idf(docFreq=383, maxDocs=44421)
               0.015869131 = queryNorm
             0.35942656 = fieldWeight in 927, product of:
               1.0 = tf(freq=1.0), with freq of:
                 1.0 = termFreq=1.0
               5.750825 = idf(docFreq=383, maxDocs=44421)
               0.0625 = fieldNorm(doc=927)
         0.19548354 = weight(abstract_txt:speech in 927) [ClassicSimilarity], result of:
           0.19548354 = score(doc=927,freq=1.0), product of:
             0.4550657 = queryWeight, product of:
               4.172198 = boost
               6.8731537 = idf(docFreq=124, maxDocs=44421)
               0.015869131 = queryNorm
             0.4295721 = fieldWeight in 927, product of:
               1.0 = tf(freq=1.0), with freq of:
                 1.0 = termFreq=1.0
               6.8731537 = idf(docFreq=124, maxDocs=44421)
               0.0625 = fieldNorm(doc=927)
       0.32 = coord(8/25)
   

5. Crouch, C.J.; Crouch, D.B.; Chen, Q.; Holtz, S.J.: Improving the retrieval effectiveness of very short queries (2002) 0.16

   0.16474696 = sum of:
     0.16474696 = product of:
       0.4576304 = sum of:
         0.0641429 = weight(abstract_txt:trec in 3572) [ClassicSimilarity], result of:
           0.0641429 = score(doc=3572,freq=2.0), product of:
             0.10824381 = queryWeight, product of:
               1.0174179 = boost
               6.704255 = idf(docFreq=147, maxDocs=44421)
               0.015869131 = queryNorm
             0.592578 = fieldWeight in 3572, product of:
               1.4142135 = tf(freq=2.0), with freq of:
                 2.0 = termFreq=2.0
               6.704255 = idf(docFreq=147, maxDocs=44421)
               0.0625 = fieldNorm(doc=3572)
         0.012648491 = weight(abstract_txt:retrieval in 3572) [ClassicSimilarity], result of:
           0.012648491 = score(doc=3572,freq=1.0), product of:
             0.05821253 = queryWeight, product of:
               1.0551667 = boost
               3.4765 = idf(docFreq=3732, maxDocs=44421)
               0.015869131 = queryNorm
             0.21728125 = fieldWeight in 3572, product of:
               1.0 = tf(freq=1.0), with freq of:
                 1.0 = termFreq=1.0
               3.4765 = idf(docFreq=3732, maxDocs=44421)
               0.0625 = fieldNorm(doc=3572)
         0.04220693 = weight(abstract_txt:documents in 3572) [ClassicSimilarity], result of:
           0.04220693 = score(doc=3572,freq=4.0), product of:
             0.08188918 = queryWeight, product of:
               1.2514863 = boost
               4.123322 = idf(docFreq=1954, maxDocs=44421)
               0.015869131 = queryNorm
             0.51541525 = fieldWeight in 3572, 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=3572)
         0.02383656 = weight(abstract_txt:document in 3572) [ClassicSimilarity], result of:
           0.02383656 = score(doc=3572,freq=1.0), product of:
             0.08881501 = queryWeight, product of:
               1.303335 = boost
               4.29415 = idf(docFreq=1647, maxDocs=44421)
               0.015869131 = queryNorm
             0.26838437 = fieldWeight in 3572, product of:
               1.0 = tf(freq=1.0), with freq of:
                 1.0 = termFreq=1.0
               4.29415 = idf(docFreq=1647, maxDocs=44421)
               0.0625 = fieldNorm(doc=3572)
         0.009363727 = weight(abstract_txt:with in 3572) [ClassicSimilarity], result of:
           0.009363727 = score(doc=3572,freq=1.0), product of:
             0.06002053 = queryWeight, product of:
               1.5152272 = boost
               2.4961398 = idf(docFreq=9949, maxDocs=44421)
               0.015869131 = queryNorm
             0.15600874 = fieldWeight in 3572, product of:
               1.0 = tf(freq=1.0), with freq of:
                 1.0 = termFreq=1.0
               2.4961398 = idf(docFreq=9949, maxDocs=44421)
               0.0625 = fieldNorm(doc=3572)
         0.034317322 = weight(abstract_txt:only in 3572) [ClassicSimilarity], result of:
           0.034317322 = score(doc=3572,freq=1.0), product of:
             0.12962736 = queryWeight, product of:
               1.9284431 = boost
               4.235812 = idf(docFreq=1746, maxDocs=44421)
               0.015869131 = queryNorm
             0.26473826 = fieldWeight in 3572, product of:
               1.0 = tf(freq=1.0), with freq of:
                 1.0 = termFreq=1.0
               4.235812 = idf(docFreq=1746, maxDocs=44421)
               0.0625 = fieldNorm(doc=3572)
         0.077620625 = weight(abstract_txt:relevant in 3572) [ClassicSimilarity], result of:
           0.077620625 = score(doc=3572,freq=3.0), product of:
             0.15486933 = queryWeight, product of:
               2.1078572 = boost
               4.6298943 = idf(docFreq=1177, maxDocs=44421)
               0.015869131 = queryNorm
             0.50120074 = fieldWeight in 3572, product of:
               1.7320508 = tf(freq=3.0), with freq of:
                 3.0 = termFreq=3.0
               4.6298943 = idf(docFreq=1177, maxDocs=44421)
               0.0625 = fieldNorm(doc=3572)
         0.10761352 = weight(abstract_txt:precision in 3572) [ClassicSimilarity], result of:
           0.10761352 = score(doc=3572,freq=2.0), product of:
             0.22042236 = queryWeight, product of:
               2.5147007 = boost
               5.5235233 = idf(docFreq=481, maxDocs=44421)
               0.015869131 = queryNorm
             0.4882151 = fieldWeight in 3572, product of:
               1.4142135 = tf(freq=2.0), with freq of:
                 2.0 = termFreq=2.0
               5.5235233 = idf(docFreq=481, maxDocs=44421)
               0.0625 = fieldNorm(doc=3572)
         0.08588035 = weight(abstract_txt:recall in 3572) [ClassicSimilarity], result of:
           0.08588035 = score(doc=3572,freq=1.0), product of:
             0.23893711 = queryWeight, product of:
               2.6181848 = boost
               5.750825 = idf(docFreq=383, maxDocs=44421)
               0.015869131 = queryNorm
             0.35942656 = fieldWeight in 3572, product of:
               1.0 = tf(freq=1.0), with freq of:
                 1.0 = termFreq=1.0
               5.750825 = idf(docFreq=383, maxDocs=44421)
               0.0625 = fieldNorm(doc=3572)
       0.36 = coord(9/25)