Document (#33317)

Author

Rishel, T.
Perkins, L.A.
Yenduri, S.
Zand, F.

Title

Determining the context of text using augmented latent semantic indexing

Source

Journal of the American Society for Information Science and Technology. 58(2007) no.14, S.2197-2204

Year

2007

Abstract

Latent semantic analysis has been used for several years to improve the performance of document library searches. We show that latent semantic analysis, augmented with a Part-of-Speech Tagger, may be an effective algorithm for classifying a textual document as well. Using Brille's Part-of-Speech Tagger, we truncate the singular value decomposition used in latent semantic analysis to reduce the size of the word-frequency matrix. This method is then tested on a toy problem, and has shown to increase search accuracy. We then relate these results to natural language processing and show that latent semantic analysis can be combined with context free grammars to infer semantic meaning from natural language. English is the natural language currently being used.

Object

Latent semantic indexing

Similar documents (author)

1. Perkins, J.T.: ¬The first mile down Internet I : development, training, and reference issues in the use of an X Windows interface for Internet access (1994) 6.10

   6.0972233 = sum of:
     6.0972233 = weight(author_txt:perkins in 229) [ClassicSimilarity], result of:
       6.0972233 = fieldWeight in 229, product of:
         1.0 = tf(freq=1.0), with freq of:
           1.0 = termFreq=1.0
         9.755557 = idf(docFreq=6, maxDocs=44421)
         0.625 = fieldNorm(doc=229)
   

2. Perkins, C.: ¬A clearer picture of Europe? (1996) 6.10

   6.0972233 = sum of:
     6.0972233 = weight(author_txt:perkins in 4242) [ClassicSimilarity], result of:
       6.0972233 = fieldWeight in 4242, product of:
         1.0 = tf(freq=1.0), with freq of:
           1.0 = termFreq=1.0
         9.755557 = idf(docFreq=6, maxDocs=44421)
         0.625 = fieldNorm(doc=4242)
   

3. Perkins, M.: Why don't search engines work better? (1997) 6.10

   6.0972233 = sum of:
     6.0972233 = weight(author_txt:perkins in 753) [ClassicSimilarity], result of:
       6.0972233 = fieldWeight in 753, product of:
         1.0 = tf(freq=1.0), with freq of:
           1.0 = termFreq=1.0
         9.755557 = idf(docFreq=6, maxDocs=44421)
         0.625 = fieldNorm(doc=753)
   

4. Perkins, C.; Guest, P.: Operationalizing a sheet based cartographic information retrieval system (1993) 4.88

   4.8777785 = sum of:
     4.8777785 = weight(author_txt:perkins in 6572) [ClassicSimilarity], result of:
       4.8777785 = fieldWeight in 6572, product of:
         1.0 = tf(freq=1.0), with freq of:
           1.0 = termFreq=1.0
         9.755557 = idf(docFreq=6, maxDocs=44421)
         0.5 = fieldNorm(doc=6572)
   

5. Erickson, L.B.; Wisniewski, P.; Xu, H.; Carroll, J.M.; Rosson, M.B.; Perkins, D.F.: ¬The boundaries between : parental involvement in a teen's online world (2016) 2.44

   2.4388893 = sum of:
     2.4388893 = weight(author_txt:perkins in 3932) [ClassicSimilarity], result of:
       2.4388893 = fieldWeight in 3932, product of:
         1.0 = tf(freq=1.0), with freq of:
           1.0 = termFreq=1.0
         9.755557 = idf(docFreq=6, maxDocs=44421)
         0.25 = fieldNorm(doc=3932)
   

Similar documents (content)

1. Li, D.; Kwong, C.-P.; Lee, D.L.: Unified linear subspace approach to semantic analysis (2009) 0.35

   0.35201296 = sum of:
     0.35201296 = product of:
       0.9778137 = sum of:
         0.07538047 = weight(abstract_txt:decomposition in 308) [ClassicSimilarity], result of:
           0.07538047 = score(doc=308,freq=1.0), product of:
             0.15233614 = queryWeight, product of:
               1.3273121 = boost
               7.917278 = idf(docFreq=43, maxDocs=44421)
               0.014496194 = queryNorm
             0.49482986 = fieldWeight in 308, product of:
               1.0 = tf(freq=1.0), with freq of:
                 1.0 = termFreq=1.0
               7.917278 = idf(docFreq=43, maxDocs=44421)
               0.0625 = fieldNorm(doc=308)
         0.0868576 = weight(abstract_txt:singular in 308) [ClassicSimilarity], result of:
           0.0868576 = score(doc=308,freq=1.0), product of:
             0.1674309 = queryWeight, product of:
               1.3915198 = boost
               8.30027 = idf(docFreq=29, maxDocs=44421)
               0.014496194 = queryNorm
             0.5187669 = fieldWeight in 308, product of:
               1.0 = tf(freq=1.0), with freq of:
                 1.0 = termFreq=1.0
               8.30027 = idf(docFreq=29, maxDocs=44421)
               0.0625 = fieldNorm(doc=308)
         0.03401792 = weight(abstract_txt:document in 308) [ClassicSimilarity], result of:
           0.03401792 = score(doc=308,freq=2.0), product of:
             0.08962632 = queryWeight, product of:
               1.4398073 = boost
               4.29415 = idf(docFreq=1647, maxDocs=44421)
               0.014496194 = queryNorm
             0.3795528 = fieldWeight in 308, product of:
               1.4142135 = tf(freq=2.0), with freq of:
                 2.0 = termFreq=2.0
               4.29415 = idf(docFreq=1647, maxDocs=44421)
               0.0625 = fieldNorm(doc=308)
         0.02589487 = weight(abstract_txt:show in 308) [ClassicSimilarity], result of:
           0.02589487 = score(doc=308,freq=1.0), product of:
             0.09414188 = queryWeight, product of:
               1.4756318 = boost
               4.400995 = idf(docFreq=1480, maxDocs=44421)
               0.014496194 = queryNorm
             0.27506217 = fieldWeight in 308, 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=308)
         0.017241862 = weight(abstract_txt:used in 308) [ClassicSimilarity], result of:
           0.017241862 = score(doc=308,freq=1.0), product of:
             0.08217257 = queryWeight, product of:
               1.688479 = boost
               3.3572001 = idf(docFreq=4205, maxDocs=44421)
               0.014496194 = queryNorm
             0.20982501 = fieldWeight in 308, product of:
               1.0 = tf(freq=1.0), with freq of:
                 1.0 = termFreq=1.0
               3.3572001 = idf(docFreq=4205, maxDocs=44421)
               0.0625 = fieldNorm(doc=308)
         0.029439138 = weight(abstract_txt:analysis in 308) [ClassicSimilarity], result of:
           0.029439138 = score(doc=308,freq=1.0), product of:
             0.12920137 = queryWeight, product of:
               2.444754 = boost
               3.6456752 = idf(docFreq=3151, maxDocs=44421)
               0.014496194 = queryNorm
             0.2278547 = fieldWeight in 308, product of:
               1.0 = tf(freq=1.0), with freq of:
                 1.0 = termFreq=1.0
               3.6456752 = idf(docFreq=3151, maxDocs=44421)
               0.0625 = fieldNorm(doc=308)
         0.059366163 = weight(abstract_txt:natural in 308) [ClassicSimilarity], result of:
           0.059366163 = score(doc=308,freq=1.0), product of:
             0.18736859 = queryWeight, product of:
               2.5496502 = boost
               5.0694656 = idf(docFreq=758, maxDocs=44421)
               0.014496194 = queryNorm
             0.3168416 = fieldWeight in 308, product of:
               1.0 = tf(freq=1.0), with freq of:
                 1.0 = termFreq=1.0
               5.0694656 = idf(docFreq=758, maxDocs=44421)
               0.0625 = fieldNorm(doc=308)
         0.19998658 = weight(abstract_txt:semantic in 308) [ClassicSimilarity], result of:
           0.19998658 = score(doc=308,freq=6.0), product of:
             0.2919427 = queryWeight, product of:
               4.5008655 = boost
               4.4745317 = idf(docFreq=1375, maxDocs=44421)
               0.014496194 = queryNorm
             0.68501997 = fieldWeight in 308, product of:
               2.4494898 = tf(freq=6.0), with freq of:
                 6.0 = termFreq=6.0
               4.4745317 = idf(docFreq=1375, maxDocs=44421)
               0.0625 = fieldNorm(doc=308)
         0.4496291 = weight(abstract_txt:latent in 308) [ClassicSimilarity], result of:
           0.4496291 = score(doc=308,freq=3.0), product of:
             0.59404075 = queryWeight, product of:
               5.860905 = boost
               6.9919376 = idf(docFreq=110, maxDocs=44421)
               0.014496194 = queryNorm
             0.7568994 = fieldWeight in 308, product of:
               1.7320508 = tf(freq=3.0), with freq of:
                 3.0 = termFreq=3.0
               6.9919376 = idf(docFreq=110, maxDocs=44421)
               0.0625 = fieldNorm(doc=308)
       0.36 = coord(9/25)
   

2. Berry, M.W.; Dumais, S.T.; O'Brien, G.W.: Using linear algebra for intelligent information retrieval (1995) 0.31

   0.31031457 = sum of:
     0.31031457 = product of:
       0.86198485 = sum of:
         0.040294863 = weight(abstract_txt:textual in 3206) [ClassicSimilarity], result of:
           0.040294863 = score(doc=3206,freq=1.0), product of:
             0.08646828 = queryWeight, product of:
               5.9648952 = idf(docFreq=309, maxDocs=44421)
               0.014496194 = queryNorm
             0.46600744 = fieldWeight in 3206, product of:
               1.0 = tf(freq=1.0), with freq of:
                 1.0 = termFreq=1.0
               5.9648952 = idf(docFreq=309, maxDocs=44421)
               0.078125 = fieldNorm(doc=3206)
         0.051948503 = weight(abstract_txt:determining in 3206) [ClassicSimilarity], result of:
           0.051948503 = score(doc=3206,freq=1.0), product of:
             0.10242494 = queryWeight, product of:
               1.0883647 = boost
               6.4919815 = idf(docFreq=182, maxDocs=44421)
               0.014496194 = queryNorm
             0.50718606 = fieldWeight in 3206, product of:
               1.0 = tf(freq=1.0), with freq of:
                 1.0 = termFreq=1.0
               6.4919815 = idf(docFreq=182, maxDocs=44421)
               0.078125 = fieldNorm(doc=3206)
         0.015686305 = weight(abstract_txt:using in 3206) [ClassicSimilarity], result of:
           0.015686305 = score(doc=3206,freq=1.0), product of:
             0.058082793 = queryWeight, product of:
               1.1590718 = boost
               3.4568708 = idf(docFreq=3806, maxDocs=44421)
               0.014496194 = queryNorm
             0.27006802 = fieldWeight in 3206, product of:
               1.0 = tf(freq=1.0), with freq of:
                 1.0 = termFreq=1.0
               3.4568708 = idf(docFreq=3806, maxDocs=44421)
               0.078125 = fieldNorm(doc=3206)
         0.094225585 = weight(abstract_txt:decomposition in 3206) [ClassicSimilarity], result of:
           0.094225585 = score(doc=3206,freq=1.0), product of:
             0.15233614 = queryWeight, product of:
               1.3273121 = boost
               7.917278 = idf(docFreq=43, maxDocs=44421)
               0.014496194 = queryNorm
             0.6185373 = fieldWeight in 3206, product of:
               1.0 = tf(freq=1.0), with freq of:
                 1.0 = termFreq=1.0
               7.917278 = idf(docFreq=43, maxDocs=44421)
               0.078125 = fieldNorm(doc=3206)
         0.153544 = weight(abstract_txt:singular in 3206) [ClassicSimilarity], result of:
           0.153544 = score(doc=3206,freq=2.0), product of:
             0.1674309 = queryWeight, product of:
               1.3915198 = boost
               8.30027 = idf(docFreq=29, maxDocs=44421)
               0.014496194 = queryNorm
             0.91705894 = fieldWeight in 3206, product of:
               1.4142135 = tf(freq=2.0), with freq of:
                 2.0 = termFreq=2.0
               8.30027 = idf(docFreq=29, maxDocs=44421)
               0.078125 = fieldNorm(doc=3206)
         0.042522404 = weight(abstract_txt:document in 3206) [ClassicSimilarity], result of:
           0.042522404 = score(doc=3206,freq=2.0), product of:
             0.08962632 = queryWeight, product of:
               1.4398073 = boost
               4.29415 = idf(docFreq=1647, maxDocs=44421)
               0.014496194 = queryNorm
             0.47444102 = fieldWeight in 3206, product of:
               1.4142135 = tf(freq=2.0), with freq of:
                 2.0 = termFreq=2.0
               4.29415 = idf(docFreq=1647, maxDocs=44421)
               0.078125 = fieldNorm(doc=3206)
         0.03721616 = weight(abstract_txt:then in 3206) [ClassicSimilarity], result of:
           0.03721616 = score(doc=3206,freq=1.0), product of:
             0.103320874 = queryWeight, product of:
               1.5458972 = boost
               4.6105576 = idf(docFreq=1200, maxDocs=44421)
               0.014496194 = queryNorm
             0.3601998 = fieldWeight in 3206, product of:
               1.0 = tf(freq=1.0), with freq of:
                 1.0 = termFreq=1.0
               4.6105576 = idf(docFreq=1200, maxDocs=44421)
               0.078125 = fieldNorm(doc=3206)
         0.102055214 = weight(abstract_txt:semantic in 3206) [ClassicSimilarity], result of:
           0.102055214 = score(doc=3206,freq=1.0), product of:
             0.2919427 = queryWeight, product of:
               4.5008655 = boost
               4.4745317 = idf(docFreq=1375, maxDocs=44421)
               0.014496194 = queryNorm
             0.34957278 = fieldWeight in 3206, 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=3206)
         0.32449186 = weight(abstract_txt:latent in 3206) [ClassicSimilarity], result of:
           0.32449186 = score(doc=3206,freq=1.0), product of:
             0.59404075 = queryWeight, product of:
               5.860905 = boost
               6.9919376 = idf(docFreq=110, maxDocs=44421)
               0.014496194 = queryNorm
             0.5462451 = fieldWeight in 3206, product of:
               1.0 = tf(freq=1.0), with freq of:
                 1.0 = termFreq=1.0
               6.9919376 = idf(docFreq=110, maxDocs=44421)
               0.078125 = fieldNorm(doc=3206)
       0.36 = coord(9/25)
   

3. Lee, J.-H.; Park, S.; Ahn, C.-M.; Kim, D.: Automatic generic document summarization based on non-negative matrix factorization (2009) 0.30

   0.2968652 = sum of:
     0.2968652 = product of:
       0.92770374 = sum of:
         0.07321281 = weight(abstract_txt:matrix in 3448) [ClassicSimilarity], result of:
           0.07321281 = score(doc=3448,freq=1.0), product of:
             0.11401472 = queryWeight, product of:
               1.1482912 = boost
               6.849437 = idf(docFreq=127, maxDocs=44421)
               0.014496194 = queryNorm
             0.6421347 = fieldWeight in 3448, product of:
               1.0 = tf(freq=1.0), with freq of:
                 1.0 = termFreq=1.0
               6.849437 = idf(docFreq=127, maxDocs=44421)
               0.09375 = fieldNorm(doc=3448)
         0.02662054 = weight(abstract_txt:using in 3448) [ClassicSimilarity], result of:
           0.02662054 = score(doc=3448,freq=2.0), product of:
             0.058082793 = queryWeight, product of:
               1.1590718 = boost
               3.4568708 = idf(docFreq=3806, maxDocs=44421)
               0.014496194 = queryNorm
             0.45832062 = fieldWeight in 3448, product of:
               1.4142135 = tf(freq=2.0), with freq of:
                 2.0 = termFreq=2.0
               3.4568708 = idf(docFreq=3806, maxDocs=44421)
               0.09375 = fieldNorm(doc=3448)
         0.1842528 = weight(abstract_txt:singular in 3448) [ClassicSimilarity], result of:
           0.1842528 = score(doc=3448,freq=2.0), product of:
             0.1674309 = queryWeight, product of:
               1.3915198 = boost
               8.30027 = idf(docFreq=29, maxDocs=44421)
               0.014496194 = queryNorm
             1.1004708 = fieldWeight in 3448, product of:
               1.4142135 = tf(freq=2.0), with freq of:
                 2.0 = termFreq=2.0
               8.30027 = idf(docFreq=29, maxDocs=44421)
               0.09375 = fieldNorm(doc=3448)
         0.05102688 = weight(abstract_txt:document in 3448) [ClassicSimilarity], result of:
           0.05102688 = score(doc=3448,freq=2.0), product of:
             0.08962632 = queryWeight, product of:
               1.4398073 = boost
               4.29415 = idf(docFreq=1647, maxDocs=44421)
               0.014496194 = queryNorm
             0.5693292 = fieldWeight in 3448, product of:
               1.4142135 = tf(freq=2.0), with freq of:
                 2.0 = termFreq=2.0
               4.29415 = idf(docFreq=1647, maxDocs=44421)
               0.09375 = fieldNorm(doc=3448)
         0.03657551 = weight(abstract_txt:used in 3448) [ClassicSimilarity], result of:
           0.03657551 = score(doc=3448,freq=2.0), product of:
             0.08217257 = queryWeight, product of:
               1.688479 = boost
               3.3572001 = idf(docFreq=4205, maxDocs=44421)
               0.014496194 = queryNorm
             0.44510606 = fieldWeight in 3448, product of:
               1.4142135 = tf(freq=2.0), with freq of:
                 2.0 = termFreq=2.0
               3.3572001 = idf(docFreq=4205, maxDocs=44421)
               0.09375 = fieldNorm(doc=3448)
         0.044158705 = weight(abstract_txt:analysis in 3448) [ClassicSimilarity], result of:
           0.044158705 = score(doc=3448,freq=1.0), product of:
             0.12920137 = queryWeight, product of:
               2.444754 = boost
               3.6456752 = idf(docFreq=3151, maxDocs=44421)
               0.014496194 = queryNorm
             0.34178203 = fieldWeight in 3448, product of:
               1.0 = tf(freq=1.0), with freq of:
                 1.0 = termFreq=1.0
               3.6456752 = idf(docFreq=3151, maxDocs=44421)
               0.09375 = fieldNorm(doc=3448)
         0.122466266 = weight(abstract_txt:semantic in 3448) [ClassicSimilarity], result of:
           0.122466266 = score(doc=3448,freq=1.0), product of:
             0.2919427 = queryWeight, product of:
               4.5008655 = boost
               4.4745317 = idf(docFreq=1375, maxDocs=44421)
               0.014496194 = queryNorm
             0.41948736 = fieldWeight in 3448, product of:
               1.0 = tf(freq=1.0), with freq of:
                 1.0 = termFreq=1.0
               4.4745317 = idf(docFreq=1375, maxDocs=44421)
               0.09375 = fieldNorm(doc=3448)
         0.38939023 = weight(abstract_txt:latent in 3448) [ClassicSimilarity], result of:
           0.38939023 = score(doc=3448,freq=1.0), product of:
             0.59404075 = queryWeight, product of:
               5.860905 = boost
               6.9919376 = idf(docFreq=110, maxDocs=44421)
               0.014496194 = queryNorm
             0.65549415 = fieldWeight in 3448, product of:
               1.0 = tf(freq=1.0), with freq of:
                 1.0 = termFreq=1.0
               6.9919376 = idf(docFreq=110, maxDocs=44421)
               0.09375 = fieldNorm(doc=3448)
       0.32 = coord(8/25)
   

4. Gao, J.; Zhang, J.: Clustered SVD strategies in latent semantic indexing (2005) 0.29

   0.29362425 = sum of:
     0.29362425 = product of:
       0.81562287 = sum of:
         0.047144726 = weight(abstract_txt:reduce in 2166) [ClassicSimilarity], result of:
           0.047144726 = score(doc=2166,freq=1.0), product of:
             0.09600911 = queryWeight, product of:
               1.0537263 = boost
               6.285367 = idf(docFreq=224, maxDocs=44421)
               0.014496194 = queryNorm
             0.49104428 = fieldWeight in 2166, product of:
               1.0 = tf(freq=1.0), with freq of:
                 1.0 = termFreq=1.0
               6.285367 = idf(docFreq=224, maxDocs=44421)
               0.078125 = fieldNorm(doc=2166)
         0.061010677 = weight(abstract_txt:matrix in 2166) [ClassicSimilarity], result of:
           0.061010677 = score(doc=2166,freq=1.0), product of:
             0.11401472 = queryWeight, product of:
               1.1482912 = boost
               6.849437 = idf(docFreq=127, maxDocs=44421)
               0.014496194 = queryNorm
             0.53511226 = fieldWeight in 2166, product of:
               1.0 = tf(freq=1.0), with freq of:
                 1.0 = termFreq=1.0
               6.849437 = idf(docFreq=127, maxDocs=44421)
               0.078125 = fieldNorm(doc=2166)
         0.015686305 = weight(abstract_txt:using in 2166) [ClassicSimilarity], result of:
           0.015686305 = score(doc=2166,freq=1.0), product of:
             0.058082793 = queryWeight, product of:
               1.1590718 = boost
               3.4568708 = idf(docFreq=3806, maxDocs=44421)
               0.014496194 = queryNorm
             0.27006802 = fieldWeight in 2166, product of:
               1.0 = tf(freq=1.0), with freq of:
                 1.0 = termFreq=1.0
               3.4568708 = idf(docFreq=3806, maxDocs=44421)
               0.078125 = fieldNorm(doc=2166)
         0.094225585 = weight(abstract_txt:decomposition in 2166) [ClassicSimilarity], result of:
           0.094225585 = score(doc=2166,freq=1.0), product of:
             0.15233614 = queryWeight, product of:
               1.3273121 = boost
               7.917278 = idf(docFreq=43, maxDocs=44421)
               0.014496194 = queryNorm
             0.6185373 = fieldWeight in 2166, product of:
               1.0 = tf(freq=1.0), with freq of:
                 1.0 = termFreq=1.0
               7.917278 = idf(docFreq=43, maxDocs=44421)
               0.078125 = fieldNorm(doc=2166)
         0.108572 = weight(abstract_txt:singular in 2166) [ClassicSimilarity], result of:
           0.108572 = score(doc=2166,freq=1.0), product of:
             0.1674309 = queryWeight, product of:
               1.3915198 = boost
               8.30027 = idf(docFreq=29, maxDocs=44421)
               0.014496194 = queryNorm
             0.6484586 = fieldWeight in 2166, product of:
               1.0 = tf(freq=1.0), with freq of:
                 1.0 = termFreq=1.0
               8.30027 = idf(docFreq=29, maxDocs=44421)
               0.078125 = fieldNorm(doc=2166)
         0.030067878 = weight(abstract_txt:document in 2166) [ClassicSimilarity], result of:
           0.030067878 = score(doc=2166,freq=1.0), product of:
             0.08962632 = queryWeight, product of:
               1.4398073 = boost
               4.29415 = idf(docFreq=1647, maxDocs=44421)
               0.014496194 = queryNorm
             0.33548045 = fieldWeight in 2166, 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=2166)
         0.03236859 = weight(abstract_txt:show in 2166) [ClassicSimilarity], result of:
           0.03236859 = score(doc=2166,freq=1.0), product of:
             0.09414188 = queryWeight, product of:
               1.4756318 = boost
               4.400995 = idf(docFreq=1480, maxDocs=44421)
               0.014496194 = queryNorm
             0.34382772 = fieldWeight in 2166, 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=2166)
         0.102055214 = weight(abstract_txt:semantic in 2166) [ClassicSimilarity], result of:
           0.102055214 = score(doc=2166,freq=1.0), product of:
             0.2919427 = queryWeight, product of:
               4.5008655 = boost
               4.4745317 = idf(docFreq=1375, maxDocs=44421)
               0.014496194 = queryNorm
             0.34957278 = fieldWeight in 2166, 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=2166)
         0.32449186 = weight(abstract_txt:latent in 2166) [ClassicSimilarity], result of:
           0.32449186 = score(doc=2166,freq=1.0), product of:
             0.59404075 = queryWeight, product of:
               5.860905 = boost
               6.9919376 = idf(docFreq=110, maxDocs=44421)
               0.014496194 = queryNorm
             0.5462451 = fieldWeight in 2166, product of:
               1.0 = tf(freq=1.0), with freq of:
                 1.0 = termFreq=1.0
               6.9919376 = idf(docFreq=110, maxDocs=44421)
               0.078125 = fieldNorm(doc=2166)
       0.36 = coord(9/25)
   

5. Snajder, J.; Almic, P.: Modeling semantic compositionality of Croatian multiword expressions (2015) 0.26

   0.25712645 = sum of:
     0.25712645 = product of:
       0.9183088 = sum of:
         0.062338203 = weight(abstract_txt:determining in 3920) [ClassicSimilarity], result of:
           0.062338203 = score(doc=3920,freq=1.0), product of:
             0.10242494 = queryWeight, product of:
               1.0883647 = boost
               6.4919815 = idf(docFreq=182, maxDocs=44421)
               0.014496194 = queryNorm
             0.60862327 = fieldWeight in 3920, product of:
               1.0 = tf(freq=1.0), with freq of:
                 1.0 = termFreq=1.0
               6.4919815 = idf(docFreq=182, maxDocs=44421)
               0.09375 = fieldNorm(doc=3920)
         0.0388423 = weight(abstract_txt:show in 3920) [ClassicSimilarity], result of:
           0.0388423 = score(doc=3920,freq=1.0), product of:
             0.09414188 = queryWeight, product of:
               1.4756318 = boost
               4.400995 = idf(docFreq=1480, maxDocs=44421)
               0.014496194 = queryNorm
             0.41259325 = fieldWeight in 3920, 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=3920)
         0.049597565 = weight(abstract_txt:language in 3920) [ClassicSimilarity], result of:
           0.049597565 = score(doc=3920,freq=1.0), product of:
             0.12683824 = queryWeight, product of:
               2.0977674 = boost
               4.1709876 = idf(docFreq=1863, maxDocs=44421)
               0.014496194 = queryNorm
             0.39103007 = fieldWeight in 3920, product of:
               1.0 = tf(freq=1.0), with freq of:
                 1.0 = termFreq=1.0
               4.1709876 = idf(docFreq=1863, maxDocs=44421)
               0.09375 = fieldNorm(doc=3920)
         0.044158705 = weight(abstract_txt:analysis in 3920) [ClassicSimilarity], result of:
           0.044158705 = score(doc=3920,freq=1.0), product of:
             0.12920137 = queryWeight, product of:
               2.444754 = boost
               3.6456752 = idf(docFreq=3151, maxDocs=44421)
               0.014496194 = queryNorm
             0.34178203 = fieldWeight in 3920, product of:
               1.0 = tf(freq=1.0), with freq of:
                 1.0 = termFreq=1.0
               3.6456752 = idf(docFreq=3151, maxDocs=44421)
               0.09375 = fieldNorm(doc=3920)
         0.08904924 = weight(abstract_txt:natural in 3920) [ClassicSimilarity], result of:
           0.08904924 = score(doc=3920,freq=1.0), product of:
             0.18736859 = queryWeight, product of:
               2.5496502 = boost
               5.0694656 = idf(docFreq=758, maxDocs=44421)
               0.014496194 = queryNorm
             0.4752624 = fieldWeight in 3920, product of:
               1.0 = tf(freq=1.0), with freq of:
                 1.0 = termFreq=1.0
               5.0694656 = idf(docFreq=758, maxDocs=44421)
               0.09375 = fieldNorm(doc=3920)
         0.24493253 = weight(abstract_txt:semantic in 3920) [ClassicSimilarity], result of:
           0.24493253 = score(doc=3920,freq=4.0), product of:
             0.2919427 = queryWeight, product of:
               4.5008655 = boost
               4.4745317 = idf(docFreq=1375, maxDocs=44421)
               0.014496194 = queryNorm
             0.8389747 = fieldWeight in 3920, product of:
               2.0 = tf(freq=4.0), with freq of:
                 4.0 = termFreq=4.0
               4.4745317 = idf(docFreq=1375, maxDocs=44421)
               0.09375 = fieldNorm(doc=3920)
         0.38939023 = weight(abstract_txt:latent in 3920) [ClassicSimilarity], result of:
           0.38939023 = score(doc=3920,freq=1.0), product of:
             0.59404075 = queryWeight, product of:
               5.860905 = boost
               6.9919376 = idf(docFreq=110, maxDocs=44421)
               0.014496194 = queryNorm
             0.65549415 = fieldWeight in 3920, product of:
               1.0 = tf(freq=1.0), with freq of:
                 1.0 = termFreq=1.0
               6.9919376 = idf(docFreq=110, maxDocs=44421)
               0.09375 = fieldNorm(doc=3920)
       0.28 = coord(7/25)