Document (#38847)

Author

Lawrie, D.
Mayfield, J.
McNamee, P.
Oard, P.W.

Title

Cross-language person-entity linking from 20 languages

Source

Journal of the Association for Information Science and Technology. 66(2015) no.6, S.1106-1123

Year

2015

Abstract

The goal of entity linking is to associate references to an entity that is found in unstructured natural language content to an authoritative inventory of known entities. This article describes the construction of 6 test collections for cross-language person-entity linking that together span 22 languages. Fully automated components were used together with 2 crowdsourced validation stages to affordably generate ground-truth annotations with an accuracy comparable to that of a completely manual process. The resulting test collections each contain between 642 (Arabic) and 2,361 (Romanian) person references in non-English texts for which the correct resolution in English Wikipedia is known, plus a similar number of references for which no correct resolution into English Wikipedia is believed to exist. Fully automated cross-language person-name linking experiments with 20 non-English languages yielded a resolution accuracy of between 0.84 (Serbian) and 0.98 (Romanian), which compares favorably with previously reported cross-language entity linking results for Spanish.

Content

Vgl.: http://onlinelibrary.wiley.com/doi/10.1002/asi.23254/abstract.

Theme

Computerlinguistik

Similar documents (author)

1. Oard, D.W.: Serving users in many languages : cross-language information retrieval for digital libraries (1997) 5.49

   5.4946446 = sum of:
     5.4946446 = weight(author_txt:oard in 3259) [ClassicSimilarity], result of:
       5.4946446 = fieldWeight in 3259, product of:
         1.0 = tf(freq=1.0), with freq of:
           1.0 = termFreq=1.0
         8.791431 = idf(docFreq=17, maxDocs=43556)
         0.625 = fieldNorm(doc=3259)
   

2. Oard, D.W.: Multilingual information access (2009) 5.49

   5.4946446 = sum of:
     5.4946446 = weight(author_txt:oard in 848) [ClassicSimilarity], result of:
       5.4946446 = fieldWeight in 848, product of:
         1.0 = tf(freq=1.0), with freq of:
           1.0 = termFreq=1.0
         8.791431 = idf(docFreq=17, maxDocs=43556)
         0.625 = fieldNorm(doc=848)
   

3. Oard, D.W.: Alternative approaches for cross-language text retrieval (1997) 5.49

   5.4946446 = sum of:
     5.4946446 = weight(author_txt:oard in 3162) [ClassicSimilarity], result of:
       5.4946446 = fieldWeight in 3162, product of:
         1.0 = tf(freq=1.0), with freq of:
           1.0 = termFreq=1.0
         8.791431 = idf(docFreq=17, maxDocs=43556)
         0.625 = fieldNorm(doc=3162)
   

4. Wang, J.; Oard, D.W.: Matching meaning for cross-language information retrieval (2012) 4.40

   4.3957157 = sum of:
     4.3957157 = weight(author_txt:oard in 7427) [ClassicSimilarity], result of:
       4.3957157 = fieldWeight in 7427, product of:
         1.0 = tf(freq=1.0), with freq of:
           1.0 = termFreq=1.0
         8.791431 = idf(docFreq=17, maxDocs=43556)
         0.5 = fieldNorm(doc=7427)
   

5. Oard, D.W.; Resnik, P.: Support for interactive document selection in cross-language information retrieval (1999) 4.40

   4.3957157 = sum of:
     4.3957157 = weight(author_txt:oard in 6004) [ClassicSimilarity], result of:
       4.3957157 = fieldWeight in 6004, product of:
         1.0 = tf(freq=1.0), with freq of:
           1.0 = termFreq=1.0
         8.791431 = idf(docFreq=17, maxDocs=43556)
         0.5 = fieldNorm(doc=6004)
   

Similar documents (content)

1. Gao, N.; Dredze, M.; Oard, D.W.: Person entity linking in email with NIL detection (2017) 0.24

   0.24023171 = sum of:
     0.24023171 = product of:
       0.85797036 = sum of:
         0.00892243 = weight(abstract_txt:which in 116) [ClassicSimilarity], result of:
           0.00892243 = score(doc=116,freq=1.0), product of:
             0.048788685 = queryWeight, product of:
               1.1146716 = boost
               2.9260652 = idf(docFreq=6346, maxDocs=43556)
               0.0149585055 = queryNorm
             0.18287908 = fieldWeight in 116, product of:
               1.0 = tf(freq=1.0), with freq of:
                 1.0 = termFreq=1.0
               2.9260652 = idf(docFreq=6346, maxDocs=43556)
               0.0625 = fieldNorm(doc=116)
         0.007497001 = weight(abstract_txt:with in 116) [ClassicSimilarity], result of:
           0.007497001 = score(doc=116,freq=1.0), product of:
             0.04781546 = queryWeight, product of:
               1.2742097 = boost
               2.508645 = idf(docFreq=9634, maxDocs=43556)
               0.0149585055 = queryNorm
             0.15679032 = fieldWeight in 116, product of:
               1.0 = tf(freq=1.0), with freq of:
                 1.0 = termFreq=1.0
               2.508645 = idf(docFreq=9634, maxDocs=43556)
               0.0625 = fieldNorm(doc=116)
         0.03350773 = weight(abstract_txt:known in 116) [ClassicSimilarity], result of:
           0.03350773 = score(doc=116,freq=1.0), product of:
             0.102974564 = queryWeight, product of:
               1.3222291 = boost
               5.20637 = idf(docFreq=648, maxDocs=43556)
               0.0149585055 = queryNorm
             0.32539812 = fieldWeight in 116, product of:
               1.0 = tf(freq=1.0), with freq of:
                 1.0 = termFreq=1.0
               5.20637 = idf(docFreq=648, maxDocs=43556)
               0.0625 = fieldNorm(doc=116)
         0.07209674 = weight(abstract_txt:accuracy in 116) [ClassicSimilarity], result of:
           0.07209674 = score(doc=116,freq=2.0), product of:
             0.13621776 = queryWeight, product of:
               1.5207528 = boost
               5.9880705 = idf(docFreq=296, maxDocs=43556)
               0.0149585055 = queryNorm
             0.52927566 = fieldWeight in 116, product of:
               1.4142135 = tf(freq=2.0), with freq of:
                 2.0 = termFreq=2.0
               5.9880705 = idf(docFreq=296, maxDocs=43556)
               0.0625 = fieldNorm(doc=116)
         0.07179492 = weight(abstract_txt:correct in 116) [ClassicSimilarity], result of:
           0.07179492 = score(doc=116,freq=1.0), product of:
             0.17114429 = queryWeight, product of:
               1.7046019 = boost
               6.7119894 = idf(docFreq=143, maxDocs=43556)
               0.0149585055 = queryNorm
             0.41949934 = fieldWeight in 116, product of:
               1.0 = tf(freq=1.0), with freq of:
                 1.0 = termFreq=1.0
               6.7119894 = idf(docFreq=143, maxDocs=43556)
               0.0625 = fieldNorm(doc=116)
         0.27023965 = weight(abstract_txt:linking in 116) [ClassicSimilarity], result of:
           0.27023965 = score(doc=116,freq=4.0), product of:
             0.3540729 = queryWeight, product of:
               3.8766634 = boost
               6.1058536 = idf(docFreq=263, maxDocs=43556)
               0.0149585055 = queryNorm
             0.7632317 = fieldWeight in 116, product of:
               2.0 = tf(freq=4.0), with freq of:
                 4.0 = termFreq=4.0
               6.1058536 = idf(docFreq=263, maxDocs=43556)
               0.0625 = fieldNorm(doc=116)
         0.39391193 = weight(abstract_txt:entity in 116) [ClassicSimilarity], result of:
           0.39391193 = score(doc=116,freq=7.0), product of:
             0.37772876 = queryWeight, product of:
               4.004071 = boost
               6.3065243 = idf(docFreq=215, maxDocs=43556)
               0.0149585055 = queryNorm
             1.0428433 = fieldWeight in 116, product of:
               2.6457512 = tf(freq=7.0), with freq of:
                 7.0 = termFreq=7.0
               6.3065243 = idf(docFreq=215, maxDocs=43556)
               0.0625 = fieldNorm(doc=116)
       0.28 = coord(7/25)
   

2. Pereira, D.A.; Ribeiro-Neto, B.; Ziviani, N.; Laender, A.H.F.; Gonçalves, M.A.: ¬A generic Web-based entity resolution framework (2011) 0.23

   0.23151422 = sum of:
     0.23151422 = product of:
       0.82683647 = sum of:
         0.05798088 = weight(abstract_txt:associate in 1448) [ClassicSimilarity], result of:
           0.05798088 = score(doc=1448,freq=1.0), product of:
             0.117800325 = queryWeight, product of:
               7.87514 = idf(docFreq=44, maxDocs=43556)
               0.0149585055 = queryNorm
             0.49219626 = fieldWeight in 1448, product of:
               1.0 = tf(freq=1.0), with freq of:
                 1.0 = termFreq=1.0
               7.87514 = idf(docFreq=44, maxDocs=43556)
               0.0625 = fieldNorm(doc=1448)
         0.0154541 = weight(abstract_txt:which in 1448) [ClassicSimilarity], result of:
           0.0154541 = score(doc=1448,freq=3.0), product of:
             0.048788685 = queryWeight, product of:
               1.1146716 = boost
               2.9260652 = idf(docFreq=6346, maxDocs=43556)
               0.0149585055 = queryNorm
             0.31675583 = fieldWeight in 1448, product of:
               1.7320508 = tf(freq=3.0), with freq of:
                 3.0 = termFreq=3.0
               2.9260652 = idf(docFreq=6346, maxDocs=43556)
               0.0625 = fieldNorm(doc=1448)
         0.014994002 = weight(abstract_txt:with in 1448) [ClassicSimilarity], result of:
           0.014994002 = score(doc=1448,freq=4.0), product of:
             0.04781546 = queryWeight, product of:
               1.2742097 = boost
               2.508645 = idf(docFreq=9634, maxDocs=43556)
               0.0149585055 = queryNorm
             0.31358063 = fieldWeight in 1448, product of:
               2.0 = tf(freq=4.0), with freq of:
                 4.0 = termFreq=4.0
               2.508645 = idf(docFreq=9634, maxDocs=43556)
               0.0625 = fieldNorm(doc=1448)
         0.047387086 = weight(abstract_txt:known in 1448) [ClassicSimilarity], result of:
           0.047387086 = score(doc=1448,freq=2.0), product of:
             0.102974564 = queryWeight, product of:
               1.3222291 = boost
               5.20637 = idf(docFreq=648, maxDocs=43556)
               0.0149585055 = queryNorm
             0.46018243 = fieldWeight in 1448, product of:
               1.4142135 = tf(freq=2.0), with freq of:
                 2.0 = termFreq=2.0
               5.20637 = idf(docFreq=648, maxDocs=43556)
               0.0625 = fieldNorm(doc=1448)
         0.062455073 = weight(abstract_txt:references in 1448) [ClassicSimilarity], result of:
           0.062455073 = score(doc=1448,freq=1.0), product of:
             0.17852904 = queryWeight, product of:
               2.1322682 = boost
               5.5973034 = idf(docFreq=438, maxDocs=43556)
               0.0149585055 = queryNorm
             0.34983146 = fieldWeight in 1448, product of:
               1.0 = tf(freq=1.0), with freq of:
                 1.0 = termFreq=1.0
               5.5973034 = idf(docFreq=438, maxDocs=43556)
               0.0625 = fieldNorm(doc=1448)
         0.2638737 = weight(abstract_txt:resolution in 1448) [ClassicSimilarity], result of:
           0.2638737 = score(doc=1448,freq=4.0), product of:
             0.2939281 = queryWeight, product of:
               2.7359486 = boost
               7.181993 = idf(docFreq=89, maxDocs=43556)
               0.0149585055 = queryNorm
             0.8977491 = fieldWeight in 1448, product of:
               2.0 = tf(freq=4.0), with freq of:
                 4.0 = termFreq=4.0
               7.181993 = idf(docFreq=89, maxDocs=43556)
               0.0625 = fieldNorm(doc=1448)
         0.36469162 = weight(abstract_txt:entity in 1448) [ClassicSimilarity], result of:
           0.36469162 = score(doc=1448,freq=6.0), product of:
             0.37772876 = queryWeight, product of:
               4.004071 = boost
               6.3065243 = idf(docFreq=215, maxDocs=43556)
               0.0149585055 = queryNorm
             0.96548545 = fieldWeight in 1448, product of:
               2.4494898 = tf(freq=6.0), with freq of:
                 6.0 = termFreq=6.0
               6.3065243 = idf(docFreq=215, maxDocs=43556)
               0.0625 = fieldNorm(doc=1448)
       0.28 = coord(7/25)
   

3. Spitkovsky, V.; Norvig, P.: From words to concepts and back : dictionaries for linking text, entities and ideas (2012) 0.19

   0.19453223 = sum of:
     0.19453223 = product of:
       0.60791326 = sum of:
         0.009463666 = weight(abstract_txt:which in 2335) [ClassicSimilarity], result of:
           0.009463666 = score(doc=2335,freq=2.0), product of:
             0.048788685 = queryWeight, product of:
               1.1146716 = boost
               2.9260652 = idf(docFreq=6346, maxDocs=43556)
               0.0149585055 = queryNorm
             0.19397256 = fieldWeight in 2335, product of:
               1.4142135 = tf(freq=2.0), with freq of:
                 2.0 = termFreq=2.0
               2.9260652 = idf(docFreq=6346, maxDocs=43556)
               0.046875 = fieldNorm(doc=2335)
         0.00795177 = weight(abstract_txt:with in 2335) [ClassicSimilarity], result of:
           0.00795177 = score(doc=2335,freq=2.0), product of:
             0.04781546 = queryWeight, product of:
               1.2742097 = boost
               2.508645 = idf(docFreq=9634, maxDocs=43556)
               0.0149585055 = queryNorm
             0.16630124 = fieldWeight in 2335, product of:
               1.4142135 = tf(freq=2.0), with freq of:
                 2.0 = termFreq=2.0
               2.508645 = idf(docFreq=9634, maxDocs=43556)
               0.046875 = fieldNorm(doc=2335)
         0.10752565 = weight(abstract_txt:wikipedia in 2335) [ClassicSimilarity], result of:
           0.10752565 = score(doc=2335,freq=6.0), product of:
             0.14935395 = queryWeight, product of:
               1.5923924 = boost
               6.270157 = idf(docFreq=223, maxDocs=43556)
               0.0149585055 = queryNorm
             0.7199384 = fieldWeight in 2335, product of:
               2.4494898 = tf(freq=6.0), with freq of:
                 6.0 = termFreq=6.0
               6.270157 = idf(docFreq=223, maxDocs=43556)
               0.046875 = fieldNorm(doc=2335)
         0.056727394 = weight(abstract_txt:language in 2335) [ClassicSimilarity], result of:
           0.056727394 = score(doc=2335,freq=3.0), product of:
             0.16674797 = queryWeight, product of:
               2.6603699 = boost
               4.1901574 = idf(docFreq=1792, maxDocs=43556)
               0.0149585055 = queryNorm
             0.3401984 = fieldWeight in 2335, product of:
               1.7320508 = tf(freq=3.0), with freq of:
                 3.0 = termFreq=3.0
               4.1901574 = idf(docFreq=1792, maxDocs=43556)
               0.046875 = fieldNorm(doc=2335)
         0.12415347 = weight(abstract_txt:english in 2335) [ClassicSimilarity], result of:
           0.12415347 = score(doc=2335,freq=4.0), product of:
             0.23707642 = queryWeight, product of:
               2.8372717 = boost
               5.585978 = idf(docFreq=443, maxDocs=43556)
               0.0149585055 = queryNorm
             0.52368546 = fieldWeight in 2335, product of:
               2.0 = tf(freq=4.0), with freq of:
                 4.0 = termFreq=4.0
               5.585978 = idf(docFreq=443, maxDocs=43556)
               0.046875 = fieldNorm(doc=2335)
         0.08908792 = weight(abstract_txt:cross in 2335) [ClassicSimilarity], result of:
           0.08908792 = score(doc=2335,freq=2.0), product of:
             0.23940782 = queryWeight, product of:
               2.8511884 = boost
               5.613377 = idf(docFreq=431, maxDocs=43556)
               0.0149585055 = queryNorm
             0.37211782 = fieldWeight in 2335, product of:
               1.4142135 = tf(freq=2.0), with freq of:
                 2.0 = termFreq=2.0
               5.613377 = idf(docFreq=431, maxDocs=43556)
               0.046875 = fieldNorm(doc=2335)
         0.10133987 = weight(abstract_txt:linking in 2335) [ClassicSimilarity], result of:
           0.10133987 = score(doc=2335,freq=1.0), product of:
             0.3540729 = queryWeight, product of:
               3.8766634 = boost
               6.1058536 = idf(docFreq=263, maxDocs=43556)
               0.0149585055 = queryNorm
             0.28621188 = fieldWeight in 2335, product of:
               1.0 = tf(freq=1.0), with freq of:
                 1.0 = termFreq=1.0
               6.1058536 = idf(docFreq=263, maxDocs=43556)
               0.046875 = fieldNorm(doc=2335)
         0.11166354 = weight(abstract_txt:entity in 2335) [ClassicSimilarity], result of:
           0.11166354 = score(doc=2335,freq=1.0), product of:
             0.37772876 = queryWeight, product of:
               4.004071 = boost
               6.3065243 = idf(docFreq=215, maxDocs=43556)
               0.0149585055 = queryNorm
             0.29561833 = fieldWeight in 2335, product of:
               1.0 = tf(freq=1.0), with freq of:
                 1.0 = termFreq=1.0
               6.3065243 = idf(docFreq=215, maxDocs=43556)
               0.046875 = fieldNorm(doc=2335)
       0.32 = coord(8/25)
   

4. Fujita, S.: NTCIR-2 as a Rosetta stone in laboratory experiments of IR systems (2005) 0.19

   0.19028544 = sum of:
     0.19028544 = product of:
       0.59464204 = sum of:
         0.043702994 = weight(abstract_txt:collections in 3015) [ClassicSimilarity], result of:
           0.043702994 = score(doc=3015,freq=2.0), product of:
             0.08407962 = queryWeight, product of:
               1.1947777 = boost
               4.704521 = idf(docFreq=1071, maxDocs=43556)
               0.0149585055 = queryNorm
             0.51978105 = fieldWeight in 3015, product of:
               1.4142135 = tf(freq=2.0), with freq of:
                 2.0 = termFreq=2.0
               4.704521 = idf(docFreq=1071, maxDocs=43556)
               0.078125 = fieldNorm(doc=3015)
         0.009371252 = weight(abstract_txt:with in 3015) [ClassicSimilarity], result of:
           0.009371252 = score(doc=3015,freq=1.0), product of:
             0.04781546 = queryWeight, product of:
               1.2742097 = boost
               2.508645 = idf(docFreq=9634, maxDocs=43556)
               0.0149585055 = queryNorm
             0.1959879 = fieldWeight in 3015, product of:
               1.0 = tf(freq=1.0), with freq of:
                 1.0 = termFreq=1.0
               2.508645 = idf(docFreq=9634, maxDocs=43556)
               0.078125 = fieldNorm(doc=3015)
         0.038308416 = weight(abstract_txt:test in 3015) [ClassicSimilarity], result of:
           0.038308416 = score(doc=3015,freq=1.0), product of:
             0.09702629 = queryWeight, product of:
               1.2834722 = boost
               5.0537615 = idf(docFreq=755, maxDocs=43556)
               0.0149585055 = queryNorm
             0.3948251 = fieldWeight in 3015, product of:
               1.0 = tf(freq=1.0), with freq of:
                 1.0 = termFreq=1.0
               5.0537615 = idf(docFreq=755, maxDocs=43556)
               0.078125 = fieldNorm(doc=3015)
         0.04319683 = weight(abstract_txt:together in 3015) [ClassicSimilarity], result of:
           0.04319683 = score(doc=3015,freq=1.0), product of:
             0.105114155 = queryWeight, product of:
               1.3358951 = boost
               5.2601805 = idf(docFreq=614, maxDocs=43556)
               0.0149585055 = queryNorm
             0.4109516 = fieldWeight in 3015, product of:
               1.0 = tf(freq=1.0), with freq of:
                 1.0 = termFreq=1.0
               5.2601805 = idf(docFreq=614, maxDocs=43556)
               0.078125 = fieldNorm(doc=3015)
         0.08807023 = weight(abstract_txt:languages in 3015) [ClassicSimilarity], result of:
           0.08807023 = score(doc=3015,freq=2.0), product of:
             0.15355588 = queryWeight, product of:
               1.9775188 = boost
               5.191079 = idf(docFreq=658, maxDocs=43556)
               0.0149585055 = queryNorm
             0.5735386 = fieldWeight in 3015, product of:
               1.4142135 = tf(freq=2.0), with freq of:
                 2.0 = termFreq=2.0
               5.191079 = idf(docFreq=658, maxDocs=43556)
               0.078125 = fieldNorm(doc=3015)
         0.0771962 = weight(abstract_txt:language in 3015) [ClassicSimilarity], result of:
           0.0771962 = score(doc=3015,freq=2.0), product of:
             0.16674797 = queryWeight, product of:
               2.6603699 = boost
               4.1901574 = idf(docFreq=1792, maxDocs=43556)
               0.0149585055 = queryNorm
             0.46295136 = fieldWeight in 3015, product of:
               1.4142135 = tf(freq=2.0), with freq of:
                 2.0 = termFreq=2.0
               4.1901574 = idf(docFreq=1792, maxDocs=43556)
               0.078125 = fieldNorm(doc=3015)
         0.14631626 = weight(abstract_txt:english in 3015) [ClassicSimilarity], result of:
           0.14631626 = score(doc=3015,freq=2.0), product of:
             0.23707642 = queryWeight, product of:
               2.8372717 = boost
               5.585978 = idf(docFreq=443, maxDocs=43556)
               0.0149585055 = queryNorm
             0.6171692 = fieldWeight in 3015, product of:
               1.4142135 = tf(freq=2.0), with freq of:
                 2.0 = termFreq=2.0
               5.585978 = idf(docFreq=443, maxDocs=43556)
               0.078125 = fieldNorm(doc=3015)
         0.14847986 = weight(abstract_txt:cross in 3015) [ClassicSimilarity], result of:
           0.14847986 = score(doc=3015,freq=2.0), product of:
             0.23940782 = queryWeight, product of:
               2.8511884 = boost
               5.613377 = idf(docFreq=431, maxDocs=43556)
               0.0149585055 = queryNorm
             0.6201964 = fieldWeight in 3015, product of:
               1.4142135 = tf(freq=2.0), with freq of:
                 2.0 = termFreq=2.0
               5.613377 = idf(docFreq=431, maxDocs=43556)
               0.078125 = fieldNorm(doc=3015)
       0.32 = coord(8/25)
   

5. Oard, D.W.: Alternative approaches for cross-language text retrieval (1997) 0.18

   0.17834684 = sum of:
     0.17834684 = product of:
       0.49540788 = sum of:
         0.011153038 = weight(abstract_txt:which in 3162) [ClassicSimilarity], result of:
           0.011153038 = score(doc=3162,freq=4.0), product of:
             0.048788685 = queryWeight, product of:
               1.1146716 = boost
               2.9260652 = idf(docFreq=6346, maxDocs=43556)
               0.0149585055 = queryNorm
             0.22859885 = fieldWeight in 3162, product of:
               2.0 = tf(freq=4.0), with freq of:
                 4.0 = termFreq=4.0
               2.9260652 = idf(docFreq=6346, maxDocs=43556)
               0.0390625 = fieldNorm(doc=3162)
         0.015451343 = weight(abstract_txt:collections in 3162) [ClassicSimilarity], result of:
           0.015451343 = score(doc=3162,freq=1.0), product of:
             0.08407962 = queryWeight, product of:
               1.1947777 = boost
               4.704521 = idf(docFreq=1071, maxDocs=43556)
               0.0149585055 = queryNorm
             0.18377036 = fieldWeight in 3162, product of:
               1.0 = tf(freq=1.0), with freq of:
                 1.0 = termFreq=1.0
               4.704521 = idf(docFreq=1071, maxDocs=43556)
               0.0390625 = fieldNorm(doc=3162)
         0.004685626 = weight(abstract_txt:with in 3162) [ClassicSimilarity], result of:
           0.004685626 = score(doc=3162,freq=1.0), product of:
             0.04781546 = queryWeight, product of:
               1.2742097 = boost
               2.508645 = idf(docFreq=9634, maxDocs=43556)
               0.0149585055 = queryNorm
             0.09799395 = fieldWeight in 3162, product of:
               1.0 = tf(freq=1.0), with freq of:
                 1.0 = termFreq=1.0
               2.508645 = idf(docFreq=9634, maxDocs=43556)
               0.0390625 = fieldNorm(doc=3162)
         0.026345655 = weight(abstract_txt:automated in 3162) [ClassicSimilarity], result of:
           0.026345655 = score(doc=3162,freq=1.0), product of:
             0.1200013 = queryWeight, product of:
               1.427364 = boost
               5.6203456 = idf(docFreq=428, maxDocs=43556)
               0.0149585055 = queryNorm
             0.21954475 = fieldWeight in 3162, product of:
               1.0 = tf(freq=1.0), with freq of:
                 1.0 = termFreq=1.0
               5.6203456 = idf(docFreq=428, maxDocs=43556)
               0.0390625 = fieldNorm(doc=3162)
         0.05393178 = weight(abstract_txt:languages in 3162) [ClassicSimilarity], result of:
           0.05393178 = score(doc=3162,freq=3.0), product of:
             0.15355588 = queryWeight, product of:
               1.9775188 = boost
               5.191079 = idf(docFreq=658, maxDocs=43556)
               0.0149585055 = queryNorm
             0.35121924 = fieldWeight in 3162, product of:
               1.7320508 = tf(freq=3.0), with freq of:
                 3.0 = termFreq=3.0
               5.191079 = idf(docFreq=658, maxDocs=43556)
               0.0390625 = fieldNorm(doc=3162)
         0.039034422 = weight(abstract_txt:references in 3162) [ClassicSimilarity], result of:
           0.039034422 = score(doc=3162,freq=1.0), product of:
             0.17852904 = queryWeight, product of:
               2.1322682 = boost
               5.5973034 = idf(docFreq=438, maxDocs=43556)
               0.0149585055 = queryNorm
             0.21864466 = fieldWeight in 3162, product of:
               1.0 = tf(freq=1.0), with freq of:
                 1.0 = termFreq=1.0
               5.5973034 = idf(docFreq=438, maxDocs=43556)
               0.0390625 = fieldNorm(doc=3162)
         0.11896734 = weight(abstract_txt:language in 3162) [ClassicSimilarity], result of:
           0.11896734 = score(doc=3162,freq=19.0), product of:
             0.16674797 = queryWeight, product of:
               2.6603699 = boost
               4.1901574 = idf(docFreq=1792, maxDocs=43556)
               0.0149585055 = queryNorm
             0.713456 = fieldWeight in 3162, product of:
               4.358899 = tf(freq=19.0), with freq of:
                 19.0 = termFreq=19.0
               4.1901574 = idf(docFreq=1792, maxDocs=43556)
               0.0390625 = fieldNorm(doc=3162)
         0.05173061 = weight(abstract_txt:english in 3162) [ClassicSimilarity], result of:
           0.05173061 = score(doc=3162,freq=1.0), product of:
             0.23707642 = queryWeight, product of:
               2.8372717 = boost
               5.585978 = idf(docFreq=443, maxDocs=43556)
               0.0149585055 = queryNorm
             0.21820226 = fieldWeight in 3162, product of:
               1.0 = tf(freq=1.0), with freq of:
                 1.0 = termFreq=1.0
               5.585978 = idf(docFreq=443, maxDocs=43556)
               0.0390625 = fieldNorm(doc=3162)
         0.17410807 = weight(abstract_txt:cross in 3162) [ClassicSimilarity], result of:
           0.17410807 = score(doc=3162,freq=11.0), product of:
             0.23940782 = queryWeight, product of:
               2.8511884 = boost
               5.613377 = idf(docFreq=431, maxDocs=43556)
               0.0149585055 = queryNorm
             0.72724473 = fieldWeight in 3162, product of:
               3.3166249 = tf(freq=11.0), with freq of:
                 11.0 = termFreq=11.0
               5.613377 = idf(docFreq=431, maxDocs=43556)
               0.0390625 = fieldNorm(doc=3162)
       0.36 = coord(9/25)