Document (#43659)

Author

Gomez, J.
Allen, K.
Matney, M.
Awopetu, T.
Shafer, S.

Title

Experimenting with a machine generated annotations pipeline

Source

Code4Lib journal. Issue 48(2020), [http://journal.code4lib.org]

Year

2020

Abstract

The UCLA Library reorganized its software developers into focused subteams with one, the Labs Team, dedicated to conducting experiments. In this article we describe our first attempt at conducting a software development experiment, in which we attempted to improve our digital library's search results with metadata from cloud-based image tagging services. We explore the findings and discuss the lessons learned from our first attempt at running an experiment.

Content

Vgl.: https://journal.code4lib.org/articles/15209.

Theme

Automatisches Abstracting

Similar documents (author)

1. Shafer, K.: Scorpion Project explores using Dewey to organize the Web (1996) 1.14

   1.1444275 = sum of:
     1.1444275 = product of:
       3.4332826 = sum of:
         3.4332826 = weight(author_txt:shafer in 6818) [ClassicSimilarity], result of:
           3.4332826 = score(doc=6818,freq=1.0), product of:
             0.6272964 = queryWeight, product of:
               1.1536684 = boost
               8.757029 = idf(docFreq=18, maxDocs=44421)
               0.06209191 = queryNorm
             5.4731426 = fieldWeight in 6818, product of:
               1.0 = tf(freq=1.0), with freq of:
                 1.0 = termFreq=1.0
               8.757029 = idf(docFreq=18, maxDocs=44421)
               0.625 = fieldNorm(doc=6818)
       0.33333334 = coord(1/3)
   

2. Shafer, K.: Scorpion helps catalog the Web (1997) 1.14

   1.1444275 = sum of:
     1.1444275 = product of:
       3.4332826 = sum of:
         3.4332826 = weight(author_txt:shafer in 3532) [ClassicSimilarity], result of:
           3.4332826 = score(doc=3532,freq=1.0), product of:
             0.6272964 = queryWeight, product of:
               1.1536684 = boost
               8.757029 = idf(docFreq=18, maxDocs=44421)
               0.06209191 = queryNorm
             5.4731426 = fieldWeight in 3532, product of:
               1.0 = tf(freq=1.0), with freq of:
                 1.0 = termFreq=1.0
               8.757029 = idf(docFreq=18, maxDocs=44421)
               0.625 = fieldNorm(doc=3532)
       0.33333334 = coord(1/3)
   

3. Shafer, K.E.: Manipulating Tagged text (2001) 1.14

   1.1444275 = sum of:
     1.1444275 = product of:
       3.4332826 = sum of:
         3.4332826 = weight(author_txt:shafer in 5011) [ClassicSimilarity], result of:
           3.4332826 = score(doc=5011,freq=1.0), product of:
             0.6272964 = queryWeight, product of:
               1.1536684 = boost
               8.757029 = idf(docFreq=18, maxDocs=44421)
               0.06209191 = queryNorm
             5.4731426 = fieldWeight in 5011, product of:
               1.0 = tf(freq=1.0), with freq of:
                 1.0 = termFreq=1.0
               8.757029 = idf(docFreq=18, maxDocs=44421)
               0.625 = fieldNorm(doc=5011)
       0.33333334 = coord(1/3)
   

4. Shafer, K.E.: Mantis Project : A Toolkit for Cataloging (2001) 1.14

   1.1444275 = sum of:
     1.1444275 = product of:
       3.4332826 = sum of:
         3.4332826 = weight(author_txt:shafer in 2028) [ClassicSimilarity], result of:
           3.4332826 = score(doc=2028,freq=1.0), product of:
             0.6272964 = queryWeight, product of:
               1.1536684 = boost
               8.757029 = idf(docFreq=18, maxDocs=44421)
               0.06209191 = queryNorm
             5.4731426 = fieldWeight in 2028, product of:
               1.0 = tf(freq=1.0), with freq of:
                 1.0 = termFreq=1.0
               8.757029 = idf(docFreq=18, maxDocs=44421)
               0.625 = fieldNorm(doc=2028)
       0.33333334 = coord(1/3)
   

5. Shafer, K.E.: Translating Mathematical Markup for Electronic Journals (2001) 1.14

   1.1444275 = sum of:
     1.1444275 = product of:
       3.4332826 = sum of:
         3.4332826 = weight(author_txt:shafer in 2030) [ClassicSimilarity], result of:
           3.4332826 = score(doc=2030,freq=1.0), product of:
             0.6272964 = queryWeight, product of:
               1.1536684 = boost
               8.757029 = idf(docFreq=18, maxDocs=44421)
               0.06209191 = queryNorm
             5.4731426 = fieldWeight in 2030, product of:
               1.0 = tf(freq=1.0), with freq of:
                 1.0 = termFreq=1.0
               8.757029 = idf(docFreq=18, maxDocs=44421)
               0.625 = fieldNorm(doc=2030)
       0.33333334 = coord(1/3)
   

Similar documents (content)

1. You, S.; Robert, L.P.: Subgroup formation in human-robot teams : a multi-study mixed-method approach with implications for theory and practice (2023) 0.09

   0.090065 = sum of:
     0.090065 = product of:
       0.37527084 = sum of:
         0.0127103785 = weight(abstract_txt:from in 1902) [ClassicSimilarity], result of:
           0.0127103785 = score(doc=1902,freq=2.0), product of:
             0.05211335 = queryWeight, product of:
               1.0017594 = boost
               2.759399 = idf(docFreq=7646, maxDocs=44421)
               0.018852592 = queryNorm
             0.2438987 = fieldWeight in 1902, product of:
               1.4142135 = tf(freq=2.0), with freq of:
                 2.0 = termFreq=2.0
               2.759399 = idf(docFreq=7646, maxDocs=44421)
               0.0625 = fieldNorm(doc=1902)
         0.055000138 = weight(abstract_txt:team in 1902) [ClassicSimilarity], result of:
           0.055000138 = score(doc=1902,freq=1.0), product of:
             0.13838398 = queryWeight, product of:
               1.1542951 = boost
               6.3591332 = idf(docFreq=208, maxDocs=44421)
               0.018852592 = queryNorm
             0.39744583 = fieldWeight in 1902, product of:
               1.0 = tf(freq=1.0), with freq of:
                 1.0 = termFreq=1.0
               6.3591332 = idf(docFreq=208, maxDocs=44421)
               0.0625 = fieldNorm(doc=1902)
         0.06037298 = weight(abstract_txt:learned in 1902) [ClassicSimilarity], result of:
           0.06037298 = score(doc=1902,freq=1.0), product of:
             0.14725557 = queryWeight, product of:
               1.1907204 = boost
               6.559804 = idf(docFreq=170, maxDocs=44421)
               0.018852592 = queryNorm
             0.40998775 = fieldWeight in 1902, product of:
               1.0 = tf(freq=1.0), with freq of:
                 1.0 = termFreq=1.0
               6.559804 = idf(docFreq=170, maxDocs=44421)
               0.0625 = fieldNorm(doc=1902)
         0.022314286 = weight(abstract_txt:with in 1902) [ClassicSimilarity], result of:
           0.022314286 = score(doc=1902,freq=5.0), product of:
             0.06396598 = queryWeight, product of:
               1.3592806 = boost
               2.4961398 = idf(docFreq=9949, maxDocs=44421)
               0.018852592 = queryNorm
             0.34884614 = fieldWeight in 1902, product of:
               2.236068 = tf(freq=5.0), with freq of:
                 5.0 = termFreq=5.0
               2.4961398 = idf(docFreq=9949, maxDocs=44421)
               0.0625 = fieldNorm(doc=1902)
         0.07751417 = weight(abstract_txt:experiment in 1902) [ClassicSimilarity], result of:
           0.07751417 = score(doc=1902,freq=1.0), product of:
             0.21916644 = queryWeight, product of:
               2.0543573 = boost
               5.658835 = idf(docFreq=420, maxDocs=44421)
               0.018852592 = queryNorm
             0.35367718 = fieldWeight in 1902, product of:
               1.0 = tf(freq=1.0), with freq of:
                 1.0 = termFreq=1.0
               5.658835 = idf(docFreq=420, maxDocs=44421)
               0.0625 = fieldNorm(doc=1902)
         0.1473589 = weight(abstract_txt:conducting in 1902) [ClassicSimilarity], result of:
           0.1473589 = score(doc=1902,freq=1.0), product of:
             0.33633408 = queryWeight, product of:
               2.5449214 = boost
               7.01012 = idf(docFreq=108, maxDocs=44421)
               0.018852592 = queryNorm
             0.4381325 = fieldWeight in 1902, product of:
               1.0 = tf(freq=1.0), with freq of:
                 1.0 = termFreq=1.0
               7.01012 = idf(docFreq=108, maxDocs=44421)
               0.0625 = fieldNorm(doc=1902)
       0.24 = coord(6/25)
   

2. Wei, Y.: Analysis of accelerating ideation process with Large Language Model (2024) 0.09

   0.08611182 = sum of:
     0.08611182 = product of:
       0.4305591 = sum of:
         0.044701613 = weight(abstract_txt:generated in 2380) [ClassicSimilarity], result of:
           0.044701613 = score(doc=2380,freq=1.0), product of:
             0.10386091 = queryWeight, product of:
               5.509105 = idf(docFreq=488, maxDocs=44421)
               0.018852592 = queryNorm
             0.43039885 = fieldWeight in 2380, product of:
               1.0 = tf(freq=1.0), with freq of:
                 1.0 = termFreq=1.0
               5.509105 = idf(docFreq=488, maxDocs=44421)
               0.078125 = fieldNorm(doc=2380)
         0.012474065 = weight(abstract_txt:with in 2380) [ClassicSimilarity], result of:
           0.012474065 = score(doc=2380,freq=1.0), product of:
             0.06396598 = queryWeight, product of:
               1.3592806 = boost
               2.4961398 = idf(docFreq=9949, maxDocs=44421)
               0.018852592 = queryNorm
             0.19501092 = fieldWeight in 2380, product of:
               1.0 = tf(freq=1.0), with freq of:
                 1.0 = termFreq=1.0
               2.4961398 = idf(docFreq=9949, maxDocs=44421)
               0.078125 = fieldNorm(doc=2380)
         0.05451332 = weight(abstract_txt:first in 2380) [ClassicSimilarity], result of:
           0.05451332 = score(doc=2380,freq=2.0), product of:
             0.118550956 = queryWeight, product of:
               1.51092 = boost
               4.1619086 = idf(docFreq=1880, maxDocs=44421)
               0.018852592 = queryNorm
             0.45983028 = fieldWeight in 2380, product of:
               1.4142135 = tf(freq=2.0), with freq of:
                 2.0 = termFreq=2.0
               4.1619086 = idf(docFreq=1880, maxDocs=44421)
               0.078125 = fieldNorm(doc=2380)
         0.22197738 = weight(abstract_txt:pipeline in 2380) [ClassicSimilarity], result of:
           0.22197738 = score(doc=2380,freq=1.0), product of:
             0.302303 = queryWeight, product of:
               1.7060634 = boost
               9.398883 = idf(docFreq=9, maxDocs=44421)
               0.018852592 = queryNorm
             0.73428774 = fieldWeight in 2380, product of:
               1.0 = tf(freq=1.0), with freq of:
                 1.0 = termFreq=1.0
               9.398883 = idf(docFreq=9, maxDocs=44421)
               0.078125 = fieldNorm(doc=2380)
         0.096892715 = weight(abstract_txt:experiment in 2380) [ClassicSimilarity], result of:
           0.096892715 = score(doc=2380,freq=1.0), product of:
             0.21916644 = queryWeight, product of:
               2.0543573 = boost
               5.658835 = idf(docFreq=420, maxDocs=44421)
               0.018852592 = queryNorm
             0.44209647 = fieldWeight in 2380, product of:
               1.0 = tf(freq=1.0), with freq of:
                 1.0 = termFreq=1.0
               5.658835 = idf(docFreq=420, maxDocs=44421)
               0.078125 = fieldNorm(doc=2380)
       0.2 = coord(5/25)
   

3. Leginus, M.; Zhai, C.X.; Dolog, P.: Personalized generation of word clouds from tweets (2016) 0.08

   0.08001953 = sum of:
     0.08001953 = product of:
       0.40009767 = sum of:
         0.044701613 = weight(abstract_txt:generated in 3886) [ClassicSimilarity], result of:
           0.044701613 = score(doc=3886,freq=1.0), product of:
             0.10386091 = queryWeight, product of:
               5.509105 = idf(docFreq=488, maxDocs=44421)
               0.018852592 = queryNorm
             0.43039885 = fieldWeight in 3886, product of:
               1.0 = tf(freq=1.0), with freq of:
                 1.0 = termFreq=1.0
               5.509105 = idf(docFreq=488, maxDocs=44421)
               0.078125 = fieldNorm(doc=3886)
         0.011234495 = weight(abstract_txt:from in 3886) [ClassicSimilarity], result of:
           0.011234495 = score(doc=3886,freq=1.0), product of:
             0.05211335 = queryWeight, product of:
               1.0017594 = boost
               2.759399 = idf(docFreq=7646, maxDocs=44421)
               0.018852592 = queryNorm
             0.21557805 = fieldWeight in 3886, product of:
               1.0 = tf(freq=1.0), with freq of:
                 1.0 = termFreq=1.0
               2.759399 = idf(docFreq=7646, maxDocs=44421)
               0.078125 = fieldNorm(doc=3886)
         0.021605715 = weight(abstract_txt:with in 3886) [ClassicSimilarity], result of:
           0.021605715 = score(doc=3886,freq=3.0), product of:
             0.06396598 = queryWeight, product of:
               1.3592806 = boost
               2.4961398 = idf(docFreq=9949, maxDocs=44421)
               0.018852592 = queryNorm
             0.33776882 = fieldWeight in 3886, product of:
               1.7320508 = tf(freq=3.0), with freq of:
                 3.0 = termFreq=3.0
               2.4961398 = idf(docFreq=9949, maxDocs=44421)
               0.078125 = fieldNorm(doc=3886)
         0.20944268 = weight(abstract_txt:cloud in 3886) [ClassicSimilarity], result of:
           0.20944268 = score(doc=3886,freq=3.0), product of:
             0.2016383 = queryWeight, product of:
               1.3933507 = boost
               7.676116 = idf(docFreq=55, maxDocs=44421)
               0.018852592 = queryNorm
             1.0387049 = fieldWeight in 3886, product of:
               1.7320508 = tf(freq=3.0), with freq of:
                 3.0 = termFreq=3.0
               7.676116 = idf(docFreq=55, maxDocs=44421)
               0.078125 = fieldNorm(doc=3886)
         0.11311316 = weight(abstract_txt:attempt in 3886) [ClassicSimilarity], result of:
           0.11311316 = score(doc=3886,freq=1.0), product of:
             0.24299018 = queryWeight, product of:
               2.1631334 = boost
               5.9584646 = idf(docFreq=311, maxDocs=44421)
               0.018852592 = queryNorm
             0.46550506 = fieldWeight in 3886, product of:
               1.0 = tf(freq=1.0), with freq of:
                 1.0 = termFreq=1.0
               5.9584646 = idf(docFreq=311, maxDocs=44421)
               0.078125 = fieldNorm(doc=3886)
       0.2 = coord(5/25)
   

4. Kiros, R.; Salakhutdinov, R.; Zemel, R.S.: Unifying visual-semantic embeddings with multimodal neural language models (2014) 0.08

   0.075453594 = sum of:
     0.075453594 = product of:
       0.37726796 = sum of:
         0.035761293 = weight(abstract_txt:generated in 2871) [ClassicSimilarity], result of:
           0.035761293 = score(doc=2871,freq=1.0), product of:
             0.10386091 = queryWeight, product of:
               5.509105 = idf(docFreq=488, maxDocs=44421)
               0.018852592 = queryNorm
             0.34431908 = fieldWeight in 2871, product of:
               1.0 = tf(freq=1.0), with freq of:
                 1.0 = termFreq=1.0
               5.509105 = idf(docFreq=488, maxDocs=44421)
               0.0625 = fieldNorm(doc=2871)
         0.0127103785 = weight(abstract_txt:from in 2871) [ClassicSimilarity], result of:
           0.0127103785 = score(doc=2871,freq=2.0), product of:
             0.05211335 = queryWeight, product of:
               1.0017594 = boost
               2.759399 = idf(docFreq=7646, maxDocs=44421)
               0.018852592 = queryNorm
             0.2438987 = fieldWeight in 2871, product of:
               1.4142135 = tf(freq=2.0), with freq of:
                 2.0 = termFreq=2.0
               2.759399 = idf(docFreq=7646, maxDocs=44421)
               0.0625 = fieldNorm(doc=2871)
         0.06037298 = weight(abstract_txt:learned in 2871) [ClassicSimilarity], result of:
           0.06037298 = score(doc=2871,freq=1.0), product of:
             0.14725557 = queryWeight, product of:
               1.1907204 = boost
               6.559804 = idf(docFreq=170, maxDocs=44421)
               0.018852592 = queryNorm
             0.40998775 = fieldWeight in 2871, product of:
               1.0 = tf(freq=1.0), with freq of:
                 1.0 = termFreq=1.0
               6.559804 = idf(docFreq=170, maxDocs=44421)
               0.0625 = fieldNorm(doc=2871)
         0.017284572 = weight(abstract_txt:with in 2871) [ClassicSimilarity], result of:
           0.017284572 = score(doc=2871,freq=3.0), product of:
             0.06396598 = queryWeight, product of:
               1.3592806 = boost
               2.4961398 = idf(docFreq=9949, maxDocs=44421)
               0.018852592 = queryNorm
             0.27021506 = fieldWeight in 2871, product of:
               1.7320508 = tf(freq=3.0), with freq of:
                 3.0 = termFreq=3.0
               2.4961398 = idf(docFreq=9949, maxDocs=44421)
               0.0625 = fieldNorm(doc=2871)
         0.25113872 = weight(abstract_txt:pipeline in 2871) [ClassicSimilarity], result of:
           0.25113872 = score(doc=2871,freq=2.0), product of:
             0.302303 = queryWeight, product of:
               1.7060634 = boost
               9.398883 = idf(docFreq=9, maxDocs=44421)
               0.018852592 = queryNorm
             0.8307517 = fieldWeight in 2871, product of:
               1.4142135 = tf(freq=2.0), with freq of:
                 2.0 = termFreq=2.0
               9.398883 = idf(docFreq=9, maxDocs=44421)
               0.0625 = fieldNorm(doc=2871)
       0.2 = coord(5/25)
   

5. Behnert, C.; Lewandowski, D.: ¬A framework for designing retrieval effectiveness studies of library information systems using human relevance assessments (2017) 0.07

   0.07409052 = sum of:
     0.07409052 = product of:
       0.37045258 = sum of:
         0.01797519 = weight(abstract_txt:from in 4700) [ClassicSimilarity], result of:
           0.01797519 = score(doc=4700,freq=4.0), product of:
             0.05211335 = queryWeight, product of:
               1.0017594 = boost
               2.759399 = idf(docFreq=7646, maxDocs=44421)
               0.018852592 = queryNorm
             0.34492487 = fieldWeight in 4700, product of:
               2.0 = tf(freq=4.0), with freq of:
                 4.0 = termFreq=4.0
               2.759399 = idf(docFreq=7646, maxDocs=44421)
               0.0625 = fieldNorm(doc=4700)
         0.009979252 = weight(abstract_txt:with in 4700) [ClassicSimilarity], result of:
           0.009979252 = score(doc=4700,freq=1.0), product of:
             0.06396598 = queryWeight, product of:
               1.3592806 = boost
               2.4961398 = idf(docFreq=9949, maxDocs=44421)
               0.018852592 = queryNorm
             0.15600874 = fieldWeight in 4700, 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=4700)
         0.043610655 = weight(abstract_txt:first in 4700) [ClassicSimilarity], result of:
           0.043610655 = score(doc=4700,freq=2.0), product of:
             0.118550956 = queryWeight, product of:
               1.51092 = boost
               4.1619086 = idf(docFreq=1880, maxDocs=44421)
               0.018852592 = queryNorm
             0.36786422 = fieldWeight in 4700, product of:
               1.4142135 = tf(freq=2.0), with freq of:
                 2.0 = termFreq=2.0
               4.1619086 = idf(docFreq=1880, maxDocs=44421)
               0.0625 = fieldNorm(doc=4700)
         0.09049053 = weight(abstract_txt:attempt in 4700) [ClassicSimilarity], result of:
           0.09049053 = score(doc=4700,freq=1.0), product of:
             0.24299018 = queryWeight, product of:
               2.1631334 = boost
               5.9584646 = idf(docFreq=311, maxDocs=44421)
               0.018852592 = queryNorm
             0.37240404 = fieldWeight in 4700, product of:
               1.0 = tf(freq=1.0), with freq of:
                 1.0 = termFreq=1.0
               5.9584646 = idf(docFreq=311, maxDocs=44421)
               0.0625 = fieldNorm(doc=4700)
         0.20839694 = weight(abstract_txt:conducting in 4700) [ClassicSimilarity], result of:
           0.20839694 = score(doc=4700,freq=2.0), product of:
             0.33633408 = queryWeight, product of:
               2.5449214 = boost
               7.01012 = idf(docFreq=108, maxDocs=44421)
               0.018852592 = queryNorm
             0.61961293 = fieldWeight in 4700, product of:
               1.4142135 = tf(freq=2.0), with freq of:
                 2.0 = termFreq=2.0
               7.01012 = idf(docFreq=108, maxDocs=44421)
               0.0625 = fieldNorm(doc=4700)
       0.2 = coord(5/25)