Document (#43570)

Author

Al-Khatib, K.
Ghosa, T.
Hou, Y.
Waard, A. de
Freitag, D.

Title

Argument mining for scholarly document processing : taking stock and looking ahead

Source

Proceedings of the Second Workshop on Scholarly Document Processing,

Imprint

xx : Association for Computational Linguistic

Year

2021

Pages

S.56-65.

Abstract

Argument mining targets structures in natural language related to interpretation and persuasion. Most scholarly discourse involves interpreting experimental evidence and attempting to persuade other scientists to adopt the same conclusions, which could benefit from argument mining techniques. However, While various argument mining studies have addressed student essays and news articles, those that target scientific discourse are still scarce. This paper surveys existing work in argument mining of scholarly discourse, and provides an overview of current models, data, tasks, and applications. We identify a number of key challenges confronting argument mining in the scientific domain, and suggest some possible solutions and future directions.

Theme

Computerlinguistik

Similar documents (content)

1. Wang, X.; Song, N.; Zhou, H.; Cheng, H.: ¬The representation of argumentation in scientific papers : a comparative analysis of two research areas (2022) 0.11

   0.11237097 = sum of:
     0.11237097 = product of:
       0.70231855 = sum of:
         0.07192114 = weight(abstract_txt:scientific in 567) [ClassicSimilarity], result of:
           0.07192114 = score(doc=567,freq=7.0), product of:
             0.09370489 = queryWeight, product of:
               1.5566492 = boost
               4.6415744 = idf(docFreq=1158, maxDocs=44218)
               0.01296899 = queryNorm
             0.7675282 = fieldWeight in 567, product of:
               2.6457512 = tf(freq=7.0), with freq of:
                 7.0 = termFreq=7.0
               4.6415744 = idf(docFreq=1158, maxDocs=44218)
               0.0625 = fieldNorm(doc=567)
         0.10060233 = weight(abstract_txt:discourse in 567) [ClassicSimilarity], result of:
           0.10060233 = score(doc=567,freq=1.0), product of:
             0.25664115 = queryWeight, product of:
               3.1551383 = boost
               6.2719374 = idf(docFreq=226, maxDocs=44218)
               0.01296899 = queryNorm
             0.3919961 = fieldWeight in 567, product of:
               1.0 = tf(freq=1.0), with freq of:
                 1.0 = termFreq=1.0
               6.2719374 = idf(docFreq=226, maxDocs=44218)
               0.0625 = fieldNorm(doc=567)
         0.1920586 = weight(abstract_txt:mining in 567) [ClassicSimilarity], result of:
           0.1920586 = score(doc=567,freq=1.0), product of:
             0.49760732 = queryWeight, product of:
               6.213176 = boost
               6.1754265 = idf(docFreq=249, maxDocs=44218)
               0.01296899 = queryNorm
             0.38596416 = fieldWeight in 567, product of:
               1.0 = tf(freq=1.0), with freq of:
                 1.0 = termFreq=1.0
               6.1754265 = idf(docFreq=249, maxDocs=44218)
               0.0625 = fieldNorm(doc=567)
         0.33773646 = weight(abstract_txt:argument in 567) [ClassicSimilarity], result of:
           0.33773646 = score(doc=567,freq=2.0), product of:
             0.57540405 = queryWeight, product of:
               6.681235 = boost
               6.640641 = idf(docFreq=156, maxDocs=44218)
               0.01296899 = queryNorm
             0.5869553 = fieldWeight in 567, product of:
               1.4142135 = tf(freq=2.0), with freq of:
                 2.0 = termFreq=2.0
               6.640641 = idf(docFreq=156, maxDocs=44218)
               0.0625 = fieldNorm(doc=567)
       0.16 = coord(4/25)
   

2. Mining text data (2012) 0.08

   0.07667782 = sum of:
     0.07667782 = product of:
       0.6389819 = sum of:
         0.02975682 = weight(abstract_txt:benefit in 362) [ClassicSimilarity], result of:
           0.02975682 = score(doc=362,freq=1.0), product of:
             0.07899596 = queryWeight, product of:
               1.0106413 = boost
               6.027006 = idf(docFreq=289, maxDocs=44218)
               0.01296899 = queryNorm
             0.37668788 = fieldWeight in 362, product of:
               1.0 = tf(freq=1.0), with freq of:
                 1.0 = termFreq=1.0
               6.027006 = idf(docFreq=289, maxDocs=44218)
               0.0625 = fieldNorm(doc=362)
         0.033049308 = weight(abstract_txt:directions in 362) [ClassicSimilarity], result of:
           0.033049308 = score(doc=362,freq=1.0), product of:
             0.08472055 = queryWeight, product of:
               1.04662 = boost
               6.241566 = idf(docFreq=233, maxDocs=44218)
               0.01296899 = queryNorm
             0.3900979 = fieldWeight in 362, product of:
               1.0 = tf(freq=1.0), with freq of:
                 1.0 = termFreq=1.0
               6.241566 = idf(docFreq=233, maxDocs=44218)
               0.0625 = fieldNorm(doc=362)
         0.57617575 = weight(abstract_txt:mining in 362) [ClassicSimilarity], result of:
           0.57617575 = score(doc=362,freq=9.0), product of:
             0.49760732 = queryWeight, product of:
               6.213176 = boost
               6.1754265 = idf(docFreq=249, maxDocs=44218)
               0.01296899 = queryNorm
             1.1578925 = fieldWeight in 362, product of:
               3.0 = tf(freq=9.0), with freq of:
                 9.0 = termFreq=9.0
               6.1754265 = idf(docFreq=249, maxDocs=44218)
               0.0625 = fieldNorm(doc=362)
       0.12 = coord(3/25)
   

3. Haider, J.: Of the rich and the poor and other curious minds : on open access and "development" (2007) 0.08

   0.075911924 = sum of:
     0.075911924 = product of:
       0.47444952 = sum of:
         0.027183637 = weight(abstract_txt:scientific in 822) [ClassicSimilarity], result of:
           0.027183637 = score(doc=822,freq=1.0), product of:
             0.09370489 = queryWeight, product of:
               1.5566492 = boost
               4.6415744 = idf(docFreq=1158, maxDocs=44218)
               0.01296899 = queryNorm
             0.2900984 = fieldWeight in 822, product of:
               1.0 = tf(freq=1.0), with freq of:
                 1.0 = termFreq=1.0
               4.6415744 = idf(docFreq=1158, maxDocs=44218)
               0.0625 = fieldNorm(doc=822)
         0.06617696 = weight(abstract_txt:scholarly in 822) [ClassicSimilarity], result of:
           0.06617696 = score(doc=822,freq=1.0), product of:
             0.19411488 = queryWeight, product of:
               2.7440035 = boost
               5.4546638 = idf(docFreq=513, maxDocs=44218)
               0.01296899 = queryNorm
             0.34091648 = fieldWeight in 822, product of:
               1.0 = tf(freq=1.0), with freq of:
                 1.0 = termFreq=1.0
               5.4546638 = idf(docFreq=513, maxDocs=44218)
               0.0625 = fieldNorm(doc=822)
         0.14227317 = weight(abstract_txt:discourse in 822) [ClassicSimilarity], result of:
           0.14227317 = score(doc=822,freq=2.0), product of:
             0.25664115 = queryWeight, product of:
               3.1551383 = boost
               6.2719374 = idf(docFreq=226, maxDocs=44218)
               0.01296899 = queryNorm
             0.5543662 = fieldWeight in 822, product of:
               1.4142135 = tf(freq=2.0), with freq of:
                 2.0 = termFreq=2.0
               6.2719374 = idf(docFreq=226, maxDocs=44218)
               0.0625 = fieldNorm(doc=822)
         0.23881574 = weight(abstract_txt:argument in 822) [ClassicSimilarity], result of:
           0.23881574 = score(doc=822,freq=1.0), product of:
             0.57540405 = queryWeight, product of:
               6.681235 = boost
               6.640641 = idf(docFreq=156, maxDocs=44218)
               0.01296899 = queryNorm
             0.41504008 = fieldWeight in 822, product of:
               1.0 = tf(freq=1.0), with freq of:
                 1.0 = termFreq=1.0
               6.640641 = idf(docFreq=156, maxDocs=44218)
               0.0625 = fieldNorm(doc=822)
       0.16 = coord(4/25)
   

4. Sellito, C.: ¬The impact of impermanent Web-located citations : a study of 123 scholarly conference publications (2005) 0.07

   0.06810599 = sum of:
     0.06810599 = product of:
       0.5675499 = sum of:
         0.14327732 = weight(abstract_txt:scholarly in 457) [ClassicSimilarity], result of:
           0.14327732 = score(doc=457,freq=3.0), product of:
             0.19411488 = queryWeight, product of:
               2.7440035 = boost
               5.4546638 = idf(docFreq=513, maxDocs=44218)
               0.01296899 = queryNorm
             0.73810583 = fieldWeight in 457, product of:
               1.7320508 = tf(freq=3.0), with freq of:
                 3.0 = termFreq=3.0
               5.4546638 = idf(docFreq=513, maxDocs=44218)
               0.078125 = fieldNorm(doc=457)
         0.12575291 = weight(abstract_txt:discourse in 457) [ClassicSimilarity], result of:
           0.12575291 = score(doc=457,freq=1.0), product of:
             0.25664115 = queryWeight, product of:
               3.1551383 = boost
               6.2719374 = idf(docFreq=226, maxDocs=44218)
               0.01296899 = queryNorm
             0.48999512 = fieldWeight in 457, product of:
               1.0 = tf(freq=1.0), with freq of:
                 1.0 = termFreq=1.0
               6.2719374 = idf(docFreq=226, maxDocs=44218)
               0.078125 = fieldNorm(doc=457)
         0.29851967 = weight(abstract_txt:argument in 457) [ClassicSimilarity], result of:
           0.29851967 = score(doc=457,freq=1.0), product of:
             0.57540405 = queryWeight, product of:
               6.681235 = boost
               6.640641 = idf(docFreq=156, maxDocs=44218)
               0.01296899 = queryNorm
             0.5188001 = fieldWeight in 457, product of:
               1.0 = tf(freq=1.0), with freq of:
                 1.0 = termFreq=1.0
               6.640641 = idf(docFreq=156, maxDocs=44218)
               0.078125 = fieldNorm(doc=457)
       0.12 = coord(3/25)
   

5. Bickel, B.: Clause-level vs. predicate-level linking (2006) 0.07

   0.065244175 = sum of:
     0.065244175 = product of:
       0.8155522 = sum of:
         0.033681266 = weight(abstract_txt:target in 3674) [ClassicSimilarity], result of:
           0.033681266 = score(doc=3674,freq=1.0), product of:
             0.09378515 = queryWeight, product of:
               1.1011885 = boost
               6.5669885 = idf(docFreq=168, maxDocs=44218)
               0.01296899 = queryNorm
             0.35913217 = fieldWeight in 3674, product of:
               1.0 = tf(freq=1.0), with freq of:
                 1.0 = termFreq=1.0
               6.5669885 = idf(docFreq=168, maxDocs=44218)
               0.0546875 = fieldNorm(doc=3674)
         0.7818709 = weight(abstract_txt:argument in 3674) [ClassicSimilarity], result of:
           0.7818709 = score(doc=3674,freq=14.0), product of:
             0.57540405 = queryWeight, product of:
               6.681235 = boost
               6.640641 = idf(docFreq=156, maxDocs=44218)
               0.01296899 = queryNorm
             1.3588207 = fieldWeight in 3674, product of:
               3.7416575 = tf(freq=14.0), with freq of:
                 14.0 = termFreq=14.0
               6.640641 = idf(docFreq=156, maxDocs=44218)
               0.0546875 = fieldNorm(doc=3674)
       0.08 = coord(2/25)