TY - GEN
T1 - Argument Mining for Scholarly Document Processing
T2 - 2nd Workshop on Scholarly Document Processing, SDP 2021
AU - Al-Khatib, Khalid
AU - Ghosal, Tirthankar
AU - Hou, Yufang
AU - De Waard, Anita
AU - Freitag, Dayne
N1 - Publisher Copyright:
© 2021 Workshop on Scholarly Document Processing
PY - 2021
Y1 - 2021
N2 - 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.
AB - 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.
UR - http://www.scopus.com/inward/record.url?scp=85134512547&partnerID=8YFLogxK
M3 - Conference contribution
AN - SCOPUS:85134512547
T3 - 2nd Workshop on Scholarly Document Processing, SDP 2021 - Proceedings of the Workshop
SP - 56
EP - 65
BT - 2nd Workshop on Scholarly Document Processing, SDP 2021 - Proceedings of the Workshop
A2 - Beltagy, Iz
A2 - Cohan, Arman
A2 - Feigenblat, Guy
A2 - Freitag, Dayne
A2 - Ghosal, Tirthankar
A2 - Hall, Keith
A2 - Herrmannova, Drahomira
A2 - Knoth, Petr
A2 - Lo, Kyle
A2 - Mayr, Philipp
A2 - Patton, Robert M.
A2 - Shmueli-Scheuer, Michal
A2 - de Waard, Anita
A2 - Wang, Kuansan
A2 - Wang, Lucy Lu
PB - Association for Computational Linguistics (ACL)
Y2 - 10 June 2021
ER -