TY - GEN
T1 - Large-scale AMR Corpus with Re-generated Sentences
T2 - 14th International Conference on Advanced Computer Science and Information Systems, ICACSIS 2022
AU - Zhao, Ming
AU - Wang, Yaling
AU - Lepage, Yves
N1 - Publisher Copyright:
© 2022 IEEE.
PY - 2022
Y1 - 2022
N2 - Meaning Representation (AMR) is a broad -coverage formalism for capturing the semantics of a given sentence. However, domain adaptation of AMR is limited by the shortage of annotated AMR graphs. In this paper, we explore and build a new large-scale dataset with 2.3 million AMRs in the domain of academic writing. Additionally, we prove that 30% of them are of similar quality as the annotated data in the downstream AMR-to-text task. Our results outperform previous graph-based approaches by over 11 BLEU points. We provide a pipeline that integrates automated generation and evaluation. This can help explore other AMR benchmarks.
AB - Meaning Representation (AMR) is a broad -coverage formalism for capturing the semantics of a given sentence. However, domain adaptation of AMR is limited by the shortage of annotated AMR graphs. In this paper, we explore and build a new large-scale dataset with 2.3 million AMRs in the domain of academic writing. Additionally, we prove that 30% of them are of similar quality as the annotated data in the downstream AMR-to-text task. Our results outperform previous graph-based approaches by over 11 BLEU points. We provide a pipeline that integrates automated generation and evaluation. This can help explore other AMR benchmarks.
KW - Abstract Meaning Representation
KW - Academic Writing
KW - Domain Adaptation
UR - http://www.scopus.com/inward/record.url?scp=85142084243&partnerID=8YFLogxK
UR - http://www.scopus.com/inward/citedby.url?scp=85142084243&partnerID=8YFLogxK
U2 - 10.1109/ICACSIS56558.2022.9923502
DO - 10.1109/ICACSIS56558.2022.9923502
M3 - Conference contribution
AN - SCOPUS:85142084243
T3 - Proceedings - ICACSIS 2022: 14th International Conference on Advanced Computer Science and Information Systems
SP - 19
EP - 24
BT - Proceedings - ICACSIS 2022
PB - Institute of Electrical and Electronics Engineers Inc.
Y2 - 1 October 2022 through 3 October 2022
ER -