Abstract Representation Parsing
Abstract Representation Parsing involves converting a natural language text into more semantically grounded logical forms. Some major abstract representations include:
UCCA (Universal Conceptual Cognitive Annotation),
AMR (Abstract Meaning Representation),
DRG (Discourse Representation Graphs), and
EDS (Elementary Dependency Structures).
| Name | Representation | Dataset | Model |
| Miguel Ballesteros, Yaser Al-Onaizan, 2017. AMR Parsing using Stack-LSTMs |
AMR |
LDC2014T12 |
LSTM |
| Laura Banarescu, Claire Bonial, Shu Cai, Madalina Georgescu, Kira Griffitt, Ulf Hermjakob, Kevin Knight, Philipp Koehn, Martha Palmer, Nathan Schneider, 2013. Abstract Meaning Representation for Sembanking |
AMR |
LDC2014T12 |
N/A |
| Deng Cai, Wai Lam, 2020. AMR Parsing via Graph-Sequence Iterative Inference |
AMR |
LDC2014T12 |
Transformer |
| James Goodman, Andreas Vlachos, Jason Naradowsky, 2016. Noise reduction and targeted exploration in imitation learning for Abstract Meaning Representation parsing |
AMR |
LDC2014T12 |
DAGGER |
| Young-Suk Lee, Ramon Fernandez Astudillo, Tahira Naseem, Revanth Gangi Reddy, Radu Florian, Salim Roukos, 2020. Pushing the Limits of AMR Parsing with Self-Learning |
AMR |
LDC2014T12 |
Transformer |
| Yijia Liu, Wanxiang Che, Bo Zheng, Bing Qin, Ting Liu, 2018. An AMR Aligner Tuned by Transition-based Parser |
AMR |
LDC2014T12 |
JAMR CAMR |
| Michael Pust, Ulf Hermjakob, Kevin Knight, Daniel Marcu, Jonathan May, 2015. Parsing English into Abstract Meaning Representation Using Syntax-Based Machine Translation |
AMR |
LDC2014T12 |
AMR LM |
| Chuan Wang, Nianwen Xue, Sameer Pradhan, 2015. Boosting Transition-based AMR Parsing with Refined Actions and Auxiliary Analyzers |
AMR |
LDC2014T12 |
Charniak |
| Chuan Wang, Nianwen Xue, 2017. Getting the Most out of AMR Parsing |
AMR |
LDC2014T12 |
LSTM |
| Sheng Zhang, Xutai Ma, Kevin Duh, Benjamin Van Durme, 2019. AMR Parsing as Sequence-to-Graph Transduction |
AMR |
LDC2014T12 |
Transformer |
| Sheng Zhang, Xutai Ma, Kevin Duh, Benjamin Van Durme, 2019. Broad-Coverage Semantic Parsing as Transduction |
AMR |
LDC2014T12 |
Transformer |
| Junsheng Zhou, Feiyu Xu, Hans Uszkoreit, Weiguang Qu, Ran Li, Yanhui Gu, 2016. AMR Parsing with an Incremental Joint Model |
AMR |
LDC2014T12 |
JAMR |