no code implementations • Findings (EMNLP) 2021 • Xin Huang, Jung-jae Kim, Bowei Zou
Complex question answering over knowledge base remains as a challenging task because it involves reasoning over multiple pieces of information, including intermediate entities/relations and other constraints.
no code implementations • SemEval (NAACL) 2022 • Chen Tao, Jung-jae Kim
We present a multi-modal deep learning system for the Multimedia Automatic Misogyny Identification (MAMI) challenge, a SemEval task of identifying and classifying misogynistic messages in online memes.
1 code implementation • 7 May 2023 • Kuicai Dong, Aixin Sun, Jung-jae Kim, XiaoLi Li
We formally define the research problem of tuple-level speculation detection and conduct a detailed data analysis on the LSOIE dataset which contains labels for speculative tuples.
1 code implementation • 5 May 2023 • Kuicai Dong, Aixin Sun, Jung-jae Kim, XiaoLi Li
Accordingly, we propose a simple BERT-based model for sentence chunking, and propose Chunk-OIE for tuple extraction on top of SaC.
1 code implementation • 5 Dec 2022 • Kuicai Dong, Aixin Sun, Jung-jae Kim, XiaoLi Li
In this paper, we model both constituency and dependency trees into word-level graphs, and enable neural OpenIE to learn from the syntactic structures.
Ranked #1 on Open Information Extraction on LSOIE-wiki
no code implementations • 9 Nov 2022 • Yew Lee Tan, Ernest Yu Kai Chew, Adams Wai-Kin Kong, Jung-jae Kim, Joo Hwee Lim
To generate the portmanteau feature, a non-linear input pipeline with a block matrix initialization is presented.
no code implementations • 9 Nov 2022 • Yew Lee Tan, Adams Wai-Kin Kong, Jung-jae Kim
PTIE is a transformer model that can process multiple patch resolutions and decode in both the original and reverse character orders.
1 code implementation • Findings (ACL) 2021 • Kuicai Dong, Yilin Zhao, Aixin Sun, Jung-jae Kim, XiaoLi Li
Both DocOIE dataset and DocIE model are released for public.
Ranked #1 on Open Information Extraction on DocOIE-transportation