no code implementations • 6 May 2024 • Jin Han, Zhe Zheng, Xin-Zheng Lu, Ke-Yin Chen, Jia-Rui Lin
First, a few categories are introduced to classify and filter microblogs considering their relationship to the physical and social impacts of earthquakes, and a dataset comprising 7282 earthquake-related microblogs from twenty earthquakes in different locations is developed as well.
1 code implementation • 24 Sep 2023 • Zhe Zheng, Yu-Cheng Zhou, Ke-Yin Chen, Xin-Zheng Lu, Zhong-Tian She, Jia-Rui Lin
It is also illustrated that the proposed classification method can enhance downstream ARI methods with an improvement of 4%.
no code implementations • 17 Aug 2023 • Zhe Zheng, Ke-Yin Chen, Xin-Yu Cao, Xin-Zheng Lu, Jia-Rui Lin
Further proof of concept in automated rule interpretation also demonstrates the possibility of LLM-FuncMapper in interpreting complex regulatory clauses.
no code implementations • 12 Dec 2022 • Zhe Zheng, Bo-Rui Kang, Qi-Tian Yuan, Yu-Cheng Zhou, Xin-Zheng Lu, Jia-Rui Lin
Automated rule checking (ARC), which is expected to promote the efficiency of the compliance checking process in the architecture, engineering, and construction (AEC) industry, is gaining increasing attention.
no code implementations • 12 Dec 2022 • Zhe Zheng, Hong-Zheng Shi, Yu-Cheng Zhou, Xin-Zheng Lu, Jia-Rui Lin
Then, after data cleaning a series of analyses are conducted including (1) the hot words analysis, (2) the trend of the number of microblogs, (3) the trend of public opinion sentiment, and (4) a keyword and rule-based text classification for earthquake impact analysis.
1 code implementation • 9 Mar 2022 • Zhe Zheng, Xin-Zheng Lu, Ke-Yin Chen, Yu-Cheng Zhou, Jia-Rui Lin
To this end, this work systematically explores the impacts of domain corpora and various transfer learning techniques on the performance of DL models for IR tasks and proposes a pretrained domain-specific language model for the AEC domain.