A high precision pipeline for financial knowledge graph construction

S Elhammadi, LVS Lakshmanan, R Ng… - Proceedings of the …, 2020 - aclanthology.org
Motivated by applications such as question answering, fact checking, and data integration,
there is significant interest in constructing knowledge graphs by extracting information from …

The role of" condition" a novel scientific knowledge graph representation and construction model

T Jiang, T Zhao, B Qin, T Liu, NV Chawla… - Proceedings of the 25th …, 2019 - dl.acm.org
Conditions play an essential role in scientific observations, hypotheses, and statements.
Unfortunately, existing scientific knowledge graphs (SciKGs) represent factual knowledge as …

Extracting fact-condition relation from geological papers via deep structured semantic model with multi-grained representation

Q Chen, H Yao, D Zhou, S Li, L Dong - Computers & Geosciences, 2023 - Elsevier
The fact-condition statement plays a significant role in the geological papers, where
geological theory or phenomenon as a fact is constrained by its precondition. This constraint …

New frontiers of scientific text mining: tasks, data, and tools

X Wang, H Wang, H Ji, J Han - Proceedings of the 28th ACM SIGKDD …, 2022 - dl.acm.org
Exploring the vast amount of rapidly growing scientific text data is highly beneficial for real-
world scientific discovery. However, scientific text mining is particularly challenging due to …

PromptRE: Weakly-Supervised Document-Level Relation Extraction via Prompting-Based Data Programming

C Gao, X Fan, J Sun, X Wang - arxiv preprint arxiv:2310.09265, 2023 - arxiv.org
Relation extraction aims to classify the relationships between two entities into pre-defined
categories. While previous research has mainly focused on sentence-level relation …

Concepts of neighbors and their application to instance-based learning on relational data

HA Ayats, P Cellier, S Ferré - International Journal of Approximate …, 2024 - Elsevier
Abstract Knowledge graphs and other forms of relational data have become a widespread
kind of data, and powerful methods to analyze and learn from them are needed. Formal …

Evidenceminer: Textual evidence discovery for life sciences

X Wang, Y Guan, W Liu, A Chauhan… - Proceedings of the …, 2020 - aclanthology.org
Traditional search engines for life sciences (eg, PubMed) are designed for document
retrieval and do not allow direct retrieval of specific statements. Some of these statements …

Biomedical knowledge graphs construction from conditional statements

T Jiang, Q Zeng, T Zhao, B Qin, T Liu… - … ACM transactions on …, 2020 - ieeexplore.ieee.org
Conditions play an essential role in biomedical statements. However, existing biomedical
knowledge graphs (BioKGs) only focus on factual knowledge, organized as a flat relational …

[HTML][HTML] Fact-condition statements and super relation extraction for geothermic knowledge graphs construction

Q Chen, H Yao, S Li, X Li, X Kang, W Lai, J Kuang - Geoscience Frontiers, 2023 - Elsevier
Researchers utilize information from the geoscience literature to deduce the regional or
global geological evolution. Traditionally this process has relied on the labor of researchers …

Multi-input multi-output sequence labeling for joint extraction of fact and condition tuples from scientific text

T Jiang, T Zhao, B Qin, T Liu, N Chawla… - Proceedings of the 2019 …, 2019 - par.nsf.gov
Condition is essential in scientific statement. Without the conditions (eg, equipment,
environment) that were precisely specified, facts (eg, observations) in the statements may no …