no code implementations • 15 Apr 2024 • Jiayi Li, Ruilin Luo, Jiaqi Sun, Jing Xiao, Yujiu Yang
In this paper, we investigate three crucial processes relevant to real-world construction scenarios: (a) the verification process, which arises from the necessity and limitations of human verifiers; (b) the mining process, which identifies the most promising candidates for verification; and (c) the training process, which harnesses verified data for subsequent utilization; in order to achieve a transition toward more realistic challenges.
1 code implementation • 22 Feb 2024 • Zicheng Lin, Zhibin Gou, Tian Liang, Ruilin Luo, Haowei Liu, Yujiu Yang
Utilizing CriticBench, we evaluate and dissect the performance of 17 LLMs in generation, critique, and correction reasoning, i. e., GQC reasoning.
no code implementations • 11 Jan 2024 • Ruilin Luo, Tianle Gu, Haoling Li, Junzhe Li, Zicheng Lin, Jiayi Li, Yujiu Yang
Temporal Knowledge Graph Completion (TKGC) is a complex task involving the prediction of missing event links at future timestamps by leveraging established temporal structural knowledge.
1 code implementation • 25 Sep 2023 • Jiayi Li, Ruilin Luo, Jiaqi Sun, Jing Xiao, Yujiu Yang
Bilinear based models are powerful and widely used approaches for Knowledge Graphs Completion (KGC).
Ranked #5 on Link Property Prediction on ogbl-biokg