핵심 개념
IPED proposes an innovative approach for relational triple extraction using an implicit perspective and denoising diffusion model, achieving state-of-the-art performance and efficiency.
통계
IPED achieves state-of-the-art performance on NYT and WebNLG datasets.
IPED surpasses baselines in F1-score on sentences with different overlapping patterns and triple numbers.
IPED demonstrates faster inference speed and lower GPU memory usage compared to baselines.
인용구
"Our classifier-free solution adopts an implicit strategy using block coverage to complete the tables."
"To address the aforementioned issues at a fundamental level, instead of explicitly labeling all the elements, we formulate a fresh perspective to implicitly fill the tables using a block-covered approach."