WikiDiverse: A Multimodal Entity Linking Dataset with Diversified Contextual Topics and Entity Types

3 code implementations • ACL 2022 • Xuwu Wang, Junfeng Tian, Min Gui, Zhixu Li, Rui Wang, Ming Yan, Lihan Chen, Yanghua Xiao

In this paper, we present WikiDiverse, a high-quality human-annotated MEL dataset with diversified contextual topics and entity types from Wikinews, which uses Wikipedia as the corresponding knowledge base.

Entity Linking

FL-Tuning: Layer Tuning for Feed-Forward Network in Transformer

1 code implementation • 30 Jun 2022 • Jingping Liu, Yuqiu Song, Kui Xue, Hongli Sun, Chao Wang, Lihan Chen, Haiyun Jiang, Jiaqing Liang, Tong Ruan

Specifically, we focus on layer tuning for feed-forward network in the Transformer, namely FL-tuning.

Model Optimization

Collective Loss Function for Positive and Unlabeled Learning

no code implementations • 6 May 2020 • Chenhao Xie, Qiao Cheng, Jiaqing Liang, Lihan Chen, Yanghua Xiao

On the contrary, traditional machine learning algorithms often rely on negative examples, otherwise the model would be prone to collapse and always-true predictions.

Rule Mining over Knowledge Graphs via Reinforcement Learning

no code implementations • 21 Feb 2022 • Lihan Chen, Sihang Jiang, Jingping Liu, Chao Wang, Sheng Zhang, Chenhao Xie, Jiaqing Liang, Yanghua Xiao, Rui Song

Knowledge graphs (KGs) are an important source repository for a wide range of applications and rule mining from KGs recently attracts wide research interest in the KG-related research community.

Knowledge Graphs reinforcement-learning +1