Zhejiang Yongning Pharma (China)

The Geometry of Chinese Syntax in Pre-trained Language Models: Structural Probes, Pre-training Objectives, and Control Tasks

Do the internal representations of Chinese pre-trained language models (PLMs) encode syntactic structure? This paper systematically applies the structural probe method of Hewitt & Manning (2019) to four models of the same size — three Chinese monolingual models with different pre...

The Geometry of Chinese Syntax in Pre-trained Language Models: Structural Probes, Pre-training Objectives, and Control Tasks

Do the internal representations of Chinese pre-trained language models (PLMs) encode syntactic structure? This paper systematically applies the structural probe method of Hewitt & Manning (2019) to four models of the same size — three Chinese monolingual models with different pre...

The Geometry of Chinese Syntax in Pre-trained Language Models: Structural Probes, Pre-training Objectives, and Control Tasks

Do the internal representations of Chinese pre-trained language models (PLMs) encode syntactic structure? This paper systematically applies the structural probe method of Hewitt & Manning (2019) to four models of the same size — three Chinese monolingual models with different pre...

Safety of TNF-α inhibitors, IL-17 inhibitors, and JAK inhibitors in the treatment of axial spondyloarthritis: a protocol for a multi-method study integrating FAERS data mining, dose–response network meta-analysis, and drug-target Mendelian randomization

Biological and targeted synthetic disease-modifying anti-rheumatic drugs (b/tsDMARDs), including tumor necrosis factor-α inhibitors (TNFi), interleukin-17 inhibitors (IL-17i), and Janus kinase inhibitors (JAKi), are standard treatments for axial spondyloarthritis (axSpA). However...