Meng Jiang

Investigating Cross-Domain Behaviors of BERT in Review Understanding

2023 · arXiv (Cornell University)

Review score prediction requires review text understanding, a critical real-world application of natural language processing. Due to dissimilar text domains in product reviews, a common practice is fine-tuning BERT models upon reviews of differing domains. …

A Practical Approach of Integrating Traditional Cultural Elements into Art and Design Talent Cultivation in Colleges and Universities under the Background of Deep Learning

2024 · Applied Mathematics and Nonlinear Sciences

Abstract Chinese traditional culture has rich cultural connotations, which has an important role in promoting the development of modern art and design education. The study examines the application of deep learning technology in art and …

Enabling On-Device Large Language Model Personalization with Self-Supervised Data Selection and Synthesis

2024

After a large language model (LLM) is deployed on edge devices, it is desirable for these devices to learn from user-generated conversation data to generate user-specific and personalized responses in real-time. However, user-generated data usually …