Leveraging Biases in Large Language Models: "bias-kNN'' for Effective Few-Shot Learning

no code implementations • 18 Jan 2024 • Yong Zhang, Hanzhang Li, Zhitao Li, Ning Cheng, Ming Li, Jing Xiao, Jianzong Wang

Large Language Models (LLMs) have shown significant promise in various applications, including zero-shot and few-shot learning.

Few-Shot Learning In-Context Learning +2

Boosting Chinese ASR Error Correction with Dynamic Error Scaling Mechanism

no code implementations • 7 Aug 2023 • Jiaxin Fan, Yong Zhang, Hanzhang Li, Jianzong Wang, Zhitao Li, Sheng Ouyang, Ning Cheng, Jing Xiao

Chinese Automatic Speech Recognition (ASR) error correction presents significant challenges due to the Chinese language's unique features, including a large character set and borderless, morpheme-based structure.

Automatic Speech Recognition Automatic Speech Recognition (ASR) +1

PVT-COV19D: Pyramid Vision Transformer for COVID-19 Diagnosis

no code implementations • 30 Jun 2022 • Lilang Zheng, Jiaxuan Fang, Xiaorun Tang, Hanzhang Li, Jiaxin Fan, Tianyi Wang, Rui Zhou, Zhaoyan Yan

A large number of experiments on the COV19-CT-DB dataset demonstrate the effectiveness of the proposed method.

COVID-19 Diagnosis