no code implementations • 18 Dec 2024 • Yuzhong Hong, Hanshan Zhang, Junwei Bao, Hongfei Jiang, Yang song
As a better alternative, we propose an energy-based model (EBM) that always has a unique MLE, inherently satisfying the linearity requirement.
1 code implementation • 17 Dec 2024 • Yuchen Fan, Yuzhong Hong, Qiushi Wang, Junwei Bao, Hongfei Jiang, Yang song
Alignment, endowing a pre-trained Large language model (LLM) with the ability to follow instructions, is crucial for its real-world applications.
no code implementations • 9 Dec 2024 • Qiushi Wang, Yuchen Fan, Junwei Bao, Hongfei Jiang, Yang song
In recent years, Parameter-Efficient Fine-Tuning (PEFT) methods like Low-Rank Adaptation (LoRA) have significantly enhanced the adaptability of large-scale pre-trained models.
no code implementations • 9 Aug 2024 • Guanming Xiong, Junwei Bao, Hongfei Jiang, Yang song, Wen Zhao
This study explores text-to-SQL parsing by leveraging the powerful reasoning capabilities of large language models (LLMs).
no code implementations • 3 Jul 2023 • Tianye Wang, Haoxuan Yao, Tai Sing Lee, Jiayi Hong, Yang Li, Hongfei Jiang, Ian Max Andolina, Shiming Tang
To gain deeper insights into visual processing of natural scenes, we utilized widefield calcium-imaging of primate V4 in response to many natural images, generating a large dataset of columnar-scale responses.
no code implementations • 26 Oct 2022 • Hanshan Zhang, Zhen Zhang, Hongfei Jiang, Yang song
Active learning for sentence understanding attempts to reduce the annotation cost by identifying the most informative examples.