2 papers
cs.LG2025
Large Language Model Compression via the Nested Activation-Aware Decomposition
Jun Lu, Tianyi Xu, Bill Ding +2
In this paper, we tackle the critical challenge of compressing large language models (LLMs) to facilitate their practical deployment and broader adoption. We introduce a novel post…
cs.CL2024
Improving embedding with contrastive fine-tuning on small datasets with expert-augmented scores
Jun Lu, David Li, Bill Ding +1
This paper presents an approach to improve text embedding models through contrastive fine-tuning on small datasets augmented with expert scores. It focuses on enhancing semantic te…