3 papers
cs.LG2025
VL-RouterBench: A Benchmark for Vision-Language Model Routing
Zhehao Huang, Baijiong Lin, Jingyuan Zhang +5
Multi-model routing has evolved from an engineering technique into essential infrastructure, yet existing work lacks a systematic, reproducible benchmark for evaluating vision-lang…
cs.DC2024
Training Overhead Ratio: A Practical Reliability Metric for Large Language Model Training Systems
Ning Lu, Qian Xie, Hao Zhang +4
Large Language Models (LLMs) are revolutionizing the AI industry with their superior capabilities. Training these models requires large-scale GPU clusters and significant computing…
cs.LG2024
Applying Fine-Tuned LLMs for Reducing Data Needs in Load Profile Analysis
Yi Hu, Hyeonjin Kim, Kai Ye +1
This paper presents a novel method for utilizing fine-tuned Large Language Models (LLMs) to minimize data requirements in load profile analysis, demonstrated through the restoratio…