notesum.ai
Published at October 22Dynamic Adaptive Rank Space Exploration for Efficient Sentiment Analysis with Large Language Models
cs.LG
cs.AI
Released Date: October 22, 2024
Authors: Hongcheng Ding1, Fuzhen Hu2, Xuanze Zhao3, Zixiao Jiang1, Shamsul Nahar Abdullah3, Deshinta Arrova Dewi3
Aff.: 1Guangdong ATV College of Performing Arts, China; 2Chinese Academy of Medical Sciences and Peking Union Medical College, China; 3INTI International University, Malaysia

| Epoch | MSE | MAE | RMSE | R2 (%) | ACC (%) | Pre. (%) | Recall (%) | F1 (%) | GPU |
|---|---|---|---|---|---|---|---|---|---|
| 20 | 0.020452 | 0.105012 | 0.143009 | 77.03 | 74.18 | 77.08 | 74.18 | 74.99 | 21,872 |
| 40 | 0.021576 | 0.104977 | 0.146887 | 75.77 | 73.97 | 76.17 | 73.97 | 74.47 | MiB |
| 60 | 0.022072 | 0.105496 | 0.148566 | 75.21 | 74.61 | 76.19 | 74.61 | 74.97 | Time |
| 80 | 0.022299 | 0.106003 | 0.149330 | 74.96 | 74.01 | 76.20 | 74.01 | 74.65 | 229,915 |
| 100 | 0.022443 | 0.106440 | 0.149811 | 74.80 | 74.23 | 76.46 | 74.23 | 74.93 | seconds |