Sentiment Analysis on IMDB, Amazon, Yelp, and TweetEval Average
91.81Average AccuracyIMO-BART
Evaluation Results
| Method | Links | |
|---|---|---|
| IMO-BARTBackbone=BART2024.04 | 91.81 | |
| IMO-BART lastBackbone=BART, Masking=last layer only2024.04 | 90.49 | |
| CHATGPTModel=gpt-3.5-turbo, Evaluation protocol=Few-shot in-context learning2024.04 | 88.66 | |
| ALPACA-7BBackbone=LLaMA 7B, Tuning=fine-tuned2024.04 | 88.52 | |
| PDAApproach=Prompt learning2024.04 | 88.51 | |
| PADAApproach=Prompt learning2024.04 | 87.78 | |
| BARTTuning=fine-tuned2024.04 | 86.8 | |
| BERT-EDAData augmentation=EDA2024.04 | 86.69 | |
| BERT-UDAData augmentation=UDA2024.04 | 86.31 | |
| BERT-PGBData augmentation=PGB2024.04 | 86.11 | |
| ALPACA-7B-LORABackbone=LLaMA 7B, Tuning=LoRA fine-tuned2024.04 | 85.34 | |
| BERTTuning=fine-tuned2024.04 | 84.87 | |
| IMO-BART B2TBackbone=BART, Search strategy=bottom-up layer-wise search2024.04 | 73.33 | |
| IMO-BART w/o sqBackbone=BART, Search strategy=simultaneous search2024.04 | 71.93 |