Twitter Text Classification on TweetEval latest (test)
0.297EmojiRoBERTa-base (Expert)
Evaluation Results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| RoBERTa-base (Expert)Backbone=RoBERTa-base, Training=Fine-tuned2024.02 | 0.297 | 0.807 | 0.816 | 0.522 | 0.72 | 0.543 | 0.716 | |
| GPT-3.5-turbo (ZS-CoT) + PANDABackbone=GPT-3.5-turbo, Prompting Strategy=Zero-Shot Chain-of-Thought, PANDA Enhancement=true2024.02 | 0.201 | 0.611 | 0.471 | 0.477 | 0.425 | 0.475 | 0.501 | |
| GPT-3.5-turbo (FS-CoT) + PANDABackbone=GPT-3.5-turbo, Prompting Strategy=Few-Shot Chain-of-Thought, PANDA Enhancement=true2024.02 | 0.19 | 0.575 | 0.488 | 0.663 | 0.282 | 0.632 | 0.485 | |
| GPT-3.5-turbo (FS-CoT)Backbone=GPT-3.5-turbo, Prompting Strategy=Few-Shot Chain-of-Thought2024.02 | 0.183 | 0.526 | 0.481 | 0.617 | 0.224 | 0.583 | 0.484 | |
| GPT-3.5-turbo (ZS-CoT)Backbone=GPT-3.5-turbo, Prompting Strategy=Zero-Shot Chain-of-Thought2024.02 | 0.151 | 0.534 | 0.449 | 0.399 | 0.237 | 0.489 | 0.486 | |
| GPT-3.5-turbo (Zero-Shot) + PANDABackbone=GPT-3.5-turbo, Prompting Strategy=Zero-Shot, PANDA Enhancement=true2024.02 | 0.106 | 0.611 | 0.689 | 0.601 | 0.483 | 0.652 | 0.658 | |
| GPT-3.5-turbo (Few-Shot) + PANDABackbone=GPT-3.5-turbo, Prompting Strategy=Few-Shot, PANDA Enhancement=true2024.02 | 0.103 | 0.779 | 0.729 | 0.611 | 0.554 | 0.691 | 0.671 | |
| GPT-3.5-turbo (Few-Shot)Backbone=GPT-3.5-turbo, Prompting Strategy=Few-Shot2024.02 | 0.088 | 0.741 | 0.742 | 0.584 | 0.256 | 0.503 | 0.659 | |
| GPT-3.5-turbo (Zero-Shot)Backbone=GPT-3.5-turbo, Prompting Strategy=Zero-Shot2024.02 | 0.084 | 0.657 | 0.696 | 0.556 | 0.354 | 0.636 | 0.63 |