Sentiment Classification on Multilingual Amazon Reviews Corpus (MARC) Chinese (zh) (test)
69.7Macro F1Semantic Alignment
Evaluation Results
| Method | Links | |
|---|---|---|
| Semantic AlignmentSource Language=ja2023.05 | 69.7 | |
| Random PromptingSource Language=ja2023.05 | 67.8 | |
| Semantic AlignmentSource Language=fr2023.05 | 58.9 | |
| Semantic AlignmentSource Language=es2023.05 | 56.8 | |
| Semantic AlignmentSource Language=Average2023.05 | 55.7 | |
| Semantic AlignmentSource Language=de2023.05 | 48.3 | |
| Random PromptingSource Language=Average2023.05 | 46.2 | |
| Semantic AlignmentSource Language=en2023.05 | 45 | |
| Random PromptingSource Language=es2023.05 | 44.5 | |
| Random PromptingSource Language=de2023.05 | 41.3 | |
| Random PromptingSource Language=fr2023.05 | 41 | |
| Random PromptingSource Language=en2023.05 | 36.2 | |
| X-InSTASource Language=ja2023.05 | 34.8 | |
| Task-based AlignmentSource Language=ja2023.05 | 34.5 | |
| X-InSTASource Language=Average2023.05 | 33.7 | |
| X-InSTASource Language=fr2023.05 | 33.6 | |
| Task-based AlignmentSource Language=Average2023.05 | 33.5 | |
| X-InSTASource Language=en2023.05 | 33.5 | |
| X-InSTASource Language=es2023.05 | 33.4 | |
| Task-based AlignmentSource Language=de2023.05 | 33.3 | |
| Task-based AlignmentSource Language=en2023.05 | 33.3 | |
| Task-based AlignmentSource Language=es2023.05 | 33.3 | |
| Task-based AlignmentSource Language=fr2023.05 | 33.3 | |
| X-InSTASource Language=de2023.05 | 33.3 |