Document Classification on Amazon Review EN
80.03AccuracyInfoCTM + LLM-XTM
Evaluation Results
| Method | Links | |
|---|---|---|
| InfoCTM + LLM-XTMEvaluation Protocol=Intra-lingual (-I), Features=document-topic vectors (θ), Classifier=Linear SVM2026.05 | 80.03 | |
| InfoCTM + LLM-XTMEvaluation Protocol=Intra-lingual (-I), Features=document-topic vectors (θ), Classifier=Linear SVM2026.05 | 79.84 | |
| NMTMEvaluation Protocol=Intra-lingual (-I), Features=document-topic vectors (θ), Classifier=Linear SVM2026.05 | 79.66 | |
| InfoCTMEvaluation Protocol=Intra-lingual (-I), Features=document-topic vectors (θ), Classifier=Linear SVM2026.05 | 79.4 | |
| NMTM + LLM-XTMEvaluation Protocol=Intra-lingual (-I), Features=document-topic vectors (θ), Classifier=Linear SVM2026.05 | 79.23 | |
| InfoCTMEvaluation Protocol=Intra-lingual (-I), Features=document-topic vectors (θ), Classifier=Linear SVM2026.05 | 78.94 | |
| NMTMEvaluation Protocol=Intra-lingual (-I), Features=document-topic vectors (θ), Classifier=Linear SVM2026.05 | 78.59 | |
| NMTM + LLM-XTMEvaluation Protocol=Intra-lingual (-I), Features=document-topic vectors (θ), Classifier=Linear SVM2026.05 | 78.59 | |
| InfoCTM + LLM-XTMEvaluation Protocol=Cross-lingual (-C), Features=document-topic vectors (θ), Classifier=Linear SVM2026.05 | 73.14 | |
| InfoCTMEvaluation Protocol=Cross-lingual (-C), Features=document-topic vectors (θ), Classifier=Linear SVM2026.05 | 69.1 | |
| InfoCTM + LLM-XTMEvaluation Protocol=Cross-lingual (-C), Features=document-topic vectors (θ), Classifier=Linear SVM2026.05 | 68.63 | |
| InfoCTMEvaluation Protocol=Cross-lingual (-C), Features=document-topic vectors (θ), Classifier=Linear SVM2026.05 | 68.62 | |
| NMTM + LLM-XTMEvaluation Protocol=Cross-lingual (-C), Features=document-topic vectors (θ), Classifier=Linear SVM2026.05 | 65.13 | |
| NMTM + LLM-XTMEvaluation Protocol=Cross-lingual (-C), Features=document-topic vectors (θ), Classifier=Linear SVM2026.05 | 62.11 | |
| NMTMEvaluation Protocol=Cross-lingual (-C), Features=document-topic vectors (θ), Classifier=Linear SVM2026.05 | 61.04 | |
| NMTMEvaluation Protocol=Cross-lingual (-C), Features=document-topic vectors (θ), Classifier=Linear SVM2026.05 | 59.2 |