List your company

Document Classification on Rakuten Amazon JA (accuracy)

83.34AccuracyNMTM + LLM-XTM
67.552871.651475.7579.8486May 5, 2026

Evaluation results

MethodLinks
NMTM + LLM-XTMEvaluation Protocol=Intra-lingual (-I), Features=document-topic vectors (θ), Classifier=Linear SVM2026.0583.34
InfoCTM + LLM-XTMEvaluation Protocol=Intra-lingual (-I), Features=document-topic vectors (θ), Classifier=Linear SVM2026.0582.96
NMTMEvaluation Protocol=Intra-lingual (-I), Features=document-topic vectors (θ), Classifier=Linear SVM2026.0582.64
InfoCTMEvaluation Protocol=Intra-lingual (-I), Features=document-topic vectors (θ), Classifier=Linear SVM2026.0582.56
InfoCTM + LLM-XTMEvaluation Protocol=Cross-lingual (-C), Features=document-topic vectors (θ), Classifier=Linear SVM2026.0578.75
InfoCTMEvaluation Protocol=Cross-lingual (-C), Features=document-topic vectors (θ), Classifier=Linear SVM2026.0573.42
NMTM + LLM-XTMEvaluation Protocol=Cross-lingual (-C), Features=document-topic vectors (θ), Classifier=Linear SVM2026.0572.82
NMTMEvaluation Protocol=Cross-lingual (-C), Features=document-topic vectors (θ), Classifier=Linear SVM2026.0568.16