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Text Classification on R52 (Micro-F1)

96.73Micro-F1LR
74.3780.17585.9891.785Apr 29, 2026

Evaluation results

MethodLinks
LREmbedding Type=Fine-tuned SBERT (F)2026.0496.73
Linear ProbingEmbedding Type=Fine-tuned SBERT (F)2026.0496.71
BertGCNDescription=Co-trained BERT with TextGCN2026.0496.6
ModTGCNEmbedding Type=Fine-tuned SBERT (F)2026.0496.16
ModTGCNEmbedding Type=Fine-tuned SBERT (F), Warmup=true2026.0496.14
ModTGCN(F)Embedding Setting=Fine-tuned2026.0496.14
LREmbedding Type=Pre-trained SBERT (P)2026.0495.63
Linear ProbingEmbedding Type=Pre-trained SBERT (P)2026.0495.26
TensorGCN2026.0495.05
ModTGCNEmbedding Type=Pre-trained SBERT (P)2026.0494.54
ModTGCN(P)Embedding Setting=Pre-trained2026.0494.54
WCTextGCN2026.0493.88
TextGCN2026.0493.56
U-TextGCN2026.0493.45
GPT-3Evaluation Protocol=Few-shot, k=162026.0491.56
ChatGPTEvaluation Protocol=Few-shot, k=52026.0490.13
GPT-3Evaluation Protocol=Zero-shot2026.0489.06
ChatGPTEvaluation Protocol=Few-shot, k=22026.0481.68
ChatGPTEvaluation Protocol=Zero-shot2026.0475.23