Text Classification on IMDB (test) (Accuracy)
95.38AccuracyMoLAM
Evaluation results
| Method | Links | |
|---|---|---|
| MoLAMMethod Category=Others2026.01 | 95.38 | |
| MoLMethod Category=Others2026.01 | 95.34 | |
| YIMethod Category=Single LLM2026.01 | 95.03 | |
| FixMatchMethod Category=Others2026.01 | 94.9 | |
| SNAILMethod Category=Others2026.01 | 94.89 | |
| NoiseALNoise Type=Asymmetric, Noise Ratio=20%2025.04 | 94.6 | |
| NoiseALNoise Type=Symmetric, Noise Ratio=20%2025.04 | 94.56 | |
| NoiseALBackbone=BERT, Noise Type=real-noisy2025.04 | 94.52 | |
| NoiseALNoise Type=Instance-dependent, Noise Ratio=20%2025.04 | 94.28 | |
| Logits-basedMethod Category=LLM Ensem.2026.01 | 94.21 | |
| Vote-basedMethod Category=LLM Ensem.2026.01 | 94.18 | |
| DyGenBackbone=BERT, Noise Type=real-noisy2025.04 | 94.05 | |
| QWENMethod Category=Single LLM2026.01 | 94.03 | |
| Co-TeachingBackbone=BERT, Noise Type=real-noisy2025.04 | 93.94 | |
| SelfMixNoise Type=Symmetric, Noise Ratio=20%2025.04 | 93.78 | |
| NoiseALNoise Type=Asymmetric, Noise Ratio=40%2025.04 | 93.76 | |
| SCEBackbone=BERT, Noise Type=real-noisy2025.04 | 93.74 | |
| GEMMAMethod Category=Single LLM2026.01 | 93.73 | |
| NoiseALNoise Type=Symmetric, Noise Ratio=40%2025.04 | 93.72 | |
| SelfMixBackbone=BERT, Noise Type=real-noisy2025.04 | 93.62 | |
| CLBackbone=BERT, Noise Type=real-noisy2025.04 | 93.56 | |
| ELRBackbone=BERT, Noise Type=real-noisy2025.04 | 93.52 | |
| CLNoise Type=Asymmetric, Noise Ratio=20%2025.04 | 93.49 | |
| BERTBackbone=BERT, Noise Type=real-noisy2025.04 | 93.24 | |
| PAGMethod Category=Others2026.01 | 93.22 | |
| CLNoise Type=Symmetric, Noise Ratio=20%2025.04 | 93.15 | |
| ELRNoise Type=Asymmetric, Noise Ratio=20%2025.04 | 92.95 | |
| ELRNoise Type=Symmetric, Noise Ratio=20%2025.04 | 92.86 | |
| Co-TeachingNoise Type=Symmetric, Noise Ratio=20%2025.04 | 92.66 | |
| Co-TeachingNoise Type=Asymmetric, Noise Ratio=20%2025.04 | 92.62 | |
| SelfMixNoise Type=Asymmetric, Noise Ratio=40%2025.04 | 92.34 | |
| BERT-base w/ NS-LFBackbone=BERT-base, NS-LF strategy=true2026.04 | 92.2 | |
| SelfMixNoise Type=Asymmetric, Noise Ratio=20%2025.04 | 92.08 | |
| DAMethod Category=Others2026.01 | 92.06 | |
| SelfMixNoise Type=Symmetric, Noise Ratio=40%2025.04 | 91.94 | |
| RoBERTaNoise Type=Symmetric, Noise Ratio=20%2025.04 | 91.9 | |
| BERT-baseBackbone=BERT-base, NS-LF strategy=false2026.04 | 91.8 | |
| LLAMAMethod Category=Single LLM2026.01 | 91.72 | |
| SCENoise Type=Symmetric, Noise Ratio=20%2025.04 | 91.2 | |
| RoBERTaNoise Type=Asymmetric, Noise Ratio=20%2025.04 | 91.02 | |
| DyGenNoise Type=Symmetric, Noise Ratio=20%2025.04 | 90.46 | |
| DyGenNoise Type=Asymmetric, Noise Ratio=20%2025.04 | 90.4 | |
| CLNoise Type=Instance-dependent, Noise Ratio=20%2025.04 | 90.28 | |
| NoiseALNoise Type=Instance-dependent, Noise Ratio=40%2025.04 | 90.25 | |
| Co-TeachingNoise Type=Instance-dependent, Noise Ratio=20%2025.04 | 90.11 | |
| Co-TeachingNoise Type=Asymmetric, Noise Ratio=40%2025.04 | 90.03 | |
| SCPLArchitecture=LSTM2026.01 | 89.84 | |
| BPArchitecture=LSTM2026.01 | 89.68 | |
| DyGenNoise Type=Instance-dependent, Noise Ratio=20%2025.04 | 89.53 | |
| Co-TeachingNoise Type=Symmetric, Noise Ratio=40%2025.04 | 89.32 | |
| ELRNoise Type=Instance-dependent, Noise Ratio=20%2025.04 | 89.29 | |
| CLNoise Type=Asymmetric, Noise Ratio=40%2025.04 | 89.24 | |
| SCPLArchitecture=Transformer2026.01 | 89.03 | |
| ELRNoise Type=Asymmetric, Noise Ratio=40%2025.04 | 88.83 | |
| MISTRALMethod Category=Single LLM2026.01 | 88.35 | |
| SCENoise Type=Asymmetric, Noise Ratio=40%2025.04 | 88 | |
| CLNoise Type=Symmetric, Noise Ratio=40%2025.04 | 87.97 | |
| ELRNoise Type=Symmetric, Noise Ratio=40%2025.04 | 87.85 | |
| BPArchitecture=Transformer2026.01 | 87.54 | |
| SCENoise Type=Symmetric, Noise Ratio=40%2025.04 | 87.4 | |
| ALArchitecture=LSTM2026.01 | 86.41 | |
| RoBERTaNoise Type=Instance-dependent, Noise Ratio=20%2025.04 | 86.37 | |
| SCENoise Type=Instance-dependent, Noise Ratio=20%2025.04 | 86.21 | |
| SCENoise Type=Asymmetric, Noise Ratio=20%2025.04 | 86.2 | |
| ALArchitecture=Transformer2026.01 | 85.65 | |
| SelfMixNoise Type=Instance-dependent, Noise Ratio=20%2025.04 | 85.61 | |
| DyGenNoise Type=Symmetric, Noise Ratio=40%2025.04 | 84.53 | |
| Early ExitArchitecture=LSTM2026.01 | 84.34 | |
| DyGenNoise Type=Asymmetric, Noise Ratio=40%2025.04 | 84.31 | |
| RoBERTaNoise Type=Symmetric, Noise Ratio=40%2025.04 | 82.69 | |
| SelfMixNoise Type=Instance-dependent, Noise Ratio=40%2025.04 | 80.94 | |
| RoBERTaNoise Type=Asymmetric, Noise Ratio=40%2025.04 | 80.78 | |
| Co-TeachingNoise Type=Instance-dependent, Noise Ratio=40%2025.04 | 80.65 | |
| DyGenNoise Type=Instance-dependent, Noise Ratio=40%2025.04 | 80.28 | |
| Early ExitArchitecture=Transformer2026.01 | 80.24 | |
| CLNoise Type=Instance-dependent, Noise Ratio=40%2025.04 | 78.84 | |
| ELRNoise Type=Instance-dependent, Noise Ratio=40%2025.04 | 77.37 | |
| TextCNN w/ NS-LFBackbone=TextCNN, NS-LF strategy=true2026.04 | 76.6 | |
| SCENoise Type=Instance-dependent, Noise Ratio=40%2025.04 | 76.22 | |
| TextCNNBackbone=TextCNN, NS-LF strategy=false2026.04 | 75.6 | |
| RoBERTaNoise Type=Instance-dependent, Noise Ratio=40%2025.04 | 73.35 |