Text Classification on Trec 20%S (test)
98.6AccuracyBase (Clean)
Evaluation Results
| Method | Links | |
|---|---|---|
| Base (Clean)backbone=Llama3.1-8B-Instruct, training_data=ground truth2025.10 | 98.6 | |
| Delorabackbone=Llama3.1-8B-Instruct2025.10 | 98.46 | |
| NoiseALbackbone=Llama3.1-8B-Instruct2025.10 | 97.3 | |
| SelfMixbackbone=Llama3.1-8B-Instruct2025.10 | 96.21 | |
| CleaRbackbone=Llama3.1-8B-Instruct2025.10 | 96.01 | |
| Co-Teachingbackbone=Llama3.1-8B-Instruct2025.10 | 95.51 | |
| SENTbackbone=Llama3.1-8B-Instruct2025.10 | 95.49 | |
| LAFTbackbone=Llama3.1-8B-Instruct2025.10 | 95.42 | |
| Basebackbone=Llama3.1-8B-Instruct, training_data=noisy2025.10 | 95.2 | |
| LLM-basemodel=GPT-4o2025.10 | 71.35 |