Topic Classification on TREC (test)
97.8AccuracySFT
Evaluation results
| Method | Links | |
|---|---|---|
| SFTSLM Backbone=RoBERTa-Base2025.06 | 97.8 | |
| CanDistallLLM Annotator=GPT-3.5, SLM Backbone=RoBERTa-Base2025.06 | 87.8 | |
| CanDistaddLLM Annotator=GPT-3.5, SLM Backbone=RoBERTa-Base2025.06 | 83.13 | |
| FreeALLLM Annotator=GPT-3.5, SLM Backbone=RoBERTa-Base2025.06 | 82.33 | |
| SuperICLLLM Annotator=GPT-3.5, SLM Backbone=RoBERTa-Base2025.06 | 81.6 | |
| DistillationLLM Annotator=GPT-3.5, SLM Backbone=RoBERTa-Base2025.06 | 81 | |
| CoTLLM Annotator=GPT-3.52025.06 | 80.6 | |
| AnnoLLMLLM Annotator=GPT-3.52025.06 | 79.6 | |
| Few-shotLLM Annotator=GPT-3.52025.06 | 77.2 | |
| SCLLM Annotator=GPT-3.52025.06 | 76 | |
| Zero-shotLLM Annotator=GPT-3.52025.06 | 72.2 |