Ontology Classification on DBpedia (train)
98.67AccuracyCanDistadd
Evaluation Results
| Method | Links | |
|---|---|---|
| CanDistaddLLM Annotator=GPT-3.5, SLM Backbone=RoBERTa-Base2025.06 | 98.67 | |
| CanDistallLLM Annotator=GPT-3.5, SLM Backbone=RoBERTa-Base2025.06 | 98.54 | |
| FreeALLLM Annotator=GPT-3.5, SLM Backbone=RoBERTa-Base2025.06 | 97.76 | |
| SuperICLLLM Annotator=GPT-3.5, SLM Backbone=RoBERTa-Base2025.06 | 97.55 | |
| DistillationLLM Annotator=GPT-3.5, SLM Backbone=RoBERTa-Base2025.06 | 97.52 | |
| AnnoLLMLLM Annotator=GPT-3.52025.06 | 95.62 | |
| SCLLM Annotator=GPT-3.52025.06 | 95.6 | |
| Few-shotLLM Annotator=GPT-3.52025.06 | 95.41 | |
| Zero-shotLLM Annotator=GPT-3.52025.06 | 93.33 | |
| CoTLLM Annotator=GPT-3.52025.06 | 91.85 |