Text Classification on SST-2 (Accuracy and F1-score)
95.01AccuracyDeBERTa-V3 base + PiFi
Evaluation results
| Method | Links | ||
|---|---|---|---|
| DeBERTa-V3 base + PiFiModel Backbone=DeBERTa-V3-base, PiFi Integration=true, Source LLM=Llama-3.1-8B2025.06 | 95.01 | 94.81 | |
| ELECTRA base + PiFiModel Backbone=ELECTRA-base, PiFi Integration=true, Source LLM=Llama-3.1-8B2025.06 | 94.13 | 93.93 | |
| DeBERTa-V3 baseModel Backbone=DeBERTa-V3-base, PiFi Integration=false2025.06 | 93.74 | 93.55 | |
| ELECTRA baseModel Backbone=ELECTRA-base, PiFi Integration=false2025.06 | 93.42 | 93.24 | |
| DeBERTa base + PiFiModel Backbone=DeBERTa-base, PiFi Integration=true, Source LLM=Llama-3.1-8B2025.06 | 93.04 | 92.83 | |
| DeBERTa baseModel Backbone=DeBERTa-base, PiFi Integration=false2025.06 | 92.6 | 92.36 | |
| RoBERTa base + PiFiModel Backbone=RoBERTa-base, PiFi Integration=true, Source LLM=Llama-3.1-8B2025.06 | 92.54 | 92.28 | |
| RoBERTa baseModel Backbone=RoBERTa-base, PiFi Integration=false2025.06 | 91.65 | 91.37 | |
| BERT base + PiFiModel Backbone=BERT-base, PiFi Integration=true, Source LLM=Llama-3.1-8B2025.06 | 91.5 | 91.25 | |
| BERT baseModel Backbone=BERT-base, PiFi Integration=false2025.06 | 89.41 | 89.07 |