Natural Language Inference on CoLA
86.26AccuracyELECTRA base + PiFi
Evaluation results
| Method | Links | ||
|---|---|---|---|
| ELECTRA base + PiFiModel Backbone=ELECTRA-base, PiFi Integration=true, Source LLM=Llama-3.1-8B2025.06 | 86.26 | 0.8081 | |
| DeBERTa-V3 base + PiFiModel Backbone=DeBERTa-V3-base, PiFi Integration=true, Source LLM=Llama-3.1-8B2025.06 | 86.07 | 0.8118 | |
| DeBERTa-V3 baseModel Backbone=DeBERTa-V3-base2025.06 | 84.75 | 0.8015 | |
| ELECTRA baseModel Backbone=ELECTRA-base2025.06 | 83.99 | 0.7757 | |
| RoBERTa base + PiFiModel Backbone=RoBERTa-base, PiFi Integration=true, Source LLM=Llama-3.1-8B2025.06 | 82.29 | 0.7526 | |
| BERT base + PiFiModel Backbone=BERT-base, PiFi Integration=true, Source LLM=Llama-3.1-8B2025.06 | 82.07 | 0.7523 | |
| DeBERTa base + PiFiModel Backbone=DeBERTa-base, PiFi Integration=true, Source LLM=Llama-3.1-8B2025.06 | 80.87 | 0.7347 | |
| RoBERTa baseModel Backbone=RoBERTa-base2025.06 | 80.55 | 0.7192 | |
| BERT baseModel Backbone=BERT-base2025.06 | 80.1 | 0.7398 | |
| DeBERTa baseModel Backbone=DeBERTa-base2025.06 | 80.04 | 0.7216 |