Text Classification on Tweet Sentiment
93.25F1 ScoreDeBERTa-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 | 93.25 | — | — | 93.8 | |
| ELECTRA base + PiFiModel Backbone=ELECTRA-base, PiFi Integration=true, Source LLM=Llama-3.1-8B2025.06 | 92.7 | — | — | 93.31 | |
| BERT base + PiFiModel Backbone=BERT-base, PiFi Integration=true, Source LLM=Llama-3.1-8B2025.06 | 92.24 | — | — | 92.95 | |
| DeBERTa base + PiFiModel Backbone=DeBERTa-base, PiFi Integration=true, Source LLM=Llama-3.1-8B2025.06 | 91.52 | — | — | 92.17 | |
| RoBERTa base + PiFiModel Backbone=RoBERTa-base, PiFi Integration=true, Source LLM=Llama-3.1-8B2025.06 | 91.15 | — | — | 91.85 | |
| DeBERTa-V3 baseModel Backbone=DeBERTa-V3-base2025.06 | 90.66 | — | — | 91.29 | |
| ELECTRA baseModel Backbone=ELECTRA-base2025.06 | 89.89 | — | — | 90.58 | |
| RoBERTa baseModel Backbone=RoBERTa-base2025.06 | 89.4 | — | — | 90.12 | |
| DeBERTa baseModel Backbone=DeBERTa-base2025.06 | 87.55 | — | — | 88.22 | |
| BERT baseModel Backbone=BERT-base2025.06 | 86.2 | — | — | 86.9 | |
| TURNA-Encoder2024.01 | 76.76 | 77.08 | 76.82 | — | |
| OriginalBackbone=BERT-base-uncased2026.02 | 75 | — | — | 76 | |
| BERTurk2024.01 | 74.79 | 75.91 | 75.2 | — | |
| TURNA2024.01 | 73.94 | 74.58 | 73.78 | — | |
| OriginalBackbone=BERT-base-cased2026.02 | 73 | — | — | 73 | |
| OriginalBackbone=BERT-large-uncased2026.02 | 73 | — | — | 74 | |
| OriginalBackbone=BERT-large-cased2026.02 | 73 | — | — | 75 | |
| mBART2024.01 | 72.25 | 74.07 | 71.85 | — | |
| PruningBackbone=BERT-large-uncased2026.02 | 69 | — | — | 70 | |
| PruningBackbone=BERT-base-uncased2026.02 | 68 | — | — | 69 | |
| PruningBackbone=BERT-base-cased2026.02 | 68 | — | — | 68 | |
| NoiseBackbone=BERT-large-uncased2026.02 | 68 | — | — | 69 | |
| PruningBackbone=BERT-large-cased2026.02 | 67 | — | — | 67 | |
| mT52024.01 | 66.71 | 68.2 | 67.45 | — | |
| GhostBackbone=BERT-base-uncased2026.02 | 63 | — | — | 63 | |
| GhostBackbone=BERT-large-cased2026.02 | 60 | — | — | 63 | |
| GhostBackbone=BERT-large-uncased2026.02 | 59 | — | — | 61 | |
| NoiseBackbone=BERT-base-cased2026.02 | 58 | — | — | 60 | |
| GhostBackbone=BERT-base-cased2026.02 | 57 | — | — | 58 | |
| NoiseBackbone=BERT-large-cased2026.02 | 54 | — | — | 56 | |
| NoiseBackbone=BERT-base-uncased2026.02 | 37 | — | — | 39 |