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ResearchFormerly WizWand

Text Classification on Tweet Sentiment

93.25F1 ScoreDeBERTa-V3 base + PiFi
34.7549.937565.12580.3125Jan 25, 2024May 28, 2024Sep 30, 2024Feb 2, 2025Jun 6, 2025Oct 9, 2025Feb 11, 2026
Updated 8mo ago

Evaluation results

MethodLinks
DeBERTa-V3 base + PiFiModel Backbone=DeBERTa-V3-base, PiFi Integration=true, Source LLM=Llama-3.1-8B2025.0693.25——93.8
ELECTRA base + PiFiModel Backbone=ELECTRA-base, PiFi Integration=true, Source LLM=Llama-3.1-8B2025.0692.7——93.31
BERT base + PiFiModel Backbone=BERT-base, PiFi Integration=true, Source LLM=Llama-3.1-8B2025.0692.24——92.95
DeBERTa base + PiFiModel Backbone=DeBERTa-base, PiFi Integration=true, Source LLM=Llama-3.1-8B2025.0691.52——92.17
RoBERTa base + PiFiModel Backbone=RoBERTa-base, PiFi Integration=true, Source LLM=Llama-3.1-8B2025.0691.15——91.85
DeBERTa-V3 baseModel Backbone=DeBERTa-V3-base2025.0690.66——91.29
ELECTRA baseModel Backbone=ELECTRA-base2025.0689.89——90.58
RoBERTa baseModel Backbone=RoBERTa-base2025.0689.4——90.12
DeBERTa baseModel Backbone=DeBERTa-base2025.0687.55——88.22
BERT baseModel Backbone=BERT-base2025.0686.2——86.9
TURNA-Encoder2024.0176.7677.0876.82—
OriginalBackbone=BERT-base-uncased2026.0275——76
BERTurk2024.0174.7975.9175.2—
TURNA2024.0173.9474.5873.78—
OriginalBackbone=BERT-base-cased2026.0273——73
OriginalBackbone=BERT-large-uncased2026.0273——74
OriginalBackbone=BERT-large-cased2026.0273——75
mBART2024.0172.2574.0771.85—
PruningBackbone=BERT-large-uncased2026.0269——70
PruningBackbone=BERT-base-uncased2026.0268——69
PruningBackbone=BERT-base-cased2026.0268——68
NoiseBackbone=BERT-large-uncased2026.0268——69
PruningBackbone=BERT-large-cased2026.0267——67
mT52024.0166.7168.267.45—
GhostBackbone=BERT-base-uncased2026.0263——63
GhostBackbone=BERT-large-cased2026.0260——63
GhostBackbone=BERT-large-uncased2026.0259——61
NoiseBackbone=BERT-base-cased2026.0258——60
GhostBackbone=BERT-base-cased2026.0257——58
NoiseBackbone=BERT-large-cased2026.0254——56
NoiseBackbone=BERT-base-uncased2026.0237——39