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ResearchFormerly WizWand

Sentiment Analysis on SST2 (Accuracy)

94.9541AccuracyFRA
74.72183679.97444385.2270590.479657Jan 10, 2025Mar 27, 2025Jun 12, 2025Aug 27, 2025Nov 12, 2025Jan 27, 2026Apr 14, 2026
Updated 5mo ago

Evaluation results

MethodLinks
FRABackbone=RoBERTa-base, Adapter=LoRA, Setting=Balanced (i.i.d.)2025.0194.9541
FEDAVGBackbone=RoBERTa-base, Adapter=LoRA, Setting=Balanced (i.i.d.)2025.0194.8394
DCBackbone Model=Llama, Shot Count=16-shot2025.0594.77
DCModel=Llama, k-shot=162025.0594.77
FFABackbone=RoBERTa-base, Adapter=LoRA, Setting=Balanced (i.i.d.)2025.0194.7248
CENTRALISEDBackbone=RoBERTa-base, Setting=Balanced (i.i.d.)2025.0194.7248
DCBackbone Model=Mistral, Shot Count=16-shot2025.0594.69
DCModel=Mistral, k-shot=162025.0594.69
CCBackbone Model=Llama, Shot Count=16-shot2025.0594.61
BCBackbone Model=Llama, Shot Count=16-shot2025.0594.61
CCModel=Llama, k-shot=162025.0594.61
BCModel=Llama, k-shot=162025.0594.61
Base LLMBackbone Model=Llama, Shot Count=16-shot2025.0594.45
Base LLMModel=Llama, k-shot=162025.0594.45
SCBackbone Model=Mistral, Shot Count=16-shot2025.0594.3
SCModel=Mistral, k-shot=162025.0594.3
CCBackbone Model=Mistral, Shot Count=16-shot2025.0594.06
CCModel=Mistral, k-shot=162025.0594.06
BERT2026.0494
SCBackbone Model=Llama, Shot Count=16-shot2025.0593.98
Base LLMBackbone Model=Mistral, Shot Count=16-shot2025.0593.98
SCModel=Llama, k-shot=162025.0593.98
Base LLMModel=Mistral, k-shot=162025.0593.98
BCBackbone Model=Mistral, Shot Count=16-shot2025.0593.52
BCModel=Mistral, k-shot=162025.0593.52
SCBackbone Model=Qwen, Shot Count=16-shot2025.0593.2
SCModel=Qwen, k-shot=162025.0593.2
CCBackbone Model=Qwen, Shot Count=16-shot2025.0592.66
CCModel=Qwen, k-shot=162025.0592.66
ConMeZOModel=OPT-13B2025.1192.39
BCBackbone Model=Qwen, Shot Count=16-shot2025.0591.41
BCModel=Qwen, k-shot=162025.0591.41
MeZOModel=OPT-13B2025.1191.25
ConMeZOModel=OPT-1.3B2025.1190.56
MeZOModel=OPT-1.3B2025.1188.49
Base LLMBackbone Model=Qwen, Shot Count=16-shot2025.0587.66
Base LLMModel=Qwen, k-shot=162025.0587.66
LLM-Guided TM2026.0485.24
DCBackbone Model=Qwen, Shot Count=16-shot2025.0584.14
DCModel=Qwen, k-shot=162025.0584.14
char-CNN2026.0480.78
RNN/LSTMEmbedding=GloVe2026.0480.35
fastTexth=102026.0480.1
RNN/LSTM2026.0477.5
TMEmbedding=GloVe2026.0476.38
TM2026.0475.61
BoW TFIDF2026.0475.5