Share your thoughts, 1 month free Claude Pro on usSee more

Sentiment Classification on Mpqa

92.1Accuracy

PromptPATE

Updated 1mo ago

Evaluation Results

Method	Links
PromptPATE 2024.11		92.1	84.5
DP-ICL 2024.11		90.4	68.2
ICL 2024.11		88.8	82.9
DP-FineTune 2024.11		88.2	89.4
PrivateLoRA 2024.11		87.8	90.3
PrivateLoRA 2024.11		87.7	89.3
PrivateLoRA 2024.11		87.3	90.2
PrivateLoRA 2024.11		87.2	89.4
DP-OPT (original) 2024.11		85.8	81.4
0-shot 2024.11		84.5	76.3
PromptPATE 2024.11		83	75
DP-OPT (local) 2024.11		80.7	75.3
DP-ICL 2024.11		80.6	62.6
PromptPATE 2024.11		79	69.6
RAEE (RB-L) 2024.05		78.55	-
PrivateLoRA 2024.11		77.9	78.6
DeeBERT (RB-L) 2024.05		75.95	-
RAEE (Gemma) 2024.05		75.6	-
RAEE (Llama) 2024.05		75.05	-
DP-FewShotGen 2024.11		73.4	64.2
RB-L 2024.05		67.6	-
AdaInfer (RB-L) 2024.05		60.9	-
RAEE (T5-L) 2024.05		55.65	-
SLEB (Llama) 2024.05		55.65	-
Llama-3-8B 2024.05		51.75	-
PromptDPSGD 2024.11		50	68.6
Gemma-7B 2024.05		50	-
HashEE (EB-L) 2024.05		50	-
SLEB (Gemma) 2024.05		50	-
AdaInfer (Gemma) 2024.05		50	-
AdaInfer (Llama) 2024.05		49.95	-
CALM (T5-L) 2024.05		49.8	-
EB-L 2024.05		48.05	-
AdaInfer (T5-L) 2024.05		46.3	-
T5-L 2024.05		45.4	-