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Sentiment Steering on OpenWebText Neutral to Positive (test)

12.48Perplexity (PPL)

GPT2-Large

Updated 3d ago

Evaluation Results

Method	Links
GPT2-Large 2025.03		12.48	53.55	52	82	85	-	-
LLMBRACES 2025.03		30.03	69.82	46	77	85	-	-
DAPT 2021.05		30.52	-	56	83	84	77.24	14.17
DAPT 2023.06		30.52	-	-	83	84	77.24	14.17
PromptT5 2025.03		37.3	68.12	58	78	72	-	-
LMSteer 2025.03		41.2	90.7	46	78	83	-	-
DEXPERTS 2021.05		42.08	-	56	83	84	94.57	31.64
DEXPERTS 2021.05		43.19	-	56	83	83	94.31	33.2
CTRL 2021.05		43.79	-	51	83	86	61.81	18.88
CTRL 2023.06		43.79	-	-	83	86	61.82	18.88
DExperts 2025.03		45.83	94.46	56	83	83	-	-
DEXPERTS 2021.05		45.83	-	56	83	83	94.46	36.42
DExperts 2023.06		45.83	-	-	83	83	94.46	36.42
DEXPERTS 2021.05		46	-	65	80	78	60.72	4.43
LLMBRACES 2025.03		52.63	91.2	38	73	81	-	-
CLICK 2023.06		57.43	-	-	80	84	96.7	85.78
GeDi 2025.03		58.41	86.01	57	80	79	-	-
GeDi 2021.05		58.41	-	57	80	79	86.01	26.8
GeDi 2023.06		58.41	-	-	80	79	86.01	26.8
Positive expert 2021.05		64.32	-	59	86	85	79.83	43.8
Target FT 2023.06		64.32	-	-	86	85	79.83	43.8
CLICK 2023.06		73.98	-	-	83	85	96.33	83.82
CLICK 2023.06		82.24	-	-	85	86	96.51	84
CLICK 2023.06		109.04	-	-	84	86	96.02	80.64
PPLM 2021.05		142.11	-	62	86	85	52.68	8.72
PPLM 2023.06		142.11	-	-	86	85	52.68	8.72
LoRA 2025.03		158.56	26.88	57	82	83	-	-