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ResearchFormerly WizWand

Sentiment Steering on OpenWebText Neutral to Positive (test)

12.48Perplexity (PPL)GPT2-Large

Evaluation results

Method	Links
GPT2-Large2025.03		12.48	53.55	52	82	85	—	—
LLMBRACES2025.03		30.03	69.82	46	77	85	—	—
DAPT2021.05		30.52	—	56	83	84	77.24	14.17
DAPT2023.06		30.52	—	—	83	84	77.24	14.17
PromptT52025.03		37.3	68.12	58	78	72	—	—
LMSteer2025.03		41.2	90.7	46	78	83	—	—
DEXPERTS2021.05		42.08	—	56	83	84	94.57	31.64
DEXPERTS2021.05		43.19	—	56	83	83	94.31	33.2
CTRL2021.05		43.79	—	51	83	86	61.81	18.88
CTRL2023.06		43.79	—	—	83	86	61.82	18.88
DExperts2025.03		45.83	94.46	56	83	83	—	—
DEXPERTS2021.05		45.83	—	56	83	83	94.46	36.42
DExperts2023.06		45.83	—	—	83	83	94.46	36.42
DEXPERTS2021.05		46	—	65	80	78	60.72	4.43
LLMBRACES2025.03		52.63	91.2	38	73	81	—	—
CLICK2023.06		57.43	—	—	80	84	96.7	85.78
GeDi2025.03		58.41	86.01	57	80	79	—	—
GeDi2021.05		58.41	—	57	80	79	86.01	26.8
GeDi2023.06		58.41	—	—	80	79	86.01	26.8
Positive expert2021.05		64.32	—	59	86	85	79.83	43.8
Target FT2023.06		64.32	—	—	86	85	79.83	43.8
CLICK2023.06		73.98	—	—	83	85	96.33	83.82
CLICK2023.06		82.24	—	—	85	86	96.51	84
CLICK2023.06		109.04	—	—	84	86	96.02	80.64
PPLM2021.05		142.11	—	62	86	85	52.68	8.72
PPLM2023.06		142.11	—	—	86	85	52.68	8.72
LoRA2025.03		158.56	26.88	57	82	83	—	—