Sentiment Steering on OpenWebText Neutral to Negative (test) benchmark leaderboard · SOTA2 Research

Sentiment Steering on OpenWebText Neutral to Negative (test)

12.48Perplexity (PPL)GPT2-Large

Evaluation Results

Method	Links
GPT2-Large2025.03		12.48	53.55	0.52	0.82	0.85	—	—	—	—
DAPT2021.05		32.86	—	0.58	0.85	0.84	87.43	33.28	—	—
DAPT2023.06		32.86	—	—	0.85	0.84	—	—	12.57	66.72
CTRL2021.05		35.94	—	0.5	0.83	0.86	79.05	37.63	—	—
CTRL2023.06		35.94	—	—	0.83	0.86	—	—	20.95	62.37
LLMBRACES2025.03		39.78	12.96	0.46	0.79	0.85	—	—	—	—
DEXPERTS2021.05		39.92	—	0.59	0.85	0.84	45.25	3.85	—	—
DEXPERTS2021.05		43.47	—	0.59	0.85	0.84	40.21	3.79	—	—
DEXPERTS2021.05		44.23	—	0.65	0.81	0.78	93.75	34.05	—	—
DExperts2025.03		45.91	3.77	0.6	0.84	0.83	—	—	—	—
DEXPERTS2021.05		45.91	—	0.6	0.84	0.83	35.99	3.77	—	—
DExperts2023.06		45.91	—	—	0.84	0.83	—	—	64.01	96.23
PromptT52025.03		48.6	25.78	0.6	0.78	0.7	—	—	—	—
CLICK2023.06		51.46	—	—	0.81	0.85	—	—	90.62	95.42
LMSteer2025.03		57.74	8.02	0.48	0.78	0.8	—	—	—	—
CLICK2023.06		61.72	—	—	0.83	0.85	—	—	89.51	94.43
LLMBRACES2025.03		63.49	7.1	0.42	0.75	0.83	—	—	—	—
Negative expert2021.05		65.11	—	0.6	0.86	0.85	61.67	24.32	—	—
Target FT2023.06		65.11	—	—	0.86	0.85	—	—	38.33	75.68
CLICK2023.06		75.54	—	—	0.85	0.87	—	—	89.72	94.85
CLICK2023.06		79.04	—	—	0.83	0.86	—	—	87.96	93.59
GeDi2025.03		84.11	8.73	0.63	0.84	0.82	—	—	—	—
GeDi2021.05		84.11	—	0.63	0.84	0.82	39.57	8.73	—	—
GeDi2023.06		84.11	—	—	0.84	0.82	—	—	60.43	91.27
PPLM2021.05		181.78	—	0.63	0.87	0.86	89.74	39.05	—	—
PPLM2023.06		181.78	—	—	0.87	0.86	—	—	10.26	60.95
LoRA2025.03		192.13	20.08	0.55	0.78	0.79	—	—	—	—