Public Opinion Simulation on WVS benchmark leaderboard · SOTA2 Research

Public Opinion Simulation on WVS

0.3285KL (Beliefs & Life)SimVBG

Evaluation Results

Method	Links
SimVBG2026.03		0.3285	0.2228	0.3066	0.2458	1.5274	0.2364	0.6564	0.1738	0.6571	0.2353
PSII2026.03		0.3776	0.0157	0.2305	0.0254	0.7494	0.0386	0.2911	0.0601	0.4017	0.004
SimVBG2026.03		0.4102	0.2537	0.3562	0.2736	1.6102	0.3719	0.691	0.2851	0.7215	0.2967
SimVBG2026.03		0.4275	0.2284	0.4879	0.224	1.017	0.3074	0.7253	0.261	0.6298	0.2491
PSII2026.03		0.4795	0.0013	0.2278	0.088	1.2505	0.1244	0.4134	0.0252	0.5607	0.0774
PSII2026.03		0.5193	0.1264	0.3247	0.254	1.1101	0.2112	0.4835	0.154	0.5814	0.2123
Multilingual2026.03		0.6373	0.2698	0.4888	0.3609	1.4458	0.303	0.6964	0.3057	0.7843	0.3246
PE2026.03		0.6449	0.2925	0.6518	0.5587	1.357	0.4041	1.0166	0.3885	0.856	0.4558
PSII2026.03		0.6772	0.0989	0.1862	0.018	0.9095	0.015	0.3094	0.015	0.4843	0.0319
High-Temp2026.03		0.6893	0.1083	0.3788	0.094	1.2904	0.2048	0.8349	0.282	0.7064	0.1353
PE2026.03		0.7124	0.363	0.5219	0.4198	1.4478	0.3623	0.556	0.2065	0.8095	0.3831
PE2026.03		0.7451	0.4255	0.6418	0.558	1.4125	0.47	1.1097	0.4664	0.8905	0.5035
Multilingual2026.03		0.7657	0.4619	0.5298	0.3693	1.6478	0.3872	1.1913	0.6584	0.9071	0.4063
High-Temp2026.03		0.7738	0.3037	0.5194	0.3257	1.7162	0.3421	0.6542	0.3198	0.897	0.3254
DivReq2026.03		0.8306	0.1917	0.6905	0.301	1.187	0.3541	1.0052	0.2957	0.8662	0.293
SimVBG2026.03		0.842	0.2494	0.3812	0.2942	1.0759	0.3025	1.0954	0.3646	0.6945	0.2908
Multilingual2026.03		0.8584	0.5626	0.5423	0.511	2.0181	0.5082	1.0812	0.6043	1.0258	0.5251
Direct2026.03		0.8621	0.4228	0.7749	0.5967	1.5736	0.5651	0.9845	0.4081	1.0158	0.5445
High-Temp2026.03		0.9247	0.6179	0.7293	0.6685	2.4167	0.7003	1.2345	0.6439	1.2435	0.6657
DivReq2026.03		1.0864	0.5541	0.9328	0.6202	1.8263	0.5825	1.2447	0.67	1.2172	0.5992
Multilingual2026.03		1.0946	0.3706	0.5547	0.5112	1.9297	0.5	1.103	0.5371	1.0568	0.4811
Direct2026.03		1.102	0.7509	0.8343	0.7654	2.5925	0.7812	1.6882	0.8866	1.3982	0.7724
Direct2026.03		1.1033	0.6411	0.8232	0.606	2.2543	0.6592	1.3212	0.7199	1.2856	0.6326
High-Temp2026.03		1.1941	0.4754	0.7074	0.5981	1.9653	0.6266	1.1072	0.5272	1.1605	0.5778
DivReq2026.03		1.2082	0.7718	0.8749	0.7751	2.6916	0.7556	1.7217	0.8545	1.4673	0.773
PE2026.03		1.4812	0.405	0.7182	0.6292	1.8852	0.4847	1.5095	0.6046	1.2209	0.5443
Direct2026.03		1.5182	0.6664	0.8575	0.7406	2.2222	0.7625	1.6283	0.7932	1.3915	0.734
DivReq2026.03		1.5442	0.6671	0.8383	0.7464	2.2166	0.7587	1.5282	0.7283	1.3813	0.7329