Personalized User Simulation on Twitter benchmark leaderboard · SOTA2 Research

Personalized User Simulation on Twitter

0.7864Sim FidelityTWICE

Evaluation Results

Method	Links
TWICE2025.12		0.7864	20.22	3.487	0.2319	21.93
TWICE2025.12		0.7789	20.12	3.22	0.2248	19.8
Memory-only2025.12		0.7713	20.4	3.235	0.1942	17.76
OASIS2025.12		0.7586	20.53	3.436	0.213	20.43
PopAlign persona2025.12		0.749	21.01	3.306	0.2718	26.9
Implicit profile2025.12		0.7471	21.51	3.464	0.2286	18.88
Profile-only2025.12		0.7373	21.11	3.832	0.2154	27.62
TWICE2025.12		0.7275	1.102	0.7479	0.2959	12.93
Implicit profile2025.12		0.7247	3.198	0.4079	0.2562	8.9
TWICE2025.12		0.7223	4.822	0.9456	0.291	17.93
TWICE2025.12		0.7215	5.746	1.11	0.3021	19.58
Implicit profile2025.12		0.7214	0.402	0.6424	0.2443	3.34
TWICE2025.12		0.7205	1.412	0.8443	0.2914	13.57
Memory-only2025.12		0.7201	3.21	0.2566	0.2772	-2.98
Non-personalized2025.12		0.7155	6.708	0.2941	0.2997	-0.33
Memory-only2025.12		0.7154	4.299	0.0292	0.2663	-4.53
OASIS2025.12		0.7152	8.345	0.9226	0.2967	2.5
OASIS2025.12		0.7102	5.366	0.4148	0.3313	0.92
Profile-only2025.12		0.7097	9.204	0.9563	0.2918	6.94
PopAlign persona2025.12		0.6969	12.41	1.3	0.4137	11.51
PopAlign persona2025.12		0.6931	9.903	0.9826	0.4442	11.24