User Representation Ranking on Alipay 10 Scenarios (test) benchmark leaderboard · SOTA2 Research

User Representation Ranking on Alipay 10 Scenarios (test)

0.2412ActiveQ-Anchor (Prompt Tuned)

Evaluation Results

Method	Links
Q-Anchor (Prompt Tuned)2026.02		0.2412	0.1177	0.5225	0.848	0.7086	0.7573	0.6212	0.5564	0.1962	0.6978	0.5267
One4all2026.02		0.2403	0.1075	0.7749	0.8191	0.716	0.6113	0.3886	0.2135	0.1261	0.498	0.4495
CPC2026.02		0.2402	0.0921	0.7729	0.8197	0.7077	0.6028	0.4249	0.2068	0.1824	0.5061	0.4556
Q-Anchor (Base)2026.02		0.2228	0.1023	0.5216	0.8437	0.7054	0.745	0.621	0.4527	0.1727	0.6567	0.5044
MSDP2026.02		0.2165	0.0608	0.7731	0.8104	0.7026	0.6069	0.4229	0.2107	0.1299	0.5345	0.4469
FOUND2026.02		0.1669	0.078	0.466	0.7967	0.6739	0.7084	0.5762	0.3348	0.1753	0.5521	0.4529
Llama-Embed-Nemotron-8B2026.02		0.1302	0.0857	0.4003	0.5201	0.5758	0.5868	0.4918	0.3685	0.1364	0.5091	0.3805
KaLM-Embed.-Gemma3-12B2026.02		0.088	0.0533	0.383	0.4036	0.4944	0.4879	0.4207	0.2139	0.1312	0.3937	0.307
Qwen3-Embedding-0.6B2026.02		0.0524	0.033	0.3459	0.3274	0.3102	0.3086	0.275	0.1581	0.0814	0.327	0.2219
Qwen2.5-0.5B-Instruct2026.02		0.0421	0.028	0.3326	0.3174	0.3034	0.2958	0.2066	0.1324	0.088	0.3262	0.2073