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ResearchFormerly WizWand

Hallucination Assessment on RSHalluEval 1.0 (test)

0.9792HF Information AccuracyQwen2-VL

Evaluation results

Method	Links
Qwen2-VL2026.02		0.9792	0.9563	0.9022	0.8318	0.7594	0.8744
LHRS-Bot-Nova2026.02		0.9167	0.8938	0.7532	0.6975	0.4717	0.7286
VHM2026.02		0.9167	0.9438	0.8137	0.659	0.4387	0.7425
VHM2026.02		0.913	0.8125	0.7521	0.4853	0.8	0.6833
VHM2026.02		0.8958	0.7	0.752	0.3611	0.4906	0.6055
LLaVA-1.52026.02		0.8542	0.9125	0.7858	0.6034	0.4623	0.7084
GeoChat2026.02		0.8056	0.8375	0.7404	0.6296	0.4434	0.6861
GeoChat2026.02		0.75	0.5455	0.4167	0.375	0.4833	0.4417
LHRS-Bot2026.02		0.7292	0.725	0.5995	0.4753	0.4198	0.5601
LHRS-Bot-Nova2026.02		0.7273	0.8696	0.7946	0.4853	0.5417	0.67
mPLUG-Owl32026.02		0.6806	0.925	0.8428	0.716	0.4811	0.7593
LHRS-Bot-Nova2026.02		0.6736	0.6625	0.7893	0.4475	0.4528	0.6263
Qwen2-VL2026.02		0.6181	0.7813	0.8242	0.5864	0.5802	0.7044
Qwen2-VL2026.02		0.6111	0.7941	0.7428	0.5745	0.6818	0.6783
GeoChat2026.02		0.5625	0.3188	0.4994	0.3025	0.2877	0.4043
LLaVA-1.52026.02		0.375	0.8462	0.5597	0.4857	0.5357	0.5317
LLaVA-1.52026.02		0.3333	0.575	0.6601	0.3519	0.3679	0.5007
mPLUG-Owl32026.02		0.2778	0.775	0.8231	0.4846	0.5566	0.6441
LHRS-Bot2026.02		0.2431	0.3063	0.4878	0.2731	0.3255	0.3702
mPLUG-Owl32026.02		0.1667	0.82	0.8661	0.517	0.75	0.69
LHRS-Bot2026.02		0.1667	0.4211	0.4346	0.2898	0.4242	0.3633