Robustness Evaluation on R-Bench 2024 (test) benchmark leaderboard · SOTA2 Research

Robustness Evaluation on R-Bench 2024 (test)

73.53MCQ Accuracy (low)Robust-U1

Evaluation Results

Method	Links
Robust-U12026.06		73.53	73.29	67.68	70.67	71.64	69.34	82.72	80.59	76.4	73.98
BAGEL2026.06		71.76	65.84	57.93	64.97	61.27	61.5	46.85	46.33	42.88	57.7
Robust-R12026.06		65.29	63.91	60.97	49.14	49.09	49.8	40.68	37.81	34.84	50.17
Qwen2.5-VL-3B2026.06		64.11	60.22	57.32	48.72	48.54	49.04	37.78	37.04	33.3	48.45
InternVL-4B2026.06		62.35	60.24	59.14	49.82	45.39	51.08	36.67	30.41	28.51	47.06
Gemma3-4B2026.06		58.23	57.76	50.6	48.65	46.3	44.19	40.48	37.46	34.8	46.49
Robust CLIP2026.06		47.05	46.58	40.24	45.03	43.39	47.43	22.9	22.19	19.83	37.18
TeCoA2026.06		46.47	42.23	40.24	46.87	39.94	44.61	21.11	21.95	19.37	35.86
Robust LLaVA2026.06		33.52	26.08	30.48	26.07	22.12	24.43	0.68	0.65	0.67	18.3