Multimodal Question Answering on MME-RealWorld-Lite 1.0 (test) benchmark leaderboard · SOTA2 Research

Multimodal Question Answering on MME-RealWorld-Lite 1.0 (test)

57.7Perception (AD) AccHART-7B

Evaluation Results

Method	Links
HART-7B2026.02		57.7	49.8	89.6	58.7	86	51	75	72	58.7	62.4
Qwen2.5-VL-7B (MGPO + SFT)2026.02		55.4	49.8	83.6	59.3	82	47.8	71	71	63.3	60.5
Qwen2.5-VL-7B (GRPO + SFT)2026.02		49.7	47	89.2	55.3	87	39	74	77	60	58.1
Qwen2.5-VL-7B (MGPO)2026.02		44	46.7	86.4	54	78	39.3	69	74	52.7	55.1
Qwen2.5-VL-7B (SFT)2026.02		43.7	43.6	85.6	55.3	78	41	60	70	50.7	54
Qwen2.5-VL-7B (GRPO)2026.02		43.7	42.9	81.6	51.3	75	38.3	53	67	43.3	51.3
Claude 3.5 Sonnet2026.02		40.8	32.2	72.5	25.7	67.4	31.9	61.2	61.9	41.8	51.6
Qwen2.5-VL-32B2026.02		40.7	29.5	87.2	40.7	83	29.5	60	74	27.3	45.6
InternVL3-38B2026.02		40	42.6	85.6	56	71	35	45	77	47.3	51
LLaVA-OneVision-72B2026.02		40	37.9	79.2	50.7	67	39.3	41	76	38.7	48.7
LLaVA-OneVision-7B2026.02		39.4	31.7	80	40	56	32	33	65	38	43.7
InternVL3-8B2026.02		36.9	34.5	83.6	49.3	75	37	44	70	40	47.9
DeepEyes-7B2026.02		33.4	43.3	90	52.7	89	35	69	76	44	53.2
Pixel-Reasoner-7B2026.02		30.9	38.9	89.6	52	86	32.5	72	71	46	49.7
Qwen2.5-VL-72B2026.02		30.6	27.9	90.8	34	87	25.5	61	74	26.7	43.7
Qwen2.5-VL-7B2026.02		30	27.3	87.6	32.7	83	23	62	72	28.7	42.3
Gemini-1.5-Pro2026.02		26.6	31.1	67.6	14	39.9	19.2	33.2	52.7	28.3	38.2
GPT-4o-mini2026.02		24.2	26.5	62.5	6.7	44.2	26.8	39.1	47	25.8	36.4
GPT-4o2026.02		22.4	33.9	77.7	28.9	46.7	26.4	44.8	61.4	36.5	45.2