Share your thoughts, 1 month free Claude Pro on usSee more

Multimodal Reasoning on MMBench

90.63Accuracy

AutoNPO

Updated 15d ago

Evaluation Results

Method
AutoNPO 2026.04	90.63	-
RLEP 2026.04	90.45	-
ExGRPO 2026.04	90.44	-
NPO 2026.04	90.41	-
NPO 2026.04	90.3	-
GRPO 2026.04	90.29	-
Qwen3-VL-8B-Instruct 2026.04	89.79	-
LUFFY 2026.04	89.49	-
Sora-2 Audio 2025.11	89	-
Qwen3-VL-8B-Thinking 2026.02	87	-
Gemini 2.5 Pro 2025.11	86.9	-
GPT-5 high 2025.11	84.2	-
Qwen2.5 2026.05	83.5	-
InternVL3 2026.05	83.4	-
LLaDA-V + Ours 2026.05	83.3	-
SAP 2026.02	82.9	-
LLaDA-V 2026.05	82.9	-
InternVL2-8B + RP 2024.08	82.7	-
InternVL2-8B-FT 2024.08	82.5	-
Claude Sonnet 4.5 2025.11	82.5	-
LLaVA-OV 2026.05	80.8	-
Phantom-3.8B 2024.09	80.4	-
TroL-3.8B 2024.09	79.2	-
Phantom-1.8B 2024.09	76.6	-
TroL-1.8B 2024.09	76.1	-
Phantom-0.5B 2024.09	72.7	-
LaViDa + Ours 2026.05	72	-
CAST 2026.05	71.74	-
LaViDa 2026.05	71.7	-
CAST 2026.05	70.86	-
Random 2026.05	70.82	-
MM1-MoE-3B×64 2024.09	70.8	-
Qwen3-VL-8B-Instruct 2026.02	70.7	-
CAST 2026.05	70.51	-
Random 2026.05	70.19	-
Random 2026.05	70.12	-
MGM-7B 2024.08	69.3	-
MiniCPM-V2-2.8B 2024.09	69.1	-
MGM-7B + RP 2024.08	68.7	-
Bunny-3B 2024.09	68.6	-
LLaVA-1.6 2026.05	68.1	-
MoE-LLaVA-2.7B×4 2024.09	68	-
MM1-3B 2024.09	67.8	-
LLaVA-v1.5-13B 2025.08	67.7	-
TinyLLaVA-3.1B 2024.09	66.9	-
TinyLLaVA-Sig-Phi-3.1B 2024.09	66.9	-
Imp-v1-3B 2024.09	66.5	-
Fourier-LLaVA 2025.08	66.4	-
Fourier-LLaVA 2025.08	66.2	-
LLaVA-1.5-7B + RP 2024.08	66.1	-
ATP-LLaVA 2025.08	66	-
CoFi-Dec 2025.12	65.9	-
PruMerge 2025.08	65.7	-
Fourier-LLaVA 2025.08	65.6	-
DeFG 2025.12	65.2	-
PruMerge 2025.08	64.9	-
Vanilla 2026.04	64.7	-
ATP-LLaVA 2025.08	64.7	-
Fourier-LLaVA 2025.08	64.7	-
ALLaVA-3B-Longer 2024.09	64.6	-
DeepSeek-VL-1.3B 2024.09	64.6	-
VCD 2025.12	64.5	-
SparseVLM 2026.04	64.5	-
OPERA 2025.12	64.4	-
HALC 2025.12	64.4	-
MQT-LLaVA 2025.08	64.4	-
LLaVA-1.5-7B 2024.08	64.3	-
M3ID 2025.12	64.3	-
LLaVA-v1.5-7B 2025.08	64.3	-
MQT-LLaVA 2025.08	64.3	-
Fourier-LLaVA 2025.08	64.3	-
Woodpecker 2025.12	64.2	-
FastV 2026.04	64.2	-
EvoComp 2026.04	64.2	-
MiniCPM-2.4B 2024.09	64.1	-
Regular 2025.12	64.1	-
SparseVLM 2026.04	64.1	-
ALLAVA-3B 2024.09	64	-
RITUAL 2025.12	64	-
DoLa 2025.12	63.8	-
FastV 2026.04	63.7	-
DART 2026.04	63.6	-
MQT-LLaVA 2025.08	63.5	-
EvoComp 2026.04	63.4	-
MQT-LLaVA 2025.08	63.4	-
PyramidDrop 2026.04	63.3	-
MobileVLM-V2-3B 2024.09	63.2	-
DART 2026.04	63.2	-
EvoComp 2026.04	63.1	-
EvoComp 2026.04	63.1	-
VisionZip 2026.04	63	-
VILA1.5-3B 2024.09	62.8	-
HiRED 2026.04	62.8	-
MustDrop 2026.04	62.3	-
VisionZip 2026.04	62	-
EvoComp 2026.04	61.9	-
EvoComp 2026.04	61.9	-
PyramidDrop 2026.04	61.6	-
HiRED 2026.04	61.5	-
MustDrop 2026.04	61.1	-

Showing 100 of 207 rows