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Science Question Answering on ScienceQA IMG

98.2Accuracy

EMOVA

Updated 12d ago

Evaluation Results

Method
EMOVA 2024.09	98.2	-
EMOVA 2024.09	96.4	-
LLaVA-OneVision 7B, Dense 2026.03	95.93	-
CoS-7B 2024.07	93.9	-
EMOVA 2024.09	92.7	-
CogVLM-17B 2024.07	91.2	-
InstructBLIP 2023.05	90.7	-
BLIP-2 2023.05	89.5	-
LLaVA 2023.05	89	-
MoAI 2024.03	83.5	-
CoLLaVO 2024.02	80.7	-
ATV-Pruning 2026.03	80.47	-
InstructBLIP 2023.05	79.5	-
SparseGPT 2026.03	79.03	-
Wanda 2026.03	78.58	-
TAMP 2026.03	78.58	-
Brote-IM-XXL 2024.02	78.38	-
Imp-4B 2024.05	78.3	-
CuMo 2024.05	77.9	-
Brote-EX-XXL 2024.02	77.69	-
BLIP-2 2023.05	77.3	-
GPT-4V 2024.09	75.7	-
MM1 2024.05	75.3	-
MMICL-XXL 2024.02	74.92	-
SPHINX-MoE 2024.05	74.5	-
SPHINX-MoE 2024.08	74.5	-
SPHINX-Plus 2024.05	74.2	-
CuMo 2024.05	73.9	-
MoExtend 2024.08	73.8	-
VILA 2024.05	73.7	-
VILA-13B 2023.12	73.7	-
VILA-13B 2024.07	73.7	-
LLaVA-NeXT 2024.05	73.6	-
LLaVA-NeXT 8B, Dense 2026.03	73.28	-
FP16 2026.04	73.23	68.23
LLaVA-NeXT-13B 2026.02	73.2	-
VILA-13B + ShareGPT4V 2023.12	73.1	-
WSVD 2026.04	73.08	67.1
LLaVA-LLaMA3 2024.05	72.9	-
LLaVA-NeXT 2024.05	72.8	-
Imp-3B 2024.05	72.8	-
MM1 2024.05	72.6	-
MMICL-XL 2024.02	72.58	-
Brote-IM-XL 2024.02	72.58	-
CaMML-13B 2024.01	72.3	-
DivPrune 2026.02	72.3	-
FSR 2026.02	72.2	-
DivPrune 2026.02	72.2	-
WSVD 2026.04	72.14	67.1
CDPruner 2026.02	72.1	-
VisPruner 2026.02	71.9	-
CDPruner 2026.02	71.9	-
FP16 2026.04	71.83	68.23
FastV 2026.02	71.7	-
HoloV 2026.02	71.7	-
LLaVA-1.5 2023.11	71.6	-
LLaVA-1.5 2024.03	71.6	-
LLaVA-v1.5 2024.05	71.6	-
LLaVA-1.5 2023.12	71.6	-
LLaVA-1.5 2023.10	71.6	-
LLaVA1.5 2024.02	71.6	-
LLaVA-1.5-13B 2024.06	71.6	-
LLaVA-v1.5-13B 2024.05	71.6	-
LLaVA-1.5 2024.01	71.6	-
LLaVA1.5 2024.03	71.6	-
LLaVA-1.5-13B 2024.07	71.6	-
LLaVA-1.5 2024.08	71.6	-
LLaVA-1.5-13B 2024.10	71.6	-
FSR 2026.02	71.6	-
LLaVA-1.5-13B 2024.05	71.2	-
LLaVA-1.5-13B + MMFuser 2024.10	71.2	-
Brote-EX-XL 2024.02	71.15	-
VisPruner 2026.02	71.1	-
CDPruner 2026.02	71.1	-
LLaVA-1.5-HD 2023.10	71	-
Bunny-3B 2024.05	70.9	-
Bunny-3B 2024.12	70.9	-
Mipha-3B 2024.12	70.9	-
LLaVA-Instruct-13B 2024.06	70.8	-
VisionZip 2026.02	70.8	-
Olympus 2024.12	70.7	-
InstructBLIP-XXL 2024.02	70.6	-
HoloV 2026.02	70.6	-
FastV 2026.02	70.5	-
VisPruner 2026.02	70.5	-
QSVD 2026.04	70.43	66.07
SPHINX-Intern2 2024.05	70.4	-
SPHINX-X-8B 2024.05	70.4	-
InstructBLIP-XL 2024.02	70.4	-
HyperLLaVA 2024.08	70.4	-
MoE-LLaVA 2024.02	70.3	-
MoE-LLaVA-2.7Bx4 2024.08	70.3	-
MoE-LLaVA-3.6B 2024.12	70.3	-
FSR 2026.02	70.3	-
VisionZip 2026.02	70.2	-
DuQuant 2026.04	70.2	63.31
QSVD 2026.04	70.12	66.07
TinyLLaVA-share-C-Phi 2024.02	70.1	-
LLaVA-NeXT 2024.05	70.1	-
LLaMA-VID 2023.11	70	-

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