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Science Question Answering on ScienceQA SQA-IMG

92.8Accuracy

TroL

Updated 1mo ago

Evaluation Results

Method
TroL 2024.06	92.8	-
TroL 2024.06	90.8	-
Latent Denoising 2026.04	88.5	-
Meteor 2024.05	88.3	-
Meteor 2024.05	88.3	-
Meteor 2024.05	88.3	-
TroL 2024.06	87.5	-
Baseline 2026.04	87.3	-
ASMv2 2024.05	87.1	-
ASMv2 2024.05	87.1	-
ASMv2 2024.06	87.1	-
MoAI 2024.05	83.5	-
CoLLaVO 2024.05	83.5	-
MoAI 2024.06	83.5	-
CoLLaVO 2024.05	80.7	-
LAF 2024.05	80.7	-
CoLLaVO 2024.06	80.7	-
MoSLoRA 2024.06	76	-
MoSLoRA 2024.06	75.7	-
LoRA 2024.06	74.8	-
HiPrune 2025.08	74.6	-
MOVA 2024.05	74.4	-
MOVA 2024.05	74.4	-
MoVA 2024.06	74.4	-
HiPrune 2025.08	74.1	-
HiPrune++ 2025.08	74.1	-
HiPrune++ 2025.08	73.8	-
HiPrune 2025.08	73.7	-
HiPrune++ 2025.08	73.2	-
LLaVA-NeXT-13B 2025.08	73.1	-
LLaVA-1.5-13B 2025.08	72.8	-
QLoRA 2024.06	72.5	-
Latent Denoising 2026.04	72.4	-
QMoSLoRA 2024.06	72.2	-
HiPrune++ 2025.08	72.2	-
HiPrune 2025.08	72.1	-
QMoSLoRA 2024.06	71.8	-
LLaVA-1.5 2024.05	71.6	-
HiPrune 2025.08	71.6	-
HiPrune++ 2025.08	71.2	-
HiPrune++ 2025.08	71.2	-
DART 2026.02	71.1	-
HiPrune 2025.08	70.9	-
Baseline 2026.04	70.6	-
AlignGPT 2024.05	70.3	-
PDrop 2026.02	70.1	-
FastV 2026.02	70.1	72
LLaVA 2025.08	70.1	-
D²Pruner 2026.02	70	-
TwigVLM 2026.02	70	-
DeSAP 2026.04	69.9	-
DeSAP 2026.04	69.9	-
HoloV 2026.04	69.8	-
HoloV 2026.04	69.8	-
Delta-LLaVA 2026.02	69.7	-
DeSAP 2026.04	69.6	-
LLaVA-1.5-7B 2026.02	69.5	-
HoloV 2026.02	69.5	-
FiCoCo-L 2026.02	69.5	-
CDPruner 2026.02	69.5	-
LLaVA-1.5-7B 2026.02	69.5	100
LLaVA-1.5-7B 2026.04	69.5	-
HoloV 2026.04	69.5	-
Baseline 2026.04	69.5	-
DOPCD 2026.02	69.3	-
ViCA+PDrop† 2026.02	69.3	-
DART 2026.02	69.3	90.8
FSR 2026.02	69.3	96.1
V2Drop 2026.04	69.3	-
OmniFusion 2024.05	69.2	-
OmniFusion 2024.05	69.2	-
OmniFusion 2024.06	69.2	-
VisPruner 2026.02	69.2	-
FastV 2026.02	69.2	89.6
SparseVLM 2026.02	69.2	86
PyramidDrop 2026.04	69.2	-
Latent Denoising 2026.04	69.2	-
FlowCut 2026.02	69.1	-
VScan 2026.02	69.1	-
DOPv 2026.02	69.1	-
Dynamic-LLaVA 2026.02	69.1	-
FSR 2026.02	69.1	99.1
DART 2026.02	69.1	95.2
FlowCut 2026.04	69.1	-
PDrop 2026.02	69	-
SparseVLM 2026.02	69	95.6
VisPruner 2026.02	69	96.7
CDPruner 2026.02	69	97.6
VisionZip 2026.02	69	92.7
VisionZip 2026.04	69	-
SparseVLM 2026.04	69	-
PyramidDrop 2026.04	69	-
HiPrune 2026.02	68.9	-
HoloV 2026.02	68.9	96.1
V2Drop 2026.04	68.9	-
VisionZip 2026.04	68.9	-
VisionZip 2026.04	68.9	-
VisPruner 2025.08	68.9	-
VisionZip 2026.02	68.8	-
CDPruner 2026.02	68.8	98.5

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