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Multimodal Question Answering on ScienceQA

97.8Accuracy

CASHEW

Updated 2d ago

Evaluation Results

Method	Links
CASHEW 2026.01		97.8	-	-
CASHEW-RL 2026.01		97.8	-	-
CASHEW 2026.01		97.7	-	-
CASHEW-RL 2026.01		96.9	-	-
InternVL3.5-8B 2026.01		95.9	-	-
LLaVA-OneVision-7B 2026.01		95.4	-	-
CASHEW 2026.01		93.1	-	-
Qwen3-VL-8B 2026.01		92.9	-	-
CASHEW 2026.01		91.7	-	-
Qwen2.5-VL-7B 2026.01		88.8	-	-
Upper bound 2025.12		86.28	-	-
Zero-shot 2025.12		82.69	-	-
MoDE 2025.12		81.01	-	-
VILA1.5-13B 2026.01		79.1	-	-
CL-MoE 2025.12		74.17	-	-
LLaVA-Next-7B 2026.01		73	-	-
Vanilla 2024.12		70.2	100	-
Qwen3-VL-4B 2026.01		69.5	-	-
VisionZip 2024.12		68.3	97.3	-
Qwen-VL-Chat-7B 2026.01		68.2	-	-
VisionZip 2024.12		68.1	97	-
VisionZip 2024.12		67.9	96.7	-
SparseVLM 2024.12		67.7	96.4	-
VisionZip 2024.12		67.5	96.2	-
SparseVLM 2024.12		67.5	96.2	-
VisionZip 2024.12		67.5	96.2	-
SparseVLM 2024.12		67.3	95.9	-
VisionZip 2024.12		67.3	95.9	-
LLaVA-1.5-7B 2026.01		66.8	-	-
MoDE 2025.12		65.45	-	-
Model Tailor 2025.12		61.58	-	-
Seq LoRA 2025.12		61.27	-	-
Seq LoRA 2025.12		44.87	-	-
CL-MoE 2025.12		44.22	-	-
Model Tailor 2025.12		38.62	-	-
DeepSpeed 2024.11		-	-	82.4
GaLore 2024.11		-	-	91.1
LoRA 2024.11		-	-	92.3
Flora 2024.11		-	-	66.6
COAP 2024.11		-	-	92.3
8-bit GaLore 2024.11		-	-	90.7
8-bit COAP 2024.11		-	-	92