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Multimodal Continual Learning on Overall 20 Chunks

61.22MAPStrLoRA
43.987248.461152.93557.4089May 8, 2026

Evaluation results

MethodLinks
StrLoRABase Model=InternVL3.5-4B-Pretrained2026.0561.221.91
StrLoRABase Model=InternVL3.5-8B-Pretrained2026.0560.981.78
MoELoRABase Model=InternVL3.5-4B-Pretrained2026.0560.672.7
EWCBase Model=InternVL3.5-4B-Pretrained2026.0560.612.5
ReplayBase Model=InternVL3.5-4B-Pretrained2026.0560.332.87
LoRABase Model=InternVL3.5-4B-Pretrained2026.0560.062.78
MoELoRABase Model=InternVL3.5-8B-Pretrained2026.0559.374.41
LoRABase Model=InternVL3.5-8B-Pretrained2026.0558.64.51
ReplayBase Model=InternVL3.5-8B-Pretrained2026.0558.474.86
SMoLoRABase Model=InternVL3.5-4B-Pretrained2026.0558.273.24
EWCBase Model=InternVL3.5-8B-Pretrained2026.0557.763.7
StrLoRABase Model=Gemma3-4B-PT2026.0550.335.42
SMoLoRABase Model=InternVL3.5-8B-Pretrained2026.0549.755.1
ReplayBase Model=Gemma3-4B-PT2026.0547.177.4
MoELoRABase Model=Gemma3-4B-PT2026.0546.996.88
LoRABase Model=Gemma3-4B-PT2026.0546.597.28
EWCBase Model=Gemma3-4B-PT2026.0546.57.54
SMoLoRABase Model=Gemma3-4B-PT2026.0544.657.47