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Multimodal Continual Learning on Overall 15 Chunks

59.99MAPStrLoRA
41.571646.353351.13555.9167May 8, 2026

Evaluation results

MethodLinks
StrLoRABase Model=InternVL3.5-4B-Pretrained2026.0559.991.82
StrLoRABase Model=InternVL3.5-8B-Pretrained2026.0559.851.46
MoELoRABase Model=InternVL3.5-4B-Pretrained2026.0559.492.24
EWCBase Model=InternVL3.5-4B-Pretrained2026.0559.462.07
ReplayBase Model=InternVL3.5-4B-Pretrained2026.0559.092.69
LoRABase Model=InternVL3.5-4B-Pretrained2026.0558.792.59
MoELoRABase Model=InternVL3.5-8B-Pretrained2026.0558.273.9
LoRABase Model=InternVL3.5-8B-Pretrained2026.0557.343.8
ReplayBase Model=InternVL3.5-8B-Pretrained2026.0557.284.15
SMoLoRABase Model=InternVL3.5-4B-Pretrained2026.0556.652.94
EWCBase Model=InternVL3.5-8B-Pretrained2026.0556.553.13
StrLoRABase Model=Gemma3-4B-PT2026.0549.355.58
SMoLoRABase Model=InternVL3.5-8B-Pretrained2026.0547.694.62
ReplayBase Model=Gemma3-4B-PT2026.0545.078.79
MoELoRABase Model=Gemma3-4B-PT2026.0544.766.11
LoRABase Model=Gemma3-4B-PT2026.0544.576.45
EWCBase Model=Gemma3-4B-PT2026.0544.287.09
SMoLoRABase Model=Gemma3-4B-PT2026.0542.286.24