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Multimodal Continual Learning on MLLM-CTBENCH

55.17Accuracy (Math QA)

SeqLoRA

40.318844.174448.0351.8856Jan 19, 2026
Updated 3mo ago

Evaluation Results

MethodLinks
2026.01
55.17-11.62-25.7629.89-23.9331.97-40.5117.54-19.189.19-15.7443.7-42.6328.44-23.96
2026.01
54.84-29.16-535.48-16.6334.53-37.4523.63-10.1613.49-8.6656.84-25.3535.42-14.75
2026.01
53.94-9.08-24.9936.57-14.8735.65-37.4820.01-16.4811.47-14.4156.84-28.6333.93-17.56
2026.01
53.94-2.27-31.2530.56-22.1237.9-35.2922.93-12.092.27-20.1750.99-31.228.69-21.74
2026.01
53.69-60.2526.9946.52-4.3466.94-1.6128.11-6.436.25-16.0464.94-17.7246.67-2.74
2026.01
53.45-2.49-31.0531.24-20.1938.71-35.0822.94-11.812.27-20.3850.42-32.1428.79-21.52
2026.01
53.2-2.63-30.9230.22-21.3237.1-36.4922.7-12.52.84-19.651.08-31.4828.54-21.76
2026.01
52.71-23.41-10.535.92-11.461.29-11.4927.81-5.875.68-16.7453.63-28.9337.21-12.13
2026.01
51.56-2.47-30.6129.66-19.0834.27-32.9216.08-16.393.47-18.3242.86-35.6225.77-21.85
2026.01
45.1-5.21-28.4236.36-15.0732.16-39.0121.77-11.2519.84-1.9552.4-30.3530.41-18
2026.01
42.12-28.33-2.7443.33-1.8247.78-14.8224.87-7.715.17-8.6246.65-36.5728.8-16.99
2026.01
40.89-13.48-0.4837.0610.3854.64-13.7121.65-2.821.07-0.7850.05-13.9531.26-3.05