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Benchmarks
Task-incremental continual instruction tuning on CoIN
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67.4
Average Performance
Multi-task (upper bound)
52.2784
56.2042
60.13
64.0558
Jul 2, 2026
Average Performance
Last Performance
Updated 22d ago
Evaluation Results
Method
Method
Links
Average Performance
Last Performance
Multi-task (upper bound)
Backbone=LLaVA-v1.5-7B
2026.07
67.4
-
INDUCEKV
Backbone=LLaVA-OV-4B
2026.07
66.38
65.72
INDUCEKV
Backbone=LLaVA-v1.5-7B
2026.07
66.05
65.38
HiDe-LLaVA
Backbone=LLaVA-v1.5-7B
2026.07
64.7
63.95
O-LoRA
Backbone=LLaVA-v1.5-7B
2026.07
62.6
60.77
MoELoRA
Backbone=LLaVA-v1.5-7B
2026.07
55.24
50.58
Zero-shot (lower bound)
Backbone=LLaVA-v1.5-7B
2026.07
54.21
-
L2P
Backbone=LLaVA-v1.5-7B
2026.07
53.96
52.83
EWC
Backbone=LLaVA-v1.5-7B
2026.07
53.3
48.95
LwF
Backbone=LLaVA-v1.5-7B
2026.07
53.22
48.4
FineTune
Backbone=LLaVA-v1.5-7B
2026.07
52.86
47.31
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