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Benchmarks
Knowledge Injection on EVOKE
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5.33
CEM
Vanilla
4.2276
11.6688
19.11
26.5512
Oct 22, 2025
CEM
F1 Score
Updated 26d ago
Evaluation Results
Method
Method
Links
CEM
F1 Score
Vanilla
Backbone=LLaVA-v1.5 (13B)
2025.10
5.33
10.07
Vanilla
Backbone=Qwen2.5-VL (7B)
2025.10
9.34
15.33
Replay
Backbone=Qwen2.5-VL (7B)
2025.10
11.73
18.51
Replay
Backbone=LLaVA-v1.5 (13B)
2025.10
12.05
20.21
LoRA
Backbone=Qwen2.5-VL (7B)
2025.10
14.56
14.01
LoRA
Backbone=LLaVA-v1.5 (13B)
2025.10
16.26
22.83
KORE
Backbone=Qwen2.5-VL (7B)
2025.10
22.91
31.36
KORE
Backbone=LLaVA-v1.5 (13B)
2025.10
32.89
44.47
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