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Few-shot Visual Question Answering on VL-ICL Bench TextOCR (test)
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26.4
Mean Accuracy
MAPD
1.856
8.228
14.6
20.972
Jun 7, 2025
Mean Accuracy
Updated 1mo ago
Evaluation Results
Method
Method
Links
Mean Accuracy
MAPD
TTA (Test-Time Adaptat...
2025.06
26.4
LoRA ([0-15] LLM layers + ATT)
TTA (Test-Time Adaptat...
2025.06
24.5
In-ContextPD
TTA (Test-Time Adaptat...
2025.06
23.8
LoRA ([0-15] LLM layers)
TTA (Test-Time Adaptat...
2025.06
23.8
Multi-TaskPD
TTA (Test-Time Adaptat...
2025.06
22.9
NoMeta-taskPD
TTA (Test-Time Adaptat...
2025.06
22.5
Model-AvgPD
TTA (Test-Time Adaptat...
2025.06
21.5
In-ContextPD
TTA (Test-Time Adaptat...
2025.06
18.9
LoRA (All LLM layers)
TTA (Test-Time Adaptat...
2025.06
10.4
MAPD
TTA (Test-Time Adaptat...
2025.06
7.3
Multi-TaskPD
TTA (Test-Time Adaptat...
2025.06
6.9
NoMeta-taskPD
TTA (Test-Time Adaptat...
2025.06
6.8
Model-AvgPD
TTA (Test-Time Adaptat...
2025.06
2.8
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