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Few-shot Visual Question Answering on VL-ICL Bench CLEVR (test)
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31.4
Accuracy
MAPD
6.648
13.074
19.5
25.926
Jun 7, 2025
Accuracy
Updated 1mo ago
Evaluation Results
Method
Method
Links
Accuracy
MAPD
TTA (Test-Time Adaptat...
2025.06
31.4
In-ContextPD
TTA (Test-Time Adaptat...
2025.06
30.9
LoRA ([0-15] LLM layers)
TTA (Test-Time Adaptat...
2025.06
30
Multi-TaskPD
TTA (Test-Time Adaptat...
2025.06
29.9
Model-AvgPD
TTA (Test-Time Adaptat...
2025.06
29.1
LoRA ([0-15] LLM layers + ATT)
TTA (Test-Time Adaptat...
2025.06
28.7
NoMeta-taskPD
TTA (Test-Time Adaptat...
2025.06
25.8
In-ContextPD
TTA (Test-Time Adaptat...
2025.06
24.1
NoMeta-taskPD
TTA (Test-Time Adaptat...
2025.06
18
LoRA (All LLM layers)
TTA (Test-Time Adaptat...
2025.06
15.1
Multi-TaskPD
TTA (Test-Time Adaptat...
2025.06
12.5
MAPD
TTA (Test-Time Adaptat...
2025.06
12.3
Model-AvgPD
TTA (Test-Time Adaptat...
2025.06
7.6
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