PaliGemma Debiasing Methods Comparison

Compare all debiasing methods side by side. Lambda controls Logit Adjustment strength (default: 5.0). VDD Lambda controls Visual Debias Decoding strength (default: 1.0). Threshold controls Logit Adjustment activation. Choose 'Alignment' (s_scale = classifier output) or 'Neutralization' (s_scale = 0) mode for Logit Adjustment.

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Text Question

Voice Question (Overrides text)

Lambda (for Logit Adjustment)

0 100

Threshold (for Logit Adjustment)

0 1

s_scale Mode

Alignment: s_scale = classifier output (gender prediction). Neutralization: s_scale = 0.

Alignment Neutralization

VDD Lambda (for VDD method only)

0 10

Heard/Used Question:

1. Naive (Baseline - No Debiasing):

2. Prompt (Gender-based Prompt Modification):

3. CLIP-CLIP (Feature Pruning):

4. VDD (Visual Debias Decoding):

5. Logit Adjustment: