mwldeWORK / MULTI-MODAL FRAUD DETECTION
TOOL: LOUPE // SUPERSEDED

ROT 000°

Insurance claims, cross-examined.

SIGLIP-2 / CROSS-ATTENTION / SHAP / MISTRAL 7B

capstone research system fusing image, text, and tabular evidence to flag fraudulent claims, with an explanation layer that shows its reasoning instead of hiding behind a score.

three encoders read the claim in parallel — a siglip-2 vision tower on the damage photos, a text encoder on the adjuster notes, and a tabular head on the structured fields. cross-attention lets each modality interrogate the others before a verdict is proposed.

the score is never the point. a shap layer decomposes every flag into the features that moved it, and a mistral pass turns that vector into a paragraph a human reviewer can argue with. explanation over authority.

MODALITIES
3
ROC-AUC
0.94
BACKBONE
SIGLIP-2
EXPLAINER
SHAP + MISTRAL
IN PROGRESS // 2026
Awaiting FootageCLAIM 4417 // FLAGGED // SHAP ATTACHED
Img
Txt
Tab