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ResearchFormerly WizWand

Embedding Inversion

Benchmarks

DatasetSOTA methodMetricTrendResultsLast updated

Transfer Attack

12.71RougeL

12

Feb 26, 2026

Transfer Attack

19.91RougeL

12

Feb 26, 2026

Transfer Attack

0.223ROUGE-L

12

Feb 26, 2026

Clinical notes OOD (out-of-distribution)

37R1

3

Mar 23, 2026

Wikipedia in-distribution (held-out)

0.41R1

3

Mar 23, 2026

Conditional Masked Diffusion (Qwen3-Embedding-0.6B)

81.3Token Accuracy

3

Feb 26, 2026

MIMIC-III v1.4 (test)

Transfer Attack

0.988Age Accuracy

2

Feb 26, 2026