Text-to-Text Membership Inference on XSum
98ASROurs
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| OursBackbone Model=Falcon-7B, Knowledge Setting=Partial Knowledge2026.07 | 98 | 0.99 | 63 | |
| ICP-MIABackbone Model=Falcon-7B, Knowledge Setting=Partial Knowledge2026.07 | 96 | 0.97 | 60 | |
| SPV-MIABackbone Model=Falcon-7B, Knowledge Setting=Partial Knowledge2026.07 | 95 | 0.97 | 61 | |
| unified membership inference frameworkKnowledge Setting=Zero-Knowledge, Base Model=Falcon-7B, Embedding Extractor=DistilBERT2026.07 | 88 | 0.96 | 61 | |
| SPVKnowledge Setting=Zero-Knowledge, Base Model=Falcon-7B, Embedding Extractor=DistilBERT2026.07 | 85 | 0.95 | 54 | |
| ICPKnowledge Setting=Zero-Knowledge, Base Model=Falcon-7B, Embedding Extractor=DistilBERT2026.07 | 82 | 0.93 | 55 |