Steganographic secret extraction on TrojanStego T (test)
78AccuracyASCII+Embedding (A+E)
Evaluation results
| Method | Links | ||
|---|---|---|---|
| ASCII+Embedding (A+E)Backbone=Ministral-8B, Fine-tuning=Full2026.01 | 78 | 25 | |
| Embedding+Parity (E+P)Backbone=Ministral-8B, Fine-tuning=Full2026.01 | 67 | 6 | |
| ASCII+Parity (A+P)Backbone=Ministral-8B, Fine-tuning=Full2026.01 | 63 | — | |
| ASCII+Embedding (A+E)Backbone=Llama-3.1-8B, Fine-tuning=Full2026.01 | 59 | 45 | |
| Embedding+Embedding (E+E)Backbone=Ministral-8B, Fine-tuning=Full2026.01 | 57 | -10 | |
| Embedding+Embedding (E+E)Backbone=Llama-3.1-8B, Fine-tuning=Full2026.01 | 53 | 30 | |
| ASCII+Embedding (A+E)Backbone=Ministral-8B, Fine-tuning=LoRA2026.01 | 43 | 80 | |
| ASCII+Parity (A+P)Backbone=Llama-3.1-8B, Fine-tuning=Full2026.01 | 41 | — | |
| Embedding+Parity (E+P)Backbone=Llama-3.1-8B, Fine-tuning=Full2026.01 | 41 | 0 | |
| Embedding+Embedding (E+E)Backbone=Ministral-8B, Fine-tuning=LoRA2026.01 | 38 | 62 | |
| Embedding+Parity (E+P)Backbone=Ministral-8B, Fine-tuning=LoRA2026.01 | 32 | 35 | |
| ASCII+Embedding (A+E)Backbone=Llama-3.1-8B, Fine-tuning=LoRA2026.01 | 30 | 78 | |
| Embedding+Embedding (E+E)Backbone=Llama-3.1-8B, Fine-tuning=LoRA2026.01 | 26 | 58 | |
| ASCII+Parity (A+P)Backbone=Ministral-8B, Fine-tuning=LoRA2026.01 | 24 | — | |
| Embedding+Parity (E+P)Backbone=Llama-3.1-8B, Fine-tuning=LoRA2026.01 | 21 | 26 | |
| ASCII+Parity (A+P)Backbone=Llama-3.1-8B, Fine-tuning=LoRA2026.01 | 17 | — |