Steganographic secret extraction on WikiText-103 W (test)
75AccuracyASCII+Parity (A+P)
Evaluation results
| Method | Links | ||
|---|---|---|---|
| ASCII+Parity (A+P)Backbone=Ministral-8B, Fine-tuning=Full2026.01 | 75 | — | |
| ASCII+Embedding (A+E)Backbone=Ministral-8B, Fine-tuning=Full2026.01 | 75 | 0 | |
| Embedding+Parity (E+P)Backbone=Ministral-8B, Fine-tuning=Full2026.01 | 74 | -1 | |
| Embedding+Embedding (E+E)Backbone=Ministral-8B, Fine-tuning=Full2026.01 | 73 | -4 | |
| ASCII+Embedding (A+E)Backbone=Llama-3.1-8B, Fine-tuning=Full2026.01 | 61 | 32 | |
| Embedding+Embedding (E+E)Backbone=Llama-3.1-8B, Fine-tuning=Full2026.01 | 60 | 31 | |
| Embedding+Parity (E+P)Backbone=Llama-3.1-8B, Fine-tuning=Full2026.01 | 52 | 13 | |
| ASCII+Embedding (A+E)Backbone=Llama-3.1-8B, Fine-tuning=LoRA2026.01 | 48 | 26 | |
| ASCII+Parity (A+P)Backbone=Llama-3.1-8B, Fine-tuning=Full2026.01 | 46 | — | |
| Embedding+Embedding (E+E)Backbone=Llama-3.1-8B, Fine-tuning=LoRA2026.01 | 44 | 15 | |
| Embedding+Parity (E+P)Backbone=Llama-3.1-8B, Fine-tuning=LoRA2026.01 | 43 | 12 | |
| Embedding+Embedding (E+E)Backbone=Ministral-8B, Fine-tuning=LoRA2026.01 | 41 | 14 | |
| ASCII+Parity (A+P)Backbone=Llama-3.1-8B, Fine-tuning=LoRA2026.01 | 38 | — | |
| Embedding+Parity (E+P)Backbone=Ministral-8B, Fine-tuning=LoRA2026.01 | 38 | 5 | |
| ASCII+Parity (A+P)Backbone=Ministral-8B, Fine-tuning=LoRA2026.01 | 36 | — | |
| ASCII+Embedding (A+E)Backbone=Ministral-8B, Fine-tuning=LoRA2026.01 | 29 | -20 | |
| Embedding+Embedding (E+E)Backbone=Llama-3.3-70B, Fine-tuning=LoRA2026.01 | 19 | 123 | |
| Embedding+Parity (E+P)Backbone=Llama-3.3-70B, Fine-tuning=LoRA2026.01 | 18 | 108 | |
| ASCII+Embedding (A+E)Backbone=Llama-3.3-70B, Fine-tuning=LoRA2026.01 | 15 | 73 | |
| ASCII+Parity (A+P)Backbone=Llama-3.3-70B, Fine-tuning=LoRA2026.01 | 9 | — |