Views
No views yet
Llama 3 8B Instruct AlienLM Ratio 60 weights used in the AlienLM experiments.
AlienLM is a client-side text obfuscation approach for black-box LLM APIs: it maps natural text into an alienized
token space, adapts the model with AAT, and recovers text on the client side.| Uploaded model | Base model | Description | HF Models |
|---|---|---|---|
| Gemma 2 9B IT AlienLM Full | Gemma 2 9B IT | Full AlienLM adaptation | dsba-lab/gemma2-9b-it-alienlm-full |
| Gemma 2 9B IT Random Bijection | Gemma 2 9B IT | Random bijection baseline | dsba-lab/gemma2-9b-it-random-bijection |
| Llama 3 8B Instruct AlienLM Full | Llama 3 8B Instruct | Full AlienLM adaptation | dsba-lab/llama3-8b-instruct-alienlm-full |
| Llama 3 8B Instruct AlienLM Ratio 20 | Llama 3 8B Instruct | Partial alienization ratio 20 | dsba-lab/llama3-8b-instruct-alienlm-ratio-20 |
| Llama 3 8B Instruct AlienLM Ratio 40 | Llama 3 8B Instruct | Partial alienization ratio 40 | dsba-lab/llama3-8b-instruct-alienlm-ratio-40 |
| Llama 3 8B Instruct AlienLM Ratio 60 | Llama 3 8B Instruct | Partial alienization ratio 60 | dsba-lab/llama3-8b-instruct-alienlm-ratio-60 |
| Llama 3 8B Instruct AlienLM Ratio 80 | Llama 3 8B Instruct | Partial alienization ratio 80 | dsba-lab/llama3-8b-instruct-alienlm-ratio-80 |
| Llama 3 8B Instruct Random Bijection | Llama 3 8B Instruct | Random bijection baseline | dsba-lab/llama3-8b-instruct-random-bijection |
| Qwen 2.5 14B Instruct AlienLM Full | Qwen2.5 14B Instruct | Full AlienLM adaptation | dsba-lab/qwen25-14b-instruct-alienlm-full |
| Qwen 2.5 14B Instruct Random Bijection | Qwen2.5 14B Instruct | Random bijection baseline | dsba-lab/qwen25-14b-instruct-random-bijection |
| Qwen 2.5 7B Instruct AlienLM Full | Qwen2.5 7B Instruct | Full AlienLM adaptation | dsba-lab/qwen25-7b-instruct-alienlm-full |
| Qwen 2.5 7B Instruct Random Bijection | Qwen2.5 7B Instruct | Random bijection baseline | dsba-lab/qwen25-7b-instruct-random-bijection |
| Natural text | Alien text |
|---|---|
All happy families are alike; each unhappy family is unhappy in its own way. | One unhappy families are alike..:
happy family happy in
, |
| Original token IDs | Alien token IDs |
[2460, 6380, 8689, 527, 27083, 26, 1855, 43251, 3070, 374, 43251, 304, 1202, 1866, 1648, 13] | [4054, 43251, 8689, 527, 27083, 114100, 27381, 6380, 3070, 40584, 6380, 304, 82321, 16244, 52224, 11] |
Llama 3 8B Instruct/data2/AlienLM/outputs/Llama3-8B-Instruct-AlienLM-ratio-601@article{kim2026alienlm,
2 title={AlienLM: Alienization of Language for API-Boundary Privacy in Black-Box LLMs},
3 author={Kim, Jaehee and Kang, Pilsung},
4 journal={arXiv preprint arXiv:2601.22710},
5 year={2026}
6}