Qwen 2.5 14B Instruct AlienLM Full
This repository contains the Qwen 2.5 14B Instruct AlienLM Full 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.
Links:
- Lab: DSBA Lab
- Paper: arXiv
- Official repo: KimJaehee0725/AlienLM
Model Table
| 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 |
Example
Variant
- Variant: AlienLM full tokenizer-bijection adaptation
- Base model:
Qwen2.5 14B Instruct - Upload source:
/data2/AlienLM/outputs/Qwen25-14b-Instruct-AlienLM-50-all-tokenizer-v3-32-llama - Tokenizer check: The local tokenizer produced different token IDs from the base tokenizer for the test sentence. Base tokenizer ids: [2403, 6247, 8521, 525, 25992, 26, 1817, 42151, 2997, 374, 42151, 304, 1181, 1828, 1616, 13]
Notes
- Served files only: weights, config, tokenizer, and README.
- Training checkpoints and optimizer artifacts are excluded.
- Intended for research evaluation, not production privacy guarantees.
BibTeX
@article{kim2026alienlm,
title={AlienLM: Alienization of Language for API-Boundary Privacy in Black-Box LLMs},
author={Kim, Jaehee and Kang, Pilsung},
journal={arXiv preprint arXiv:2601.22710},
year={2026}
}