This repository contains the Qwen 2.5 14B Instruct Random Bijection 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

Natural text	Alien text
All happy families are alike; each unhappy family is unhappy in its own way.	(Input理論AccessorType checkpointsingendart-song hg bourbonraft hgท实景]\ дем⋌
Original token IDs	Alien token IDs
[2403, 6247, 8521, 525, 25992, 26, 1817, 42151, 2997, 374, 42151, 304, 1181, 1828, 1616, 13]	[26430, 9244, 81484, 117800, 1086, 89842, 70268, 27147, 15693, 31326, 27147, 21062, 67902, 77163, 56354, 63835]

Variant

Variant: Random bijection baseline, seed 42
Base model: Qwen2.5 14B Instruct
Upload source: /data2/AlienLM/outputs/Qwen25-14b-Instruct-random-42
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

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}
}

dsba-lab/qwen25-14b-instruct-random-bijection

Qwen 2.5 14B Instruct Random Bijection

Model Table

Example

Variant

Notes

BibTeX

dsba-lab/
qwen25-14b-instruct-random-bijection