https://github.com/leonardodalinky/zero-shot-gls

[NAACL'24] ZGLS: Zero-shot Generative Linguistic Steganography
https://github.com/leonardodalinky/zero-shot-gls

natural-language-processing steganography zero-shot

Last synced: about 1 month ago
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[NAACL'24] ZGLS: Zero-shot Generative Linguistic Steganography

• Host: GitHub
• URL: https://github.com/leonardodalinky/zero-shot-gls
• Owner: leonardodalinky
• License: mit
• Created: 2023-10-31T08:25:20.000Z (over 1 year ago)
• Default Branch: main
• Last Pushed: 2025-01-30T04:42:16.000Z (3 months ago)
• Last Synced: 2025-03-01T00:11:55.010Z (about 2 months ago)
• Topics: natural-language-processing, steganography, zero-shot
• Language: Python
• Homepage: https://leonardodalinky.github.io/zero-shot-GLS/
• Size: 3.85 MB
• Stars: 7
• Watchers: 1
• Forks: 0
• Open Issues: 0
• Metadata Files:
  • Readme: README.md
  • License: LICENSE

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README

        
# Zero-shot Generative Linguistic Steganography

[![arXiv](https://img.shields.io/badge/arXiv-2403.10856-brightgreen.svg)](https://arxiv.org/abs/2403.10856)

[![star badge](https://img.shields.io/github/stars/leonardodalinky/zero-shot-GLS?style=social)](https://github.com/leonardodalinky/zero-shot-GLS)

This repo is the official implementation of NAACL'24 paper "[Zero-shot Generative Linguistic Steganography](https://aclanthology.org/2024.naacl-long.289/)".

## Setup

1. Create Conda environment and install the requirements:

```shell

conda create -n zgls python=3.10

conda activate zgls

#

pip install torch torchvision torchaudio --index-url https://download.pytorch.org/whl/cu121

pip install -r requirements.txt

pip install auto-gptq --extra-index-url https://huggingface.github.io/autogptq-index/whl/cu121/

```

2. Compile external Python module:

```shell

pip install external_tools/zgls-utils

```

3. Install pre-commit hooks:

```shell

pre-commit install

```

4. Create a temp folder in HDD for storing and sharing files, for example:

```shell

# DO NOT copy directly!

mkdir -p $SHARE_FOLDER/zgls

ln -s $SHARE_FOLDER/zgls tmp_saves

ln -s $SHARE_FOLDER/datasets/imdb datasets/imdb

ln -s $SHARE_FOLDER/datasets/twitter datasets/twitter

```

## Datasets

Check [datasets/](datasets/README.md) section for details.

## Usage

See [scripts/](scripts/README.md) section for details.

## Evaluation

For details of metrics, steganalysis, and language evaluation, check [evaluate/](evaluate/README.md) section.

## Reference

```

@inproceedings{lin2024zgls,

    title = "Zero-shot Generative Linguistic Steganography",

    author = "Lin, Ke  and

      Luo, Yiyang  and

      Zhang, Zijian  and

      Ping, Luo",

    editor = "Duh, Kevin  and

      Gomez, Helena  and

      Bethard, Steven",

    booktitle = "Proceedings of the 2024 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies (Volume 1: Long Papers)",

    month = jun,

    year = "2024",

    address = "Mexico City, Mexico",

    publisher = "Association for Computational Linguistics",

    url = "https://aclanthology.org/2024.naacl-long.289",

    pages = "5168--5182",

    doi = "10.18653/v1/2024.naacl-long.289"

}

```