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genx's Introduction

About GenX

To appear in the 2nd Workshop on Data Science with Human-in-the-loop: Language Advances (DaSH-LA)

Abstract

Current methods for evaluation of natural language generation models focus on measuring text quality but fail to probe the model creativity, i.e., its ability to generate novel but coherent text sequences not seen in the training corpus. We present the GenX tool which is designed to enable interactive exploration and explanation of natural language generation outputs with a focus on the detection of memorization. We demonstrate the tool on two domain-conditioned generation use cases---phishing emails and ACL abstracts.

Live Demo

GenX Screenshot

Getting GenX

Installation

pip install genx

Usage

See the demo notebook

How to cite

@inproceedings{duskin2021genx,
  title={Evaluating and Explaining Natural Language Generation with GenX},
  author={Duskin, Kayla and Sharma, Shivam and Yun, Ji Young and Arendt, Dustin},
  booktitle={Proceedings of the Second Workshop on Data Science with Human in the Loop: Language Advances},
  year={2021}
}

genx's People

Contributors

dlarendt avatar

Stargazers

Sameera Horawalavithana avatar

Watchers

James Cloos avatar Nathan Baker avatar  avatar PNNL Developer Central avatar Leif Carlsen avatar  avatar

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