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Few-Shot Detection of Machine-Generated Text using Style Representations

Few-Shot Detection of Machine-Generated Text using Style Representations

12 January 2024
Rafael A. Rivera Soto
Kailin Koch
Aleem Khan
Barry Chen
M. Bishop
Nicholas Andrews
    DeLMO
ArXivPDFHTML

Papers citing "Few-Shot Detection of Machine-Generated Text using Style Representations"

16 / 16 papers shown
Title
Kill two birds with one stone: generalized and robust AI-generated text detection via dynamic perturbations
Kill two birds with one stone: generalized and robust AI-generated text detection via dynamic perturbations
Y. Zhou
Juan Wen
Wanli Peng
Yiming Xue
Ziwei Zhang
Zhengxian Wu
AAML
33
0
0
22 Apr 2025
Fine-Grained Bias Detection in LLM: Enhancing detection mechanisms for nuanced biases
Suvendu Mohanty
34
0
0
08 Mar 2025
Less is More for Synthetic Speech Detection in the Wild
Less is More for Synthetic Speech Detection in the Wild
Ashi Garg
Zexin Cai
Henry Li Xinyuan
Leibny Paola García-Perera
Kevin Duh
Sanjeev Khudanpur
Matthew Wiesner
Nicholas Andrews
74
0
0
17 Feb 2025
DeTeCtive: Detecting AI-generated Text via Multi-Level Contrastive
  Learning
DeTeCtive: Detecting AI-generated Text via Multi-Level Contrastive Learning
Xun Guo
Shan Zhang
Yongxin He
Ting Zhang
Wanquan Feng
Haibin Huang
Chongyang Ma
DeLMO
40
5
0
28 Oct 2024
Detecting AI-Generated Text: Factors Influencing Detectability with Current Methods
Detecting AI-Generated Text: Factors Influencing Detectability with Current Methods
Kathleen C. Fraser
Hillary Dawkins
S. Kiritchenko
DeLMO
71
7
0
21 Jun 2024
Improving Logits-based Detector without Logits from Black-box LLMs
Improving Logits-based Detector without Logits from Black-box LLMs
Cong Zeng
Shengkun Tang
Xianjun Yang
Yuanzhou Chen
Yiyou Sun
zhiqiang xu
Yao Li
Haifeng Chen
Wei Cheng
Dongkuan Xu
DeLMO
60
1
0
07 Jun 2024
Are AI-Generated Text Detectors Robust to Adversarial Perturbations?
Are AI-Generated Text Detectors Robust to Adversarial Perturbations?
Guanhua Huang
Yuchen Zhang
Zhe Li
Yongjian You
Mingze Wang
Zhouwang Yang
DeLMO
43
3
0
03 Jun 2024
RAID: A Shared Benchmark for Robust Evaluation of Machine-Generated Text
  Detectors
RAID: A Shared Benchmark for Robust Evaluation of Machine-Generated Text Detectors
Liam Dugan
Alyssa Hwang
Filip Trhlik
Josh Magnus Ludan
Andrew Zhu
Hainiu Xu
Daphne Ippolito
Christopher Callison-Burch
DeLMO
AAML
33
41
0
13 May 2024
SemEval-2024 Task 8: Multidomain, Multimodel and Multilingual
  Machine-Generated Text Detection
SemEval-2024 Task 8: Multidomain, Multimodel and Multilingual Machine-Generated Text Detection
Yuxia Wang
Jonibek Mansurov
Petar Ivanov
Jinyan Su
Artem Shelmanov
...
Chenxi Whitehouse
Alham Fikri Aji
Nizar Habash
Iryna Gurevych
Preslav Nakov
DeLMO
24
41
0
22 Apr 2024
M4GT-Bench: Evaluation Benchmark for Black-Box Machine-Generated Text
  Detection
M4GT-Bench: Evaluation Benchmark for Black-Box Machine-Generated Text Detection
Yuxia Wang
Jonibek Mansurov
Petar Ivanov
Jinyan Su
Artem Shelmanov
...
Thomas Arnold
Alham Fikri Aji
Nizar Habash
Iryna Gurevych
Preslav Nakov
DeLMO
28
31
0
17 Feb 2024
Detecting Multimedia Generated by Large AI Models: A Survey
Detecting Multimedia Generated by Large AI Models: A Survey
Li Lin
Neeraj Gupta
Yue Zhang
Hainan Ren
Chun-Hao Liu
Feng Ding
Xin Eric Wang
X. Li
Luisa Verdoliva
Shu Hu
80
56
0
22 Jan 2024
Learning to Generate Text in Arbitrary Writing Styles
Learning to Generate Text in Arbitrary Writing Styles
Aleem Khan
Andrew Wang
Sophia Hager
Nicholas Andrews
16
4
0
28 Dec 2023
A Survey on Detection of LLMs-Generated Content
A Survey on Detection of LLMs-Generated Content
Xianjun Yang
Liangming Pan
Xuandong Zhao
Haifeng Chen
Linda R. Petzold
William Yang Wang
Wei Cheng
DeLMO
30
51
0
24 Oct 2023
TOPFORMER: Topology-Aware Authorship Attribution of Deepfake Texts with
  Diverse Writing Styles
TOPFORMER: Topology-Aware Authorship Attribution of Deepfake Texts with Diverse Writing Styles
Adaku Uchendu
Thai Le
Dongwon Lee
DeLMO
24
3
0
22 Sep 2023
CATER: Intellectual Property Protection on Text Generation APIs via
  Conditional Watermarks
CATER: Intellectual Property Protection on Text Generation APIs via Conditional Watermarks
Xuanli He
Qiongkai Xu
Yi Zeng
Lingjuan Lyu
Fangzhao Wu
Jiwei Li
R. Jia
WaLM
183
71
0
19 Sep 2022
Model-Agnostic Meta-Learning for Fast Adaptation of Deep Networks
Model-Agnostic Meta-Learning for Fast Adaptation of Deep Networks
Chelsea Finn
Pieter Abbeel
Sergey Levine
OOD
281
11,677
0
09 Mar 2017
1