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A survey on LLM-generated text detection: Necessity, methods, and future directions
The remarkable ability of large language models (LLMs) to comprehend, interpret, and
generate complex language has rapidly integrated LLM-generated text into various aspects …
generate complex language has rapidly integrated LLM-generated text into various aspects …
The hiding virtues of ambiguity: quantifiably resilient watermarking of natural language text through synonym substitutions
Information-hiding in natural language text has mainly consisted of carrying out
approximately meaning-preserving modifications on the given cover text until it encodes the …
approximately meaning-preserving modifications on the given cover text until it encodes the …
Convolutional neural network based text steganalysis
The prevailing text steganalysis methods detect steganographic communication by
extracting hand-crafted features and classifying them using SVM. However, these features …
extracting hand-crafted features and classifying them using SVM. However, these features …
A hybrid R-BILSTM-C neural network based text steganalysis
With the emergence of the generation-based steganography, the traditional text steganalysis
methods show the unsatisfactory detection performance as the manually extracted features …
methods show the unsatisfactory detection performance as the manually extracted features …
Linguistic steganalysis using the features derived from synonym frequency
L **ang, X Sun, G Luo, B **a - Multimedia tools and applications, 2014 - Springer
A linguistic steganalysis method is proposed to detect synonym substitution-based
steganography, which embeds secret message into a text by substituting words with their …
steganography, which embeds secret message into a text by substituting words with their …
Linguistic steganalysis via densely connected LSTM with feature pyramid
With the growing attention on multimedia security and rapid development of natural
language processing technologies, various linguistic steganographic algorithms based on …
language processing technologies, various linguistic steganographic algorithms based on …
A linguistic steganography based on word indexing compression and candidate selection
L **ang, W Wu, X Li, C Yang - Multimedia Tools and Applications, 2018 - Springer
In this paper, a novel linguistic steganography with high imperceptibility and undetectability
is proposed via secret message compression and candidate text selection. The length of the …
is proposed via secret message compression and candidate text selection. The length of the …
Practical linguistic steganography using contextual synonym substitution and a novel vertex coding method
Linguistic steganography is concerned with hiding information in natural language text. One
of the major transformations used in linguistic steganography is synonym substitution …
of the major transformations used in linguistic steganography is synonym substitution …
Semantic-preserving linguistic steganography by pivot translation and semantic-aware bins coding
Linguistic steganography (LS) aims to embed secret information into a highly encoded text
for covert communication. It can be roughly divided to two main categories, ie, modification …
for covert communication. It can be roughly divided to two main categories, ie, modification …
A compression-based text steganography method
E Satir, H Isik - Journal of Systems and Software, 2012 - Elsevier
In this study, capacity and security issues of text steganography have been considered to
improve by proposing a novel approach. For this purpose, a text steganography method that …
improve by proposing a novel approach. For this purpose, a text steganography method that …