Cover Image

StyleDecipher: Robust and Explainable Detection of LLM-Generated Texts with Stylistic Analysis

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Li, Siyuan, Wulianghai, Aodu, Lin, Xi, Li, Guangyan, Chen, Xiang, Wu, Jun, Li, Jianhua
Format:	Preprint
Published:	2025
Subjects:	Computation and Language Artificial Intelligence
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

DSIPA: Detecting LLM-Generated Texts via Sentiment-Invariant Patterns Divergence Analysis
by: Li, Siyuan, et al.
Published: (2026)

Lightweight Stylistic Consistency Profiling: Robust Detection of LLM-Generated Textual Content for Multimedia Moderation
by: Li, Siyuan, et al.
Published: (2026)

Model-Agnostic Sentiment Distribution Stability Analysis for Robust LLM-Generated Texts Detection
by: Li, Siyuan, et al.
Published: (2025)

MoSEs: Uncertainty-Aware AI-Generated Text Detection via Mixture of Stylistics Experts with Conditional Thresholds
by: Wu, Junxi, et al.
Published: (2025)

Imitate Before Detect: Aligning Machine Stylistic Preference for Machine-Revised Text Detection
by: Chen, Jiaqi, et al.
Published: (2024)

Towards Reliable Detection of LLM-Generated Texts: A Comprehensive Evaluation Framework with CUDRT
by: Tao, Zhen, et al.
Published: (2024)

Trustworthy AI-Generative Content for Intelligent Network Service: Robustness, Security, and Fairness
by: Li, Siyuan, et al.
Published: (2024)

Detecting Machine-Generated Texts: Not Just "AI vs Humans" and Explainability is Complicated
by: Ji, Jiazhou, et al.
Published: (2024)

IPAD: Inverse Prompt for AI Detection - A Robust and Interpretable LLM-Generated Text Detector
by: Chen, Zheng, et al.
Published: (2025)

Style over Substance: Distilled Language Models Reason Via Stylistic Replication
by: Lippmann, Philip, et al.
Published: (2025)

Panoramic Interests: Stylistic-Content Aware Personalized Headline Generation
by: Lian, Junhong, et al.
Published: (2025)

TIGERScore: Towards Building Explainable Metric for All Text Generation Tasks
by: Jiang, Dongfu, et al.
Published: (2023)

DetectAnyLLM: Towards Generalizable and Robust Detection of Machine-Generated Text Across Domains and Models
by: Fu, Jiachen, et al.
Published: (2025)

Explainability-Based Token Replacement on LLM-Generated Text
by: Mohammadi, Hadi, et al.
Published: (2025)

Variation is the Key: A Variation-Based Framework for LLM-Generated Text Detection
by: Li, Xuecong, et al.
Published: (2026)

Fine-Grained Image-Text Alignment in Medical Imaging Enables Explainable Cyclic Image-Report Generation
by: Chen, Wenting, et al.
Published: (2023)

Adversarial Humanities Benchmark: Results on Stylistic Robustness in Frontier Model Safety
by: Galisai, Marcello, et al.
Published: (2026)

Reasoning before Comparison: LLM-Enhanced Semantic Similarity Metrics for Domain Specialized Text Analysis
by: Xu, Shaochen, et al.
Published: (2024)

Towards Efficient Large Language Models for Scientific Text: A Review
by: To, Huy Quoc, et al.
Published: (2024)

DPIC: Decoupling Prompt and Intrinsic Characteristics for LLM Generated Text Detection
by: Yu, Xiao, et al.
Published: (2023)

Conan-Embedding-v2: Training an LLM from Scratch for Text Embeddings
by: Li, Shiyu, et al.
Published: (2025)

Distilling Text Style Transfer With Self-Explanation From LLMs
by: Zhang, Chiyu, et al.
Published: (2024)

StylusAI: Stylistic Adaptation for Robust German Handwritten Text Generation
by: Riaz, Nauman, et al.
Published: (2024)

SEFD: Semantic-Enhanced Framework for Detecting LLM-Generated Text
by: He, Weiqing, et al.
Published: (2024)

Robust Detection of LLM-Generated Text: A Comparative Analysis
by: Su, Yongye, et al.
Published: (2024)

RepreGuard: Detecting LLM-Generated Text by Revealing Hidden Representation Patterns
by: Chen, Xin, et al.
Published: (2025)

DetectRL: Benchmarking LLM-Generated Text Detection in Real-World Scenarios
by: Wu, Junchao, et al.
Published: (2024)

Enhanced Multimodal Aspect-Based Sentiment Analysis by LLM-Generated Rationales
by: Cao, Jun, et al.
Published: (2025)

Challenges and Opportunities in Text Generation Explainability
by: Amara, Kenza, et al.
Published: (2024)

Segmenting Human-LLM Co-authored Text via Change Point Detection
by: Li, Mengchu, et al.
Published: (2026)

Explainable Chain-of-Thought Reasoning: An Empirical Analysis on State-Aware Reasoning Dynamics
by: Yu, Sheldon, et al.
Published: (2025)

LoRAP: Transformer Sub-Layers Deserve Differentiated Structured Compression for Large Language Models
by: Li, Guangyan, et al.
Published: (2024)

Zero-Shot Detection of LLM-Generated Text via Implicit Reward Model
by: Liu, Runheng, et al.
Published: (2026)

Disentangling Preference Representation and Text Generation for Efficient Individual Preference Alignment
by: Zhang, Jianfei, et al.
Published: (2024)

Latent Space Interpretation for Stylistic Analysis and Explainable Authorship Attribution
by: Alshomary, Milad, et al.
Published: (2024)

Style-Talker: Finetuning Audio Language Model and Style-Based Text-to-Speech Model for Fast Spoken Dialogue Generation
by: Li, Yinghao Aaron, et al.
Published: (2024)

"I know myself better, but not really greatly": How Well Can LLMs Detect and Explain LLM-Generated Texts?
by: Ji, Jiazhou, et al.
Published: (2025)

Rethinking Text-based Protein Understanding: Retrieval or LLM?
by: Wu, Juntong, et al.
Published: (2025)

PSST: A Benchmark for Evaluation-driven Text Public-Speaking Style Transfer
by: Sun, Huashan, et al.
Published: (2023)

On the Detectability of LLM-Generated Text: What Exactly Is LLM-Generated Text?
by: Geng, Mingmeng, et al.
Published: (2025)