Copertina

A Comprehensive Framework for Semantic Similarity Analysis of Human and AI-Generated Text Using Transformer Architectures and Ensemble Techniques

Fuente: arXiv

Salvato in:

Dettagli Bibliografici
Autori principali:	Gao, Lifu, Liu, Ziwei, Zhang, Qi
Natura:	Preprint
Pubblicazione:	2025
Soggetti:	Computation and Language Artificial Intelligence
Accesso online:	Acceder al recurso
Tags:	Aggiungi Tag Nessun Tag, puoi essere il primo ad aggiungerne!!

Documenti analoghi

Optimizing Sentence Embedding with Pseudo-Labeling and Model Ensembles: A Hierarchical Framework for Enhanced NLP Tasks
di: Liu, Ziwei, et al.
Pubblicazione: (2025)

Semantic Similarity Matching for Patent Documents Using Ensemble BERT-related Model and Novel Text Processing Method
di: Yu, Liqiang, et al.
Pubblicazione: (2024)

Automatic Design of Semantic Similarity Ensembles Using Grammatical Evolution
di: Martinez-Gil, Jorge
Pubblicazione: (2023)

TexIm FAST: Text-to-Image Representation for Semantic Similarity Evaluation using Transformers
di: Ansar, Wazib, et al.
Pubblicazione: (2024)

Domain Gating Ensemble Networks for AI-Generated Text Detection
di: Tripathi, Arihant, et al.
Pubblicazione: (2025)

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

Applications of the Transformer Architecture in AI-Assisted English Reading Comprehension
di: Li, Ping
Pubblicazione: (2026)

Detecting the Machine: A Comprehensive Benchmark of AI-Generated Text Detectors Across Architectures, Domains, and Adversarial Conditions
di: Baidya, Madhav S., et al.
Pubblicazione: (2026)

Estimating Text Similarity based on Semantic Concept Embeddings
di: der Brück, Tim vor, et al.
Pubblicazione: (2024)

LuxVeri at GenAI Detection Task 3: Cross-Domain Detection of AI-Generated Text Using Inverse Perplexity-Weighted Ensemble of Fine-Tuned Transformer Models
di: Mobin, Md Kamrujjaman, et al.
Pubblicazione: (2025)

Layers at Similar Depths Generate Similar Activations Across LLM Architectures
di: Wolfram, Christopher, et al.
Pubblicazione: (2025)

Rethinking Word Similarity: Semantic Similarity through Classification Confusion
di: Zhou, Kaitlyn, et al.
Pubblicazione: (2025)

Similar Data Points Identification with LLM: A Human-in-the-loop Strategy Using Summarization and Hidden State Insights
di: Zeng, Xianlong, et al.
Pubblicazione: (2024)

A Comprehensive Survey of Accelerated Generation Techniques in Large Language Models
di: Khoshnoodi, Mahsa, et al.
Pubblicazione: (2024)

FarSSiBERT: A Novel Transformer-based Model for Semantic Similarity Measurement of Persian Social Networks Informal Texts
di: Sadjadi, Seyed Mojtaba, et al.
Pubblicazione: (2024)

How Small Transformation Expose the Weakness of Semantic Similarity Measures
di: Nikiema, Serge Lionel, et al.
Pubblicazione: (2025)

Sarang at DEFACTIFY 4.0: Detecting AI-Generated Text Using Noised Data and an Ensemble of DeBERTa Models
di: Trivedi, Avinash, et al.
Pubblicazione: (2025)

Advances and Challenges in Semantic Textual Similarity: A Comprehensive Survey
di: Kumar, Lokendra, et al.
Pubblicazione: (2025)

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

Detecting AI-Generated Sentences in Human-AI Collaborative Hybrid Texts: Challenges, Strategies, and Insights
di: Zeng, Zijie, et al.
Pubblicazione: (2024)

Differentiating Between Human-Written and AI-Generated Texts Using Automatically Extracted Linguistic Features
di: Georgiou, Georgios P.
Pubblicazione: (2024)

ToBlend: Token-Level Blending With an Ensemble of LLMs to Attack AI-Generated Text Detection
di: Huang, Fan, et al.
Pubblicazione: (2024)

Unlocking Anticipatory Text Generation: A Constrained Approach for Large Language Models Decoding
di: Tu, Lifu, et al.
Pubblicazione: (2023)

AI Generated Text Detection Using Instruction Fine-tuned Large Language and Transformer-Based Models
di: Guggilla, Chinnappa, et al.
Pubblicazione: (2025)

Holistic Evaluation for Interleaved Text-and-Image Generation
di: Liu, Minqian, et al.
Pubblicazione: (2024)

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

Decoding the AI Pen: Techniques and Challenges in Detecting AI-Generated Text
di: Abdali, Sara, et al.
Pubblicazione: (2024)

Distinguishing AI-Generated and Human-Written Text Through Psycholinguistic Analysis
di: Opara, Chidimma
Pubblicazione: (2025)

Human Bias in the Face of AI: Examining Human Judgment Against Text Labeled as AI Generated
di: Zhu, Tiffany, et al.
Pubblicazione: (2024)

SoS: Analysis of Surface over Semantics in Multilingual Text-To-Image Generation
di: Holtermann, Carolin, et al.
Pubblicazione: (2026)

Evaluating Deduplication Techniques for Economic Research Paper Titles with a Focus on Semantic Similarity using NLP and LLMs
di: You, Doohee, et al.
Pubblicazione: (2024)

Classification of Human- and AI-Generated Texts for English, French, German, and Spanish
di: Schaaff, Kristina, et al.
Pubblicazione: (2023)

Structsum Generation for Faster Text Comprehension
di: Jain, Parag, et al.
Pubblicazione: (2024)

Human-AI Collaborative Essay Scoring: A Dual-Process Framework with LLMs
di: Xiao, Changrong, et al.
Pubblicazione: (2024)

From Intentions to Techniques: A Comprehensive Taxonomy and Challenges in Text Watermarking for Large Language Models
di: Lalai, Harsh Nishant, et al.
Pubblicazione: (2024)

A General Framework for Producing Interpretable Semantic Text Embeddings
di: Sun, Yiqun, et al.
Pubblicazione: (2024)

Measuring Human Involvement in AI-Generated Text: A Case Study on Academic Writing
di: Guo, Yuchen, et al.
Pubblicazione: (2025)

Generating Effective Ensembles for Sentiment Analysis
di: Etelis, Itay, et al.
Pubblicazione: (2024)

Feature-Augmented Transformers for Robust AI-Text Detection Across Domains and Generators
di: Mady, Mohamed, et al.
Pubblicazione: (2026)

C-ReD: A Comprehensive Chinese Benchmark for AI-Generated Text Detection Derived from Real-World Prompts
di: Qing, Chenxi, et al.
Pubblicazione: (2026)