A survey on llm-gernerated text detection: Necessity, methods, and future directions

J Wu, S Yang, R Zhan, Y Yuan, DF Wong… - arXiv preprint arXiv …, 2023 - arxiv.org
The powerful ability to understand, follow, and generate complex language emerging from
large language models (LLMs) makes LLM-generated text flood many areas of our daily …

A survey on detection of llms-generated content

X Yang, L Pan, X Zhao, H Chen, L Petzold… - arXiv preprint arXiv …, 2023 - arxiv.org
The burgeoning capabilities of advanced large language models (LLMs) such as ChatGPT
have led to an increase in synthetic content generation with implications across a variety of …

Detecting multimedia generated by large ai models: A survey

L Lin, N Gupta, Y Zhang, H Ren, CH Liu, F Ding… - arXiv preprint arXiv …, 2024 - arxiv.org
The rapid advancement of Large AI Models (LAIMs), particularly diffusion models and large
language models, has marked a new era where AI-generated multimedia is increasingly …

A fine-tuning enhanced RAG system with quantized influence measure as AI judge

K Rangan, Y Yin - Scientific Reports, 2024 - nature.com
This study presents an innovative enhancement to retrieval-augmented generation (RAG)
systems by seamlessly integrating fine-tuned large language models (LLMs) with vector …

AuthentiGPT: Detecting machine-generated text via black-box language models denoising

Z Guo, S Yu - arXiv preprint arXiv:2311.07700, 2023 - arxiv.org
Large language models (LLMs) have opened up enormous opportunities while
simultaneously posing ethical dilemmas. One of the major concerns is their ability to create …

[HTML][HTML] Toward the Adoption of Explainable Pre-Trained Large Language Models for Classifying Human-Written and AI-Generated Sentences

L Petrillo, F Martinelli, A Santone, F Mercaldo - Electronics, 2024 - mdpi.com
Pre-trained large language models have demonstrated impressive text generation
capabilities, including understanding, writing, and performing many tasks in natural …

Investigating Wit, Creativity, and Detectability of Large Language Models in Domain-Specific Writing Style Adaptation of Reddit's Showerthoughts

T Buz, B Frost, N Genchev, M Schneider… - arXiv preprint arXiv …, 2024 - arxiv.org
Recent Large Language Models (LLMs) have shown the ability to generate content that is
difficult or impossible to distinguish from human writing. We investigate the ability of …

Erkennungsverfahren für KI-generierte Texte: Überblick und Architekturentwurf

T Pröhl, R Mohrhardt, N Förster, E Putzier… - HMD Praxis der …, 2024 - Springer
Zusammenfassung Durch Transformer-basierte KI-Systeme wurden große Fortschritte, ua in
den Bereichen Textverarbeitung und-verständnis, erreicht. Diese Deep-Learning-Modelle …

A Method for AI-generated sentence detection through Large Language Models

F Martinelli, F Mercaldo, L Petrillo, A Santone - Procedia Computer Science, 2024 - Elsevier
In recent years, we have seen an impressive expansion of a family of Artificial intelligence
models, known as generative AI, that are capable of producing fresh, unique material …

Are You Human? An Adversarial Benchmark to Expose LLMs

G Gressel, R Pankajakshan, Y Mirsky - arXiv preprint arXiv:2410.09569, 2024 - arxiv.org
Large Language Models (LLMs) have demonstrated an alarming ability to impersonate
humans in conversation, raising concerns about their potential misuse in scams and …