This study introduces the Artificial Intelligence Scientific Text Detector, a hybrid model combining BigBird embeddings with a CNN-BiLSTM framework that can effectively identify LLM-generated content, supporting the integrity and credibility of academic publications.
Experimental results demonstrate ATDPS's superior performance over existing baselines in terms of accuracy, precision, recall and F1 score, highlighting its potential and effectiveness in detecting AI-generated text.
Yang Yu, Wang Gao· International Journal of Sci...· 0 citations
A novel paradigm called Human vs. LLM Identification (HLI) is proposed which introduces a Retrieval-Augmented Generation (RAG)-inspired evidence-based detection strategy alongside a fine-tuned transformer classifier.
Ibtasam Ur Rehman, Muhammad Islam, Muhammad Yousaf Rehman et al.· Knowledge· 0 citations
A large language model (LLM) is an AI model (typically a neural network) trained on a vast amount of text for natural language processing tasks, especially language generation. LLMs can typically generate, summarize, translate, and analyze text in many contexts. They are the basis for many modern chatbots, such as Chat...
Seyed Alireza Mousavian Anaraki, Randall Spain, Stefan Hegselmann· 0 citations
A novel method named IED is proposed, which leverages the information gain to construct the vector of which each dimension represents the information entropy of each word, and then adopts a classifier to conduct the detection.
Xiao-Quan Yi, Hao-Zhao Wang, Jing-Cai Guo· Proceedings of the Thirty-Fi...· 0 citations
Tanglish, that is, the use of Tamil language with Latin alphabet and English words sprinkled throughout, is considered the prevalent style of texting and commenting among the Tamil community in the online environment. Sarcasm detection in this form of language is especially difficult through automatic processes due to...
Mythili S, Prem Kumar K. S· 2026 International Conferenc...· 0 citations
The widespread adoption of large language models (LLMs) has made AI-generated text increasingly difficult to distinguish from human writing, even in languages previously considered beyond the reach of generative AI. For Khasi, an Austroasiatic language spoken in Meghalaya, India, this presents a pressing problem: no pr...
Marvi Chadap, Thoudam Doren Singh· 2026 International Conferenc...· 0 citations
We use cookies to run the site and, with your consent, for analytics and to show ads.
See our Cookie Policy.