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Detecting Language Model Outputs

DeLMO
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Focuses on identifying and classifying outputs generated by language models, including distinguishing between generated and human text. The research emphasizes the development of tools and techniques to detect nuances in language model outputs.

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Title
DAMASHA: Detecting AI in Mixed Adversarial Texts via Segmentation with Human-interpretable Attribution
DAMASHA: Detecting AI in Mixed Adversarial Texts via Segmentation with Human-interpretable Attribution
L. D. M. S. Sai Teja
N. Siva Gopala Krishna
Ufaq Khan
Muhammad Haris Khan
Partha Pakray
Atul Mishra
DeLMO
72
0
0
04 Dec 2025
A Theoretically Grounded Hybrid Ensemble for Reliable Detection of LLM-Generated Text
A Theoretically Grounded Hybrid Ensemble for Reliable Detection of LLM-Generated Text
Sepyan Purnama Kristanto
Lutfi Hakim
DeLMO
24
0
0
27 Nov 2025
ChatGpt Content detection: A new approach using xlm-roberta alignment
ChatGpt Content detection: A new approach using xlm-roberta alignment
Md Tasnin Tanvir
Dr Santanu Kumar Dash
Ishan Shahnan
Nafis Fuad
Tanvir Rahman
Abdullah Al Faisal
Asadullah Al Mamun
DeLMO
281
0
0
26 Nov 2025
Copyright Detection in Large Language Models: An Ethical Approach to Generative AI Development
Copyright Detection in Large Language Models: An Ethical Approach to Generative AI Development
David Szczecina
Senan Gaffori
Edmond Li
DeLMO
169
0
0
25 Nov 2025
A Lightweight Approach to Detection of AI-Generated Texts Using Stylometric Features
A Lightweight Approach to Detection of AI-Generated Texts Using Stylometric Features
Sergey K. Aityan
William Claster
Karthik Sai Emani
Sohni Rais
Thy Tran
DeLMO
77
0
0
22 Nov 2025
AI Text Detectors and the Misclassification of Slightly Polished Arabic Text
AI Text Detectors and the Misclassification of Slightly Polished Arabic Text
Saleh Almohaimeed
Saad Almohaimeed
Mousa Jari
Khaled A. Alobaid
Fahad Alotaibi
DeLMO
204
0
0
16 Nov 2025
M-DAIGT: A Shared Task on Multi-Domain Detection of AI-Generated Text
M-DAIGT: A Shared Task on Multi-Domain Detection of AI-Generated Text
Salima Lamsiyah
Saad Ezzini
Abdelkader El Mahdaouy
H. Alami
Abdessamad Benlahbib
Samir El Amrany
Salmane Chafik
Hicham Hammouchi
DeLMOVLM
136
0
0
14 Nov 2025
Sure! Here's a short and concise title for your paper: "Contamination in Generated Text Detection Benchmarks"
Sure! Here's a short and concise title for your paper: "Contamination in Generated Text Detection Benchmarks"
Philipp Dingfelder
Christian Riess
DeLMO
65
0
0
12 Nov 2025
HLPD: Aligning LLMs to Human Language Preference for Machine-Revised Text Detection
HLPD: Aligning LLMs to Human Language Preference for Machine-Revised Text Detection
Fangqi Dai
Xingjian Jiang
Zizhuang Deng
DeLMO
325
0
0
10 Nov 2025
Advancing Machine-Generated Text Detection from an Easy to Hard Supervision Perspective
Advancing Machine-Generated Text Detection from an Easy to Hard Supervision Perspective
Chenwang Wu
Yiu-ming Cheung
Bo Han
Defu Lian
DeLMO
100
0
0
02 Nov 2025
PADBen: A Comprehensive Benchmark for Evaluating AI Text Detectors Against Paraphrase Attacks
PADBen: A Comprehensive Benchmark for Evaluating AI Text Detectors Against Paraphrase Attacks
Yiwei Zha
Rui Min
Shanu Sushmita
DeLMO
180
0
0
01 Nov 2025
The Collective Turing Test: Large Language Models Can Generate Realistic Multi-User Discussions
The Collective Turing Test: Large Language Models Can Generate Realistic Multi-User Discussions
Azza Bouleimen
Giordano De Marzo
Taehee Kim
Nicol`o Pagan
Hannah Metzler
Silvia Giordano
David Garcia
DeLMOALM
209
1
0
29 Oct 2025
A Comprehensive Dataset for Human vs. AI Generated Text Detection
A Comprehensive Dataset for Human vs. AI Generated Text Detection
Rajarshi Roy
Nasrin Imanpour
Ashhar Aziz
Shashwat Bajpai
Gurpreet Singh
...
Vasu Sharma
Aishwarya N. Reganti
Vinija Jain
Aman Chadha
Amitava Das
DeLMO
288
0
0
26 Oct 2025
A Stylometric Application of Large Language Models
A Stylometric Application of Large Language Models
Harrison F. Stropkay
Jiayi Chen
Mohammad J. Latifi
Daniel N. Rockmore
Jeremy R. Manning
DeLMO
152
0
0
24 Oct 2025
On the Detectability of LLM-Generated Text: What Exactly Is LLM-Generated Text?
On the Detectability of LLM-Generated Text: What Exactly Is LLM-Generated Text?
Mingmeng Geng
Thierry Poibeau
DeLMO
165
0
0
23 Oct 2025
DuoLens: A Framework for Robust Detection of Machine-Generated Multilingual Text and Code
DuoLens: A Framework for Robust Detection of Machine-Generated Multilingual Text and Code
Shriyansh Agrawal
Aidan Lau
Sanyam Shah
Ahan M R
Kevin Zhu
Sunishchal Dev
Vasu Sharma
DeLMO
156
0
0
21 Oct 2025
DETree: DEtecting Human-AI Collaborative Texts via Tree-Structured Hierarchical Representation Learning
DETree: DEtecting Human-AI Collaborative Texts via Tree-Structured Hierarchical Representation Learning
Yongxin He
Shan Zhang
Yixuan Cao
Lei Ma
Ping Luo
DeLMO
132
0
0
20 Oct 2025
AI-Generated Text Detection in Low-Resource Languages: A Case Study on Urdu
AI-Generated Text Detection in Low-Resource Languages: A Case Study on Urdu
Muhammad Ammar
Hadiya Murad Hadi
Usman Majeed Butt
DeLMO
100
0
0
18 Oct 2025
ReviewGuard: Enhancing Deficient Peer Review Detection via LLM-Driven Data Augmentation
ReviewGuard: Enhancing Deficient Peer Review Detection via LLM-Driven Data Augmentation
Haoxuan Zhang
Ruochi Li
Sarthak Shrestha
Shree Harshini Mamidala
Revanth Putta
Arka Krishan Aggarwal
Ting Xiao
Junhua Ding
Haihua Chen
DeLMO
170
1
0
18 Oct 2025
LLM one-shot style transfer for Authorship Attribution and Verification
LLM one-shot style transfer for Authorship Attribution and Verification
Pablo Miralles-González
Javier Huertas-Tato
Alejandro Martín
David Camacho
DeLMO
166
0
0
15 Oct 2025
How Sampling Affects the Detectability of Machine-written texts: A Comprehensive Study
How Sampling Affects the Detectability of Machine-written texts: A Comprehensive Study
Matthieu Dubois
François Yvon
Pablo Piantanida
DeLMO
120
1
0
15 Oct 2025
Readers Prefer Outputs of AI Trained on Copyrighted Books over Expert Human Writers
Readers Prefer Outputs of AI Trained on Copyrighted Books over Expert Human Writers
Tuhin Chakrabarty
Jane C. Ginsburg
Paramveer Dhillon
DeLMO
208
1
0
15 Oct 2025
When Personalization Tricks Detectors: The Feature-Inversion Trap in Machine-Generated Text Detection
When Personalization Tricks Detectors: The Feature-Inversion Trap in Machine-Generated Text Detection
Lang Gao
Xuhui Li
Chenxi Wang
Mingzhe Li
Wei Liu
Zirui Song
J. Zhang
Rui Yan
Preslav Nakov
Xiuying Chen
DeLMO
149
1
0
14 Oct 2025
Attribution Quality in AI-Generated Content:Benchmarking Style Embeddings and LLM Judges
Attribution Quality in AI-Generated Content:Benchmarking Style Embeddings and LLM Judges
Misam Abbas
DeLMO
80
0
0
14 Oct 2025
StyleDecipher: Robust and Explainable Detection of LLM-Generated Texts with Stylistic Analysis
StyleDecipher: Robust and Explainable Detection of LLM-Generated Texts with Stylistic Analysis
Siyuan Li
Aodu Wulianghai
Xi Lin
Guangyan Li
Xiang Chen
Jun Wu
Jianhua Li
DeLMO
104
0
0
14 Oct 2025
The Hidden DNA of LLM-Generated JavaScript: Structural Patterns Enable High-Accuracy Authorship Attribution
The Hidden DNA of LLM-Generated JavaScript: Structural Patterns Enable High-Accuracy Authorship Attribution
Norbert Tihanyi
Bilel Cherif
Richard A. Dubniczky
M. Ferrag
Tamás Bisztray
DeLMO
197
0
0
12 Oct 2025
Black-box Detection of LLM-generated Text Using Generalized Jensen-Shannon Divergence
Black-box Detection of LLM-generated Text Using Generalized Jensen-Shannon Divergence
Shuangyi Chen
Ashish Khisti
DeLMO
152
0
0
08 Oct 2025
Machines in the Crowd? Measuring the Footprint of Machine-Generated Text on Reddit
Machines in the Crowd? Measuring the Footprint of Machine-Generated Text on Reddit
Lucio La Cava
Luca Maria Aiello
Andrea Tagarelli
DeLMO
120
0
0
08 Oct 2025
Human Texts Are Outliers: Detecting LLM-generated Texts via Out-of-distribution Detection
Human Texts Are Outliers: Detecting LLM-generated Texts via Out-of-distribution Detection
Cong Zeng
Shengkun Tang
Yuanzhou Chen
Zhiqiang Shen
Wenchao Yu
Xujiang Zhao
H. Chen
Wei Cheng
zhiqiang xu
DeLMOOODD
146
1
0
07 Oct 2025
ALHD: A Large-Scale and Multigenre Benchmark Dataset for Arabic LLM-Generated Text Detection
ALHD: A Large-Scale and Multigenre Benchmark Dataset for Arabic LLM-Generated Text Detection
Ali Khairallah
Arkaitz Zubiaga
DeLMOVLM
162
0
0
03 Oct 2025
Detecting LLM-Generated Spam Reviews by Integrating Language Model Embeddings and Graph Neural Network
Detecting LLM-Generated Spam Reviews by Integrating Language Model Embeddings and Graph Neural Network
Xin Liu
Rongwu Xu
X. Jia
Jason Liao
Jiao Sun
Ling Huang
Wei Xu
DeLMO
133
0
0
02 Oct 2025
Span-level Detection of AI-generated Scientific Text via Contrastive Learning and Structural Calibration
Span-level Detection of AI-generated Scientific Text via Contrastive Learning and Structural Calibration
Zhen Yin
Shenghua Wang
DeLMO
119
0
0
01 Oct 2025
CEAID: Benchmark of Multilingual Machine-Generated Text Detection Methods for Central European Languages
CEAID: Benchmark of Multilingual Machine-Generated Text Detection Methods for Central European Languages
Dominik Macko
Jakub Kopal
DeLMO
132
0
0
30 Sep 2025
How Well Do LLMs Imitate Human Writing Style?
How Well Do LLMs Imitate Human Writing Style?
Rebira Jemama
Rajesh Kumar
DeLMO
92
1
0
29 Sep 2025
AdaDetectGPT: Adaptive Detection of LLM-Generated Text with Statistical Guarantees
AdaDetectGPT: Adaptive Detection of LLM-Generated Text with Statistical Guarantees
Hongyi Zhou
Jin Zhu
Pingfan Su
Kai Ye
Ying Yang
Shakeel A O B Gavioli-Akilagun
Chengchun Shi
DeLMO
333
1
0
29 Sep 2025
Mixture of Detectors: A Compact View of Machine-Generated Text Detection
Mixture of Detectors: A Compact View of Machine-Generated Text Detection
Sai Teja Lekkala
Yadagiri Annepaka
Arun Kumar Challa
Samatha Reddy Machireddy
Partha Pakray
Chukhu Chunka
DeLMO
150
0
0
26 Sep 2025
AI Brown and AI Koditex: LLM-Generated Corpora Comparable to Traditional Corpora of English and Czech Texts
AI Brown and AI Koditex: LLM-Generated Corpora Comparable to Traditional Corpora of English and Czech Texts
Jiří Milička
Anna Marklová
Václav Cvrček
DeLMO
148
0
0
26 Sep 2025
LLMTrace: A Corpus for Classification and Fine-Grained Localization of AI-Written Text
LLMTrace: A Corpus for Classification and Fine-Grained Localization of AI-Written Text
Irina Tolstykh
Aleksandra Tsybina
Sergey Yakubson
Maksim Kuprashevich
DeLMO
132
0
0
25 Sep 2025
Trace Is In Sentences: Unbiased Lightweight ChatGPT-Generated Text Detector
Trace Is In Sentences: Unbiased Lightweight ChatGPT-Generated Text Detector
Mo Mu
Dianqiao Lei
Chang Li
DeLMO
100
0
0
23 Sep 2025
Diversity Boosts AI-Generated Text Detection
Diversity Boosts AI-Generated Text Detection
Advik Raj Basani
Pin-Yu Chen
DeLMO
243
3
0
23 Sep 2025
Modeling the Attack: Detecting AI-Generated Text by Quantifying Adversarial Perturbations
Modeling the Attack: Detecting AI-Generated Text by Quantifying Adversarial Perturbations
Lekkala Sai Teja
Annepaka Yadagiri
Sangam Sai Anish
Siva Gopala Krishna Nuthakki
Partha Pakray
AAMLDeLMO
158
0
0
22 Sep 2025
Fine-Grained Detection of AI-Generated Text Using Sentence-Level Segmentation
Fine-Grained Detection of AI-Generated Text Using Sentence-Level Segmentation
Lekkala Sai Teja
Annepaka Yadagiri
and Partha Pakray
Chukhu Chunka
Mangadoddi Srikar Vardhan
DeLMO
181
0
0
22 Sep 2025
Assessing Classical Machine Learning and Transformer-based Approaches for Detecting AI-Generated Research Text
Assessing Classical Machine Learning and Transformer-based Approaches for Detecting AI-Generated Research Text
Sharanya Parimanoharan
Ruwan D. Nawarathna
DeLMO
116
0
0
20 Sep 2025
DNA-DetectLLM: Unveiling AI-Generated Text via a DNA-Inspired Mutation-Repair Paradigm
DNA-DetectLLM: Unveiling AI-Generated Text via a DNA-Inspired Mutation-Repair Paradigm
Xiaowei Zhu
Yubing Ren
Fang Fang
Qingfeng Tan
S. Wang
Yanan Cao
DeLMO
192
0
0
19 Sep 2025
Real, Fake, or Manipulated? Detecting Machine-Influenced Text
Real, Fake, or Manipulated? Detecting Machine-Influenced Text
Yitong Wang
Zhongping Zhang
Margherita Piana
Zheng Zhou
Peter Gerstoft
Bryan A. Plummer
DeLMO
171
1
0
18 Sep 2025
Uncertainty in Authorship: Why Perfect AI Detection Is Mathematically Impossible
Uncertainty in Authorship: Why Perfect AI Detection Is Mathematically Impossible
Aadil Gani Ganie
DeLMO
162
1
0
15 Sep 2025
DetectAnyLLM: Towards Generalizable and Robust Detection of Machine-Generated Text Across Domains and Models
DetectAnyLLM: Towards Generalizable and Robust Detection of Machine-Generated Text Across Domains and Models
Jiachen Fu
Chun-Le Guo
Chongyi Li
MLLMDeLMO
141
0
0
15 Sep 2025
Benchmark of stylistic variation in LLM-generated texts
Benchmark of stylistic variation in LLM-generated texts
Jiří Milička
Anna Marklová
Václav Cvrček
DeLMO
230
1
0
12 Sep 2025
Benchmarking the Detection of LLMs-Generated Modern Chinese Poetry
Benchmarking the Detection of LLMs-Generated Modern Chinese Poetry
Shanshan Wang
Junchao Wu
Fengying Ye
Jingming Yao
Lidia S. Chao
Yang Li
DeLMO
101
1
0
01 Sep 2025
A Multi-Strategy Approach for AI-Generated Text Detection
A Multi-Strategy Approach for AI-Generated Text Detection
Ali Zain
Sareem Farooqui
Muhammad Rafi
DeLMO
124
1
0
30 Aug 2025
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