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machine-generated text detection

138 papers

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Co-occurring keywords

text classification (6776) large language model (12755) binary classification (674) authorship attribution (102) machine-generated text (35) transformer model (1988) multilingual nlp (1423) multilingual detection (21) zero-shot learning (3637) ensemble method (560)

Papers

Ranking Human and LLM Texts Using Locality Statistics EACL 2026
GATech at AbjadGenEval Shared Task: Multilingual Embeddings for Arabic Machine-Generated Text Classification EACL 2026
MGT-Prism: Enhancing Domain Generalization for Machine-Generated Text Detection via Spectral Alignment AAAI 2026
Different Time, Different Language: Revisiting the Bias Against Non-Native Speakers in GPT Detectors EACL 2026
Multi-level Style Preference Optimization: An Adaptive Detection Framework for Human-Machine Hybrid Text AAAI 2026
Enhancing LLM Text Detection with Retrieved Contexts and Logits Distribution Consistency EMNLP 2025
HLU: Human Vs LLM Generated Text Detection Dataset for Urdu at Multiple Granularities COLING 2025
Unraveling Interwoven Roles of Large Language Models in Authorship Privacy: Obfuscation, Mimicking, and Verification EMNLP 2025
WETBench: A Benchmark for Detecting Task-Specific Machine-Generated Text on Wikipedia ACL 2025
Who Wrote This? Identifying Machine vs Human-Generated Text in Hausa ACL 2025
HACo-Det: A Study Towards Fine-Grained Machine-Generated Text Detection under Human-AI Coauthoring ACL 2025
Imitate Before Detect: Aligning Machine Stylistic Preference for Machine-Revised Text Detection AAAI 2025
Exploring the Limitations of Detecting Machine-Generated Text COLING 2025
Real, Fake, or Manipulated? Detecting Machine-Influenced Text EMNLP 2025
OpenTuringBench: An Open-Model-based Benchmark and Framework for Machine-Generated Text Detection and Attribution EMNLP 2025
IntegrityAI at GenAI Detection Task 2: Detecting Machine-Generated Academic Essays in English and Arabic Using ELECTRA and Stylometry COLING 2025
CIC-NLP at GenAI Detection Task 1: Leveraging DistilBERT for Detecting Machine-Generated Text in English COLING 2025
CMI-AIGCX at GenAI Detection Task 2: Leveraging Multilingual Proxy LLMs for Machine-Generated Text Detection in Academic Essays COLING 2025
GenAI Content Detection Task 3: Cross-Domain Machine Generated Text Detection Challenge COLING 2025
Benchmarking AI Text Detection: Assessing Detectors Against New Datasets, Evasion Tactics, and Enhanced LLMs COLING 2025
Your Large Language Models are Leaving Fingerprints COLING 2025
Nota AI at GenAI Detection Task 1: Unseen Language-Aware Detection System for Multilingual Machine-Generated Text COLING 2025
CNLP-NITS-PP at GenAI Detection Task 1: AI-Generated Text Using Transformer-Based Approaches COLING 2025
LuxVeri at GenAI Detection Task 1: Inverse Perplexity Weighted Ensemble for Robust Detection of AI-Generated Text across English and Multilingual Contexts COLING 2025
AAIG at GenAI Detection Task 1: Exploring Syntactically-Aware, Resource-Efficient Small Autoregressive Decoders for AI Content Detection COLING 2025