machine-generated text detection

138 papers

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Also known as

MGT

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