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owner jaism43
/Symbiosis Skills and Professional University ORGANISATION
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AI-Text-Detection-Robustness-Risk-Dataset

Simulated AI-generated-text detection AUC across paraphrase-attack strength for 2400 configurations spanning four detection methods (GLTR, hard watermark, semantic-robust watermark, DetectGPT), five application contexts, source-model quality, and text length, grounded in the watermarking and detection-evasion literature. Forward-looking task predicts detection defeat under heavy paraphrase attack from cheap no-attack baseline performance.
4.50
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  • Last updatedupdated 12 Aug 2026
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COVERAGE India
LICENSE Attribution 4.0 International (CC BY- 4.0)
FORMAT Synthetic
TYPE Structured
SECTOR Science, Technology and Research
UPDATES NA

About Dataset

Simulates detection-AUC degradation under paraphrase attack. 2400 configs across five contexts (academic integrity, news provenance, misinformation screening, job-application screening, content moderation), four methods, source-model quality, text length. Ten sources (2019–2024), including the foundational watermarking paper, DetectGPT, DIPPER's paraphrase-attack paper, and Sadasivan et al's fundamental-limits argument.

Metadata Dataset Metadata

Attribution 4.0 International (CC BY- 4.0)

Science, Technology and Research

Jai Mali

Symbiosis Skills and Professional University

JAI MALI

Info
4.5

Structured

Synthetic

N.A.

NA

NA

N.A.

N.A.

Manually curated

N.A.

N.A.

08/08/26 12:48:04

Open

Hosted

Tags

  • Large Language Model

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