CrisisFake: Benchmark Validity of AI-Generated Text Detection for Disaster Social Sensing

arXiv:2609.35821 · cs.CL, cs.CY · Submitted 2026-09-21 · Read on arXiv

cs.CL, cs.CY

Submitted: 2026-09-21

Updated: 2026-10-07

Terminology

• Provenance — 50× in this paper · explained in 4 episodes
• Calibration — 41× in this paper · explained in 7 episodes
• AUROC — 31× in this paper · explained in 2 episodes
• Benchmark — 28× in this paper · explained in 2 episodes
• Accuracy — 8× in this paper · explained in 1 episode
• LLM judge — 7× in this paper · explained in 2 episodes
• Transformer — 6× in this paper · explained in 2 episodes
• Adaptation — 5× in this paper · explained in 1 episode
• Perplexity — 5× in this paper · explained in 3 episodes
• Consistency — 3× in this paper · explained in 3 episodes
• Fine-Tuning — 3× in this paper · explained in 5 episodes
• Artificial Intelligence (AI) — 2× in this paper · explained in 2 episodes
• Benchmarking — 2× in this paper · explained in 3 episodes
• Cooperation — 2× in this paper · explained in 2 episodes
• Distribution Shift — 2× in this paper · explained in 6 episodes
• Domain Adaptation — 2× in this paper · explained in 5 episodes
• Robustness — 2× in this paper · explained in 5 episodes
• Actionability — 1× in this paper · explained in 3 episodes
• Adversarial Robustness — 1× in this paper · explained in 3 episodes
• Clustering — 1× in this paper · explained in 2 episodes
• Commentary — 1× in this paper · explained in 2 episodes
• Contrastive Learning — 1× in this paper · explained in 5 episodes
• Core — 1× in this paper · explained in 2 episodes
• F1 Score — 1× in this paper · explained in 3 episodes
• Generative AI — 1× in this paper · explained in 2 episodes
• Large Language Model (LLM) — 1× in this paper · explained in 3 episodes
• Low-Rank Adaptation (LoRA) — 1× in this paper · explained in 9 episodes
• Temporal consistency — 1× in this paper · explained in 2 episodes
• Transformer Models — 1× in this paper · explained in 2 episodes
• Verification — 1× in this paper · explained in 2 episodes
• alpha — 1× in this paper · explained in 1 episode

Sources

• DetectRL-X: Towards Reliable Multilingual and Real-World LLM-Generated Text Detection
• Can AI-Generated Text be Reliably Detected?

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