Papers by Cuicui Luo
Leveraging Human and Machine Preferences for Zero-shot Detection of AI-Generated Text (2026.findings-acl)
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| Challenge: | Recent advances in large language models have enabled generated texts to closely mimic human writing, posing significant challenges to the detection of AI-generated content. |
| Approach: | They propose a human-machine prediction discrepancy adapter for AI-generated text detection . they use a joint fine-tuning strategy and a discrepany-aware reweighting mechanism . |
| Outcome: | The proposed framework improves the detection performance of five representative models under various evaluation scenarios. |