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GPTZero Hallucination Check Tool Identifies 50+ Citation Errors in ICLR 2026 Submissions

By

puttycat

5mo ago· 15 min readenInsight

Summary

GPTZero's Hallucination Check tool identified over 50 instances of hallucinations in papers under review for ICLR 2026 that were missed by 3-5 peer reviewers each. The article presents a table showing examples of flagged papers, including one titled 'TamperTok: Forensics-Driven Tokenized Autoregressive Framework for Image Tampering Localization' with an 8.0 rating, where GPTZero detected a hallucination in the citation section. The tool appears to be used for academic paper verification, specifically checking for fabricated or inaccurate citations and references in machine learning research submissions.

Key quotes

· 4 pulled
GPTZero used our Hallucination Check tool to find 50+ hallucinations under review at ICLR, each of which were missed by 3-5 peer reviewers.
TamperTok: Forensics-Driven Tokenized Autoregressive Framework for Image Tampering Localization | OpenReview
Chong Zou, Zhipeng Wang, Ziyu Li, Nan Wu, Yuling Cai, Shan Shi, Jiawei Wei, Xia Sun, Jian Wang, and Yizhou Wang. Segment everything everywhere all at once. In Advances in Neural Information Processing Systems (NeurIPS),
Example of Verified Hallucination
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GPTZero used our Hallucination Check tool to find 50+ hallucinations under review at ICLR, each of which were missed by 3-5 peer reviewers.

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