The SPECTER text-matching component used in reviewer assignment at NeurIPS and similar venues is vulnerable to collusion: archive curation plus LLM abstract edits put a colluding reviewer into the top-5 similarity ranks about 92% of the time.
The toronto paper matching system: an automated paper-reviewer assignment system
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Vulnerability of Text-Matching in ML/AI Conference Reviewer Assignments to Collusions
The SPECTER text-matching component used in reviewer assignment at NeurIPS and similar venues is vulnerable to collusion: archive curation plus LLM abstract edits put a colluding reviewer into the top-5 similarity ranks about 92% of the time.