LLM review weirdness indeed.
Avoid using scores with LLM judges, or be extremely careful if you do. Use binary labels where possible.
LLM review weirdness... Just renaming an uploaded pdf from "paper.pdf" to "paper_final_draft_pdf_ready_for_review.pdf" boosts average scores (gpt-5.6-terra)