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Verification tools that analyze resource usage and training epochs to detect artificial performance inflation.
Distinct from Engineering Practices: Shortlist contains educational courses or audio processing, not research integrity auditing.
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WritingAIPaper is a suite of tools designed for automating the structuring, drafting, and auditing of academic research manuscripts. It functions as an AI writing assistant that guides the creation of papers from a core idea to a finished document, utilizing a research manuscript structuring tool to organize content around specific technical contributions. The project includes a deceptive research practice detector that identifies common reporting manipulations, such as hyperparameter cherry-picking, selective metric reporting, and incremental padding. It also provides a submission readiness
Exposes tricks that inflate model performance through excessive compute or hidden training epochs.