Author

Aditya Singh

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Preprint Aug 2026

On Scope Classification and Current Knowledge-Editing Benchmarks: A Negative Result, with INLAY as a Gradient-Free Case Study

Every memory-based knowledge editor in the SERAC lineage depends on a scope decision: given a query, does a stored edit apply? We report that current knowledge-editing benchmarks cannot measure this decision at all. Using INLAY, a gradient-free editor we built to obtain exact per-query ground truth (the model is frozen...

Aditya Singh · 0 citations

Open access Jul 2026

The temporal changes in GPT-4 performance on UKMLA practice questions: educational and clinical implications

GPT-4’s performance on the UKMLA improved significantly over 18 months, suggesting that iterative vendor-side model updates enhance clinical reasoning capabilities, and may serve as a supplementary educational tool for medical students and clinicians.

Ravanth Baskaran, Sai Sirikonda, Aditya Singh et al. · Frontiers in Medicine · 0 citations