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

arXiv cs.CL · 2026-08-28 Cached

This paper presents a negative result showing that current knowledge-editing benchmarks cannot effectively evaluate scope classifiers, using INLAY, a gradient-free editor, to demonstrate that no per-query routing method can improve performance due to structural limitations in the benchmarks.

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