In elementary context-retrieval evaluations, benchmark suites evaluate whether a foundation model can extract an isolated, self-contained statement from an expansive text corpus. The single-needle benchmark presents an artificial query targeting a standalone declarative sentence, verifying that attention mechanisms can locate the target token sequence. While locating a single needle is an essential baseline for basic […]