arxiv
PublishedJuly 16, 2026 at 4:00 AM
—neutral
The Illusion of Robustness: Aggregate Accuracy Hides Prediction Flips under Task-Irrelevant Context
Publisher summary· verbatim
arXiv:2607.12963v2 Announce Type: new Abstract: As large language models (LLMs) grow more capable, they are increasingly deployed in context-rich settings where task inputs are often accompanied by long, partially irrelevant context. In a controlled setting, we find that state-of-the-art models ofte
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Originally published on arxiv ↗