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Sefika Efeoglu

FU Berlin

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Preprint Aug 2026

Reversing Arrows in Large Language Models

This work presents the first systematic study of inverse relation directionality in LLMs, using a benchmark consisting of 5,457 instances spanning 27 distinct inverse relation labels and reveals systematic asymmetries in inverse relation classification across LLMs.

Sefika Efeoglu, Adrian Paschke · 0 citations

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