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Adrian Cosma

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Last Translation Benchmark

The Last Translation Benchmark is introduced, a collection of human-authored and peer-reviewed examples that break leading machine translation models and a new evaluation approach: each example comes with handcrafted verification rules describing concrete failure cases on that example, therefore allowing reliable and a...

Vilém Zouhar, Niyati Bafna, Mukund Choudhary et al. · 0 citations
Jul 2026

Prompting Complexity: Shortest Prompts for Texts and Behaviors in LLMs

A research agenda for empirically studying which texts and behaviors are accessible from short plausible prompts under a fixed LM interface is defined, and soft prompting complexity for approximate outputs is extended to soft prompting complexity for approximate outputs.

Adrian Cosma · 0 citations

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