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Author

Inez Okulska

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#artificial intelligence Preprint Sep 2026

Mirror, Mirror on the Wall: Prompt Echoing in Small Instruct Language Models

Prompt echoing is a recognized failure mode of instruct language models, in which a model instead of generating a response, mirrors the provided prompt, even though it did not receive a specific instruction to do so. Is this phenomenon a sign of the model leaking the content of its training dataset, or is it rather cau...

Inez Okulska, B. Naskrȩcki, Jan Piotrowski et al. · 0 citations
#artificial intelligence Preprint Sep 2026

Competitive Market Behavior of LLMs

It is found that markets populated by LLM agents exhibit slower or no convergence towards market equilibrium, thus providing less efficient allocations than markets populated by humans, thus providing less efficient allocations than markets populated by humans.

P. Struski, Jakub 'Swistak, Inez Okulska et al. · 1 citation

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