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arxiv:2506.04535

BSBench: will your LLM find the largest prime number?

Published on Jun 5, 2025
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Abstract

A benchmark for evaluating LLMs on questions without reasonable answers reveals suboptimal performance of existing models.

We propose that benchmarking LLMs on questions which have no reasonable answer actually isn't as silly as it sounds. We also present a benchmark that allows such testing and a method to modify the existing datasets, and discover that existing models demonstrate a performance far from the perfect on such questions. Our code and data artifacts are available at https://github.com/L3G5/impossible-bench

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