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Department of Computer Science, University of Nevada, Las Vegas, Affiliation:
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LLMs struggle with character-level reasoning, with tokenization and prompting strategies profoundly affecting performance on tasks like character counting and edit distance, and complex substring extraction remaining a significant challenge.