Papers/2610.08794
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Tokka-Bench: Evaluating Tokenizers Across 100 Natural and 20 Programming Languages

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tokenizationlanguage processingevaluation framework
2610.08794
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1h ago

Abstract

The paper introduces Tokka-Bench, an open-source framework for evaluating tokenizers across multiple languages using five complementary metrics.

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Core Claim

Tokka-Bench provides a standardized framework for evaluating the efficiency of various tokenizers across 100 natural and 20 programming languages.

Method / Result

The study compares seven BPE tokenizers and finds that vocabulary allocation strategy is more critical than raw vocabulary size.

Limitations

The paper does not specify the authors, which may limit reproducibility and attribution.

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