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Pronunciation Robustness (Shorthand)

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Progress Over Time

Interactive timeline showing model performance evolution on Pronunciation Robustness (Shorthand)

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Pronunciation Robustness (Shorthand) Leaderboard

1 models
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1
Fish Audio
Fish Audio Drama 3
Fish Audio
35B——
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About this benchmark

What is Pronunciation Robustness (Shorthand)?

Artificial Analysis Pronunciation Robustness subcategory: shorthand including numbers, dates, units, and notation.

Pronunciation Robustness (Shorthand) is a audio benchmark evaluating models on general and audio tasks. LLM Stats tracks 1 models on this benchmark, scored on a 0–1 scale. The current average is 0.9, with the leader at 0.9.

Compare leaders on the best AI for general and best AI for audio leaderboards.

Current leaders

Fish Audio Drama 3 from Fish Audio currently leads the Pronunciation Robustness (Shorthand) leaderboard with a score of 0.936 across 1 evaluated AI models.

1Fish Audio Drama 3Fish Audio93.6%

FAQ

Common questions about the Pronunciation Robustness (Shorthand) benchmark and leaderboard.

What is the Pronunciation Robustness (Shorthand) benchmark?

Artificial Analysis Pronunciation Robustness subcategory: shorthand including numbers, dates, units, and notation.

What is the Pronunciation Robustness (Shorthand) leaderboard?

The Pronunciation Robustness (Shorthand) leaderboard ranks 1 AI models based on their performance on this benchmark. Currently, Fish Audio Drama 3 by Fish Audio leads with a score of 0.936. The average score across all models is 0.936.

What is the highest Pronunciation Robustness (Shorthand) score?

The highest Pronunciation Robustness (Shorthand) score is 0.936, achieved by Fish Audio Drama 3 from Fish Audio.

How many models are evaluated on Pronunciation Robustness (Shorthand)?

1 models have been evaluated on the Pronunciation Robustness (Shorthand) benchmark, with 0 verified results and 1 self-reported results.

Where can I find the Pronunciation Robustness (Shorthand) paper?

The Pronunciation Robustness (Shorthand) paper is available at https://artificialanalysis.ai/text-to-speech#pronunciation-robustness. The paper details the methodology, dataset construction, and evaluation criteria.

Where can I find the Pronunciation Robustness (Shorthand) dataset?

The Pronunciation Robustness (Shorthand) dataset is available at https://artificialanalysis.ai/text-to-speech#pronunciation-robustness.

What categories does Pronunciation Robustness (Shorthand) cover?

Pronunciation Robustness (Shorthand) is categorized under general and audio. The benchmark evaluates audio models.

What's the difference between Pronunciation Robustness (Shorthand) and Pronunciation Robustness?

Pronunciation Robustness (Shorthand) is a variant of Pronunciation Robustness. See the Pronunciation Robustness leaderboard for the broader benchmark and per-model comparison.

How recent are the Pronunciation Robustness (Shorthand) leaderboard results?

The Pronunciation Robustness (Shorthand) leaderboard was last updated in November 2026 and currently includes 1 evaluated models.