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  **japanese-anime-speech-v2** is an audio-text dataset designed for training automatic speech recognition models.
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  The dataset comprises **300,506 audio clips** and their corresponding transcriptions from various visual novels.
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  This dataset is <b>not</b> an expanded version of <a href="https://huggingface.co/datasets/joujiboi/japanese-anime-speech-v1">japanese-anime-speech-v1</a>
 
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  The goal of this dataset is to increase the accuracy of automatic speech recognition models,
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  such as OpenAI's [Whisper](https://huggingface.co/openai/whisper-large-v2), in accurately transcribing dialogue from anime and other similar Japanese media.
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- This genre is characterized by unique linguistic features and speech patterns that diverge from conventional Japanese speech.
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  <div class="course-tip course-tip-orange bg-gradient-to-br dark:bg-gradient-to-r before:border-orange-500 dark:before:border-orange-800 from-orange-50 dark:from-gray-900 to-white dark:to-gray-950 border border-orange-50 text-orange-700 dark:text-gray-400">
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  <p>
@@ -71,7 +72,7 @@ A list of all audio files and transcriptions can be found [**here**](https://hug
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  This dataset, while valuable for training anime-style Japanese speech recognition, has some inherent biases and limitations.
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  The audio is primarily sourced from visual novels, leading to a gender bias towards female voices and a domain-specific vocabulary revolving around topics such as love, relationships, and fantasy.
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  Additionally, the professionally produced nature of the audio results in clear and slow speech, which may not fully reflect real-world speaking patterns.
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- This version includes NSFW content, which may not be suitable for all applications or users.
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  No formatting or cleaning of the transcriptions has been performed (e.g. removing duplicate characters), which may affect the quality of some text samples.
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  # Future Plans
 
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  **japanese-anime-speech-v2** is an audio-text dataset designed for training automatic speech recognition models.
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  The dataset comprises **300,506 audio clips** and their corresponding transcriptions from various visual novels.
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  This dataset is <b>not</b> an expanded version of <a href="https://huggingface.co/datasets/joujiboi/japanese-anime-speech-v1">japanese-anime-speech-v1</a>
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+ For that reason, much of the audio from japanese-anime-speech-v1 is **not** included in this dataset.
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  The goal of this dataset is to increase the accuracy of automatic speech recognition models,
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  such as OpenAI's [Whisper](https://huggingface.co/openai/whisper-large-v2), in accurately transcribing dialogue from anime and other similar Japanese media.
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+ This genre is characterized by unique vocal and linguistic features and speech patterns that diverge from conventional Japanese speech.
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  <div class="course-tip course-tip-orange bg-gradient-to-br dark:bg-gradient-to-r before:border-orange-500 dark:before:border-orange-800 from-orange-50 dark:from-gray-900 to-white dark:to-gray-950 border border-orange-50 text-orange-700 dark:text-gray-400">
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  <p>
 
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  This dataset, while valuable for training anime-style Japanese speech recognition, has some inherent biases and limitations.
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  The audio is primarily sourced from visual novels, leading to a gender bias towards female voices and a domain-specific vocabulary revolving around topics such as love, relationships, and fantasy.
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  Additionally, the professionally produced nature of the audio results in clear and slow speech, which may not fully reflect real-world speaking patterns.
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+ This version includes NSFW content, which is not suitable for all applications.
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  No formatting or cleaning of the transcriptions has been performed (e.g. removing duplicate characters), which may affect the quality of some text samples.
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  # Future Plans