Datasets:
Update README.md
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README.md
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- ja
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- jp
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---
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# Japanese Anime Speech Dataset V2
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- ja
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---
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---
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language:
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- ja
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license: gpl
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task_categories:
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- automatic-speech-recognition
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pretty_name: Japanese-Anime-Speech-V2
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dataset_info:
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features:
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- name: audio
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dtype: audio
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- name: transcription
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dtype: string
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tags:
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- anime
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- japanese
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- 日本語
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- nihongo
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- speech
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- audio-text
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- asr
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- whisper
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- voice
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- large-v3
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- ja
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- jp
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---
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# Japanese Anime Speech Dataset V2
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[**日本語はこちら**](https://huggingface.co/datasets/joujiboi/japanese-anime-speech-v2/blob/main/README_JA.md)
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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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A list of all audio files and transcriptions will be uploaded soon.
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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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<b>Content Warning:</b> Please be advised that the audio in this dataset is sourced from visual novels and contains content that is not suitable for all audiences.
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Unlike <a href="https://huggingface.co/datasets/joujiboi/japanese-anime-speech-v1">japanese-anime-speech-v1</a>,
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this dataset has <b>not</b> been filtered for NSFW content and may include explicit or mature material.
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Users should exercise caution and discretion when working with this dataset
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</p>
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</div>
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# Dataset information
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* **300,506** audio-text pairs
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* **458.55 hours** of audio (OpenAI suggests a minimum of [5 hours](https://huggingface.co/blog/fine-tune-whisper) for productive [Whisper](https://huggingface.co/openai/whisper-large-v2) fine-tuning).
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* **5.5s** average audio length
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* Dataset source: **visual novels**
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* Audio format: **mp3 (128kbps)**
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* Latest version: **V1 - June 29th 2024** (this means the first version of the japanese-anime-speech-v2 series)
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# Changes from V1
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* Significantly increased dataset size from 16,143 to 300,506 audio-text pairs
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* Changed audio from mp3 (192kbps) -> **mp3 (128kbps)** for better storage efficiency
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* No filtering of NSFW content in this version - in the future, the dataset may be split into safe-for-work and nsfw on different splits
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# Bias and Limitations
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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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* Create separate splits for safe-for-work and NSFW content
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* Implement text formatting to improve transcription quality (e.g. removing excessive character repetition)
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* Continue expanding the dataset to include more sources
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# Use & Credit
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This dataset is openly available for commercial or non-commercial use. Anyone is welcome to use this dataset as they deem appropriate.
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However, the creator assumes no responsibility for the consequences of its use.
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While not mandatory, crediting this dataset with a hyperlink in any derivative work would be greatly appreciated.
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I hope that by sharing this dataset, we (the open-source community) improve automatic speech recognition for anime content.
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