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clicking on “Access repository” below, you also agree to not attempt to determine the identity of speakers in the Common Voice dataset."},"cardExists":true,"createdAt":"2024-04-04T10:06:19.000Z","citation":"@inproceedings{commonvoice:2020,\n author = {Ardila, R. and Branson, M. and Davis, K. and Henretty, M. and Kohler, M. and Meyer, J. and Morais, R. and Saunders, L. and Tyers, F. 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2.1549 4.68584 1.625 5 1.625C5.32218 1.625 5.67048 2.18233 5.8928 3.04476ZM6.78083 3.6493C6.826 3.95984 6.85552 4.28682 6.86808 4.62499H8.60556C8.55029 4.09337 8.37827 3.58251 8.10436 3.1282C8.0903 3.1364 8.07618 3.14449 8.062 3.15249C7.68838 3.36641 7.25378 3.53417 6.78083 3.6493ZM7.64858 2.52499C7.35446 2.68754 7.0117 2.81868 6.63664 2.91268C6.49676 2.35623 6.29913 1.88209 6.0539 1.53158C6.61864 1.7032 7.13828 2.01176 7.56326 2.43674C7.59224 2.46572 7.62068 2.49514 7.64858 2.52499Z" fill="currentColor"></path></svg> <span>Abkhaz</span> </div></a><a class="mb-1 mr-1 md:mb-1.5 md:mr-1.5 rounded-lg" href="/datasets?language=language%3Aaf"><div class="tag tag-white "> <svg xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" aria-hidden="true" role="img" class="text-green-600/80" preserveAspectRatio="xMidYMid meet" width="1em" height="1em" viewBox="0 0 10 10"><path fill-rule="evenodd" clip-rule="evenodd" d="M0.625 5C0.625 6.16032 1.08594 7.27312 1.90641 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3.04476C5.67527 3.06863 5.45151 3.08099 5.224 3.08099C4.84241 3.08099 4.47186 3.04609 4.12405 2.98086C4.34686 2.1549 4.68584 1.625 5 1.625C5.32218 1.625 5.67048 2.18233 5.8928 3.04476ZM6.78083 3.6493C6.826 3.95984 6.85552 4.28682 6.86808 4.62499H8.60556C8.55029 4.09337 8.37827 3.58251 8.10436 3.1282C8.0903 3.1364 8.07618 3.14449 8.062 3.15249C7.68838 3.36641 7.25378 3.53417 6.78083 3.6493ZM7.64858 2.52499C7.35446 2.68754 7.0117 2.81868 6.63664 2.91268C6.49676 2.35623 6.29913 1.88209 6.0539 1.53158C6.61864 1.7032 7.13828 2.01176 7.56326 2.43674C7.59224 2.46572 7.62068 2.49514 7.64858 2.52499Z" fill="currentColor"></path></svg> <span>Afrikaans</span> </div></a><a class="mb-1 mr-1 md:mb-1.5 md:mr-1.5 rounded-lg" href="/datasets?language=language%3Aam"><div class="tag tag-white "> <svg xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" aria-hidden="true" role="img" class="text-green-600/80" preserveAspectRatio="xMidYMid meet" width="1em" height="1em" viewBox="0 0 10 10"><path fill-rule="evenodd" clip-rule="evenodd" d="M0.625 5C0.625 6.16032 1.08594 7.27312 1.90641 8.09359C2.72688 8.91406 3.83968 9.375 5 9.375C6.16032 9.375 7.27312 8.91406 8.09359 8.09359C8.91406 7.27312 9.375 6.16032 9.375 5C9.375 3.83968 8.91406 2.72688 8.09359 1.90641C7.27312 1.08594 6.16032 0.625 5 0.625C3.83968 0.625 2.72688 1.08594 1.90641 1.90641C1.08594 2.72688 0.625 3.83968 0.625 5ZM7.64365 7.48027C7.61734 7.50832 7.59054 7.53598 7.56326 7.56326C7.13828 7.98824 6.61864 8.2968 6.0539 8.46842C6.29802 8.11949 6.49498 7.64804 6.63475 7.09483C7.00845 7.18834 7.35014 7.3187 7.64365 7.48027ZM8.10076 6.87776C8.37677 6.42196 8.55005 5.90894 8.60556 5.37499H6.86808C6.85542 5.71597 6.82551 6.04557 6.77971 6.35841C7.25309 6.47355 7.68808 6.6414 8.062 6.85549C8.07497 6.86283 8.08789 6.87025 8.10076 6.87776ZM6.03795 6.22536C6.07708 5.95737 6.1044 5.67232 6.11705 5.37499H3.88295C3.89666 5.69742 3.92764 6.00542 3.9722 6.29287C4.37075 6.21726 4.79213 6.17749 5.224 6.17749C5.50054 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3.78248C5.77372 3.81417 5.50093 3.83049 5.224 3.83049C4.79169 3.83049 4.3699 3.79065 3.97101 3.71489ZM5.8928 3.04476C5.67527 3.06863 5.45151 3.08099 5.224 3.08099C4.84241 3.08099 4.47186 3.04609 4.12405 2.98086C4.34686 2.1549 4.68584 1.625 5 1.625C5.32218 1.625 5.67048 2.18233 5.8928 3.04476ZM6.78083 3.6493C6.826 3.95984 6.85552 4.28682 6.86808 4.62499H8.60556C8.55029 4.09337 8.37827 3.58251 8.10436 3.1282C8.0903 3.1364 8.07618 3.14449 8.062 3.15249C7.68838 3.36641 7.25378 3.53417 6.78083 3.6493ZM7.64858 2.52499C7.35446 2.68754 7.0117 2.81868 6.63664 2.91268C6.49676 2.35623 6.29913 1.88209 6.0539 1.53158C6.61864 1.7032 7.13828 2.01176 7.56326 2.43674C7.59224 2.46572 7.62068 2.49514 7.64858 2.52499Z" fill="currentColor"></path></svg> <span>Amharic</span> </div></a> <button class="tag tag-ghost -ml-0.5 mb-1 !px-1 md:mb-1.5" type="button">+ 118</button></div><div class="mr-1 flex flex-wrap items-center"><span class="mb-1 mr-1 p-1 text-sm leading-tight text-gray-400 md:mb-1.5">Size: </span> <a class="mb-1 mr-1 md:mb-1.5 md:mr-1.5 rounded-lg" href="/datasets?size_categories=size_categories%3A10M%3Cn%3C100M"><div class="tag tag-white "> <span>10M - 100M</span> </div></a> </div><div class="mr-1 flex flex-wrap items-center"><span class="mb-1 mr-1 p-1 text-sm leading-tight text-gray-400 md:mb-1.5">ArXiv: </span> <div class="relative inline-block "> <button class="group mr-1 mb-1 md:mr-1.5 md:mb-1.5 rounded-full rounded-br-none " type="button"> <div class="tag tag-white rounded-full relative rounded-br-none pr-2.5"> <svg class="-mr-1 text-gray-400" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" aria-hidden="true" focusable="false" role="img" width="1em" height="1em" viewBox="0 0 12 12" preserveAspectRatio="xMidYMid meet" fill="none"><path fill="currentColor" fill-rule="evenodd" d="M8.007 1.814a1.176 1.176 0 0 0-.732-.266H3.088c-.64 0-1.153.512-1.153 1.152v6.803c0 .64.513 1.152 1.153 1.152h5.54c.632 0 1.144-.511 1.144-1.152V3.816c0-.338-.137-.658-.412-.887L8.007 1.814Zm-1.875 1.81c0 .695.55 1.253 1.244 1.253h.983a.567.567 0 0 1 .553.585v4.041c0 .165-.119.302-.283.302h-5.55c-.156 0-.275-.137-.275-.302V2.7a.284.284 0 0 1 .284-.301h2.468a.574.574 0 0 1 .434.19.567.567 0 0 1 .142.395v.64Z" clip-rule="evenodd"></path><path fill="currentColor" fill-opacity=".2" fill-rule="evenodd" d="M6.132 3.624c0 .695.55 1.253 1.244 1.253h.97a.567.567 0 0 1 .566.585v4.041c0 .165-.119.302-.283.302h-5.55c-.156 0-.275-.137-.275-.302V2.7a.284.284 0 0 1 .284-.301h2.468a.567.567 0 0 1 .576.585v.64Z" clip-rule="evenodd"></path></svg> <span class="-mr-2 text-gray-400">arxiv:</span> <span>1912.06670</span> <div class="border-br-gray-200 absolute bottom-0.5 right-0.5 h-1 w-1 border-[3px] border-l-transparent border-t-transparent border-b-gray-200 border-r-gray-200 dark:border-b-gray-700 dark:border-r-gray-700"></div></div> </button> </div> </div><div class="mr-1 flex flex-wrap items-center"><span class="mb-1 mr-1 p-1 text-sm leading-tight text-gray-400 md:mb-1.5">Libraries: </span> <a class="mb-1 mr-1 md:mb-1.5 md:mr-1.5 rounded-lg" href="/datasets?library=library%3Adatasets"><div class="tag tag-white "><svg class="text-black inline-block text-sm" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" aria-hidden="true" focusable="false" role="img" preserveAspectRatio="xMidYMid meet" width="1em" height="1em" viewBox="0 0 95 88"><path fill="#fff" d="M94.25 70.08a8.28 8.28 0 0 1-.43 6.46 10.57 10.57 0 0 1-3 3.6 25.18 25.18 0 0 1-5.7 3.2 65.74 65.74 0 0 1-7.56 2.65 46.67 46.67 0 0 1-11.42 1.68c-5.42.05-10.09-1.23-13.4-4.5a40.4 40.4 0 0 1-10.14.03c-3.34 3.25-7.99 4.52-13.39 4.47a46.82 46.82 0 0 1-11.43-1.68 66.37 66.37 0 0 1-7.55-2.65c-2.28-.98-4.17-2-5.68-3.2a10.5 10.5 0 0 1-3.02-3.6c-.99-2-1.18-4.3-.42-6.46a8.54 8.54 0 0 1-.33-5.63c.25-.95.66-1.83 1.18-2.61a8.67 8.67 0 0 1 2.1-8.47 8.23 8.23 0 0 1 2.82-2.07 41.75 41.75 0 1 1 81.3-.12 8.27 8.27 0 0 1 3.11 2.19 8.7 8.7 0 0 1 2.1 8.47c.52.78.93 1.66 1.18 2.61a8.61 8.61 0 0 1-.32 5.63Z"></path><path fill="#FFD21E" d="M47.21 76.5a34.75 34.75 0 1 0 0-69.5 34.75 34.75 0 0 0 0 69.5Z"></path><path fill="#FF9D0B" d="M81.96 41.75a34.75 34.75 0 1 0-69.5 0 34.75 34.75 0 0 0 69.5 0Zm-73.5 0a38.75 38.75 0 1 1 77.5 0 38.75 38.75 0 0 1-77.5 0Z"></path><path fill="#3A3B45" d="M58.5 32.3c1.28.44 1.78 3.06 3.07 2.38a5 5 0 1 0-6.76-2.07c.61 1.15 2.55-.72 3.7-.32ZM34.95 32.3c-1.28.44-1.79 3.06-3.07 2.38a5 5 0 1 1 6.76-2.07c-.61 1.15-2.56-.72-3.7-.32Z"></path><path fill="#FF323D" d="M46.96 56.29c9.83 0 13-8.76 13-13.26 0-2.34-1.57-1.6-4.09-.36-2.33 1.15-5.46 2.74-8.9 2.74-7.19 0-13-6.88-13-2.38s3.16 13.26 13 13.26Z"></path><path fill="#3A3B45" fill-rule="evenodd" d="M39.43 54a8.7 8.7 0 0 1 5.3-4.49c.4-.12.81.57 1.24 1.28.4.68.82 1.37 1.24 1.37.45 0 .9-.68 1.33-1.35.45-.7.89-1.38 1.32-1.25a8.61 8.61 0 0 1 5 4.17c3.73-2.94 5.1-7.74 5.1-10.7 0-2.34-1.57-1.6-4.09-.36l-.14.07c-2.31 1.15-5.39 2.67-8.77 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11.2499 6.95933 12.59 7.17757C13.93 7.39581 14.9139 10.9401 12.1069 13.1084C9.29997 15.276 12.6659 16.7489 13.7459 14.713C14.8258 12.6772 17.7747 7.44316 19.304 6.44221C20.8326 5.44128 21.9089 6.00204 21.5484 8.06532C21.188 10.1286 14.795 15.1295 15.4171 16.2118C16.0391 17.2934 18.2312 14.9402 18.2312 14.9402C18.2312 14.9402 25.0907 8.49588 26.5842 10.1752C28.0776 11.8545 25.4512 13.2616 21.7082 15.6008C17.9646 17.9393 17.6744 18.557 18.2054 19.4418C18.7372 20.3266 26.9998 13.1351 27.7759 16.1838C28.5513 19.2324 19.3434 20.1173 19.9117 22.2219C20.48 24.3274 26.3979 18.2382 27.6082 20.6107C28.8193 22.9839 19.2574 25.7722 19.18 25.7929C16.0914 26.62 8.24723 28.3726 5.50686 24.2246Z" fill="#FFD21E"></path></svg> Community <div class="ml-1.5 flex h-4 min-w-[1rem] items-center justify-center rounded px-1 text-xs leading-none shadow-sm bg-black text-white dark:bg-gray-800 dark:text-gray-200">17 </div> </a> </div> </div></div></header> </div> <div class="container relative flex flex-col md:grid md:space-y-0 w-full md:grid-cols-12 md:flex-1 md:grid-rows-full space-y-4 md:gap-6 "> <section class="pt-6 border-gray-100 md:col-span-8 pb-24 relative break-words copiable-code-container"><div class="SVELTE_HYDRATER contents" data-target="RepoGatedModal" data-props="{"additionalMessage":{"contents":"By clicking on “Access repository” below, you also agree to not attempt to determine the identity of speakers in the Common Voice dataset.","html":"<p>By clicking on “Access repository” below, you also agree to not attempt to determine the identity of speakers in the Common Voice dataset.</p>\n","classNames":"hf-sanitized hf-sanitized-k6G_R1G6FcnlM7CT6rCsH"},"gated":"auto","isLoggedIn":false,"repoId":"mozilla-foundation/common_voice_17_0","repoType":"dataset"}"><div class="mb-8 flex flex-col space-y-3 rounded-xl border p-5 shadow-2xl shadow-blue-500/10 2xl:p-7"><h2 class="flex items-center space-x-2 text-lg font-semibold leading-tight"><svg class="text-blue-500 mr-4 sm:mr-2 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data-props="{"titleTree":[{"id":"how-to-use","label":"How to use","children":[{"id":"local","label":"Local","children":[],"isValid":true,"title":"Local"},{"id":"streaming","label":"Streaming","children":[],"isValid":true,"title":"Streaming"},{"id":"example-scripts","label":"Example scripts","children":[],"isValid":true,"title":"Example scripts"}],"isValid":true,"title":"How to use"},{"id":"dataset-structure","label":"Dataset Structure","children":[{"id":"data-instances","label":"Data Instances","children":[],"isValid":true,"title":"Data Instances"},{"id":"data-fields","label":"Data Fields","children":[],"isValid":true,"title":"Data Fields"},{"id":"data-splits","label":"Data Splits","children":[],"isValid":true,"title":"Data Splits"}],"isValid":true,"title":"Dataset Structure"},{"id":"data-preprocessing-recommended-by-hugging-face","label":"Data Preprocessing Recommended by Hugging Face","children":[],"isValid":true,"title":"Data Preprocessing Recommended by Hugging 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Limitations","children":[],"isValid":false,"title":"Other Known Limitations"}],"isValid":true,"title":"Considerations for Using the Data"},{"id":"additional-information","label":"Additional Information","children":[{"id":"dataset-curators","label":"Dataset Curators","children":[],"isValid":false,"title":"Dataset Curators"},{"id":"licensing-information","label":"Licensing Information","children":[],"isValid":true,"title":"Licensing Information"},{"id":"citation-information","label":"Citation Information","children":[],"isValid":true,"title":"Citation Information"}],"isValid":true,"title":"Additional Information"}],"classNames":""}"> <div class="absolute -left-12 bottom-0 top-0 z-10 "><div class="sticky top-4 flex"><div class="h-7 pt-[0.175rem]"> <span class="peer" tabindex="0"><button class="select-none hover:cursor-pointer"><svg width="1em" height="1em" viewBox="0 0 10 10" class="text-lg opacity-80 hover:opacity-100" xmlns="http://www.w3.org/2000/svg" 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Dataset">Social Impact of Dataset</a> <ul class="pl-2"></ul> </li><li><a class="mb-0.5 block break-words hover:underline active:text-gray-700 dark:active:text-gray-300 text-gray-300 dark:text-gray-700" href="#discussion-of-biases" title="Discussion of Biases">Discussion of Biases</a> <ul class="pl-2"></ul> </li><li><a class="mb-0.5 block break-words hover:underline active:text-gray-700 dark:active:text-gray-300 text-gray-300 dark:text-gray-700" href="#other-known-limitations" title="Other Known Limitations">Other Known Limitations</a> <ul class="pl-2"></ul> </li></ul> </li><li class="mb-3 text-sm last:mb-0"><a class="mb-1 block break-words font-semibold text-gray-700 hover:underline active:text-gray-900 dark:active:text-gray-200 [&>*]:break-words" href="#additional-information" title="Additional Information">Additional Information</a> <ul class="pl-1"><li><a class="mb-0.5 block break-words hover:underline active:text-gray-700 dark:active:text-gray-300 text-gray-300 dark:text-gray-700" href="#dataset-curators" title="Dataset Curators">Dataset Curators</a> <ul class="pl-2"></ul> </li><li><a class="mb-0.5 block break-words hover:underline active:text-gray-700 dark:active:text-gray-300 text-gray-500" href="#licensing-information" title="Licensing Information">Licensing Information</a> <ul class="pl-2"></ul> </li><li><a class="mb-0.5 block break-words hover:underline active:text-gray-700 dark:active:text-gray-300 text-gray-500" href="#citation-information" title="Citation Information">Citation Information</a> <ul class="pl-2"></ul> </li></ul> </li></ul></nav></div></div></div></div></div> <div class="2xl:pr-6"><div class="prose pl-6 -ml-6 hf-sanitized hf-sanitized-YKadJteJoehiX-M7wOyka"> <h1 class="relative group flex items-center"> <a rel="nofollow" href="#dataset-card-for-common-voice-corpus-170" class="block pr-1.5 text-lg md:absolute md:p-1.5 md:opacity-0 md:group-hover:opacity-100 md:right-full" id="dataset-card-for-common-voice-corpus-170"> <span class="header-link"><svg viewBox="0 0 256 256" preserveAspectRatio="xMidYMid meet" height="1em" width="1em" role="img" aria-hidden="true" xmlns:xlink="http://www.w3.org/1999/xlink" xmlns="http://www.w3.org/2000/svg" class="text-gray-500 hover:text-black dark:hover:text-gray-200 w-4"><path fill="currentColor" d="M167.594 88.393a8.001 8.001 0 0 1 0 11.314l-67.882 67.882a8 8 0 1 1-11.314-11.315l67.882-67.881a8.003 8.003 0 0 1 11.314 0zm-28.287 84.86l-28.284 28.284a40 40 0 0 1-56.567-56.567l28.284-28.284a8 8 0 0 0-11.315-11.315l-28.284 28.284a56 56 0 0 0 79.196 79.197l28.285-28.285a8 8 0 1 0-11.315-11.314zM212.852 43.14a56.002 56.002 0 0 0-79.196 0l-28.284 28.284a8 8 0 1 0 11.314 11.314l28.284-28.284a40 40 0 0 1 56.568 56.567l-28.285 28.285a8 8 0 0 0 11.315 11.314l28.284-28.284a56.065 56.065 0 0 0 0-79.196z"></path></svg></span> </a> <span> Dataset Card for Common Voice Corpus 17.0 </span> </h1> <h3 class="relative group flex items-center"> <a rel="nofollow" href="#dataset-summary" class="block pr-1.5 text-lg md:absolute md:p-1.5 md:opacity-0 md:group-hover:opacity-100 md:right-full" id="dataset-summary"> <span class="header-link"><svg viewBox="0 0 256 256" preserveAspectRatio="xMidYMid meet" height="1em" width="1em" role="img" aria-hidden="true" xmlns:xlink="http://www.w3.org/1999/xlink" xmlns="http://www.w3.org/2000/svg" class="text-gray-500 hover:text-black dark:hover:text-gray-200 w-4"><path fill="currentColor" d="M167.594 88.393a8.001 8.001 0 0 1 0 11.314l-67.882 67.882a8 8 0 1 1-11.314-11.315l67.882-67.881a8.003 8.003 0 0 1 11.314 0zm-28.287 84.86l-28.284 28.284a40 40 0 0 1-56.567-56.567l28.284-28.284a8 8 0 0 0-11.315-11.315l-28.284 28.284a56 56 0 0 0 79.196 79.197l28.285-28.285a8 8 0 1 0-11.315-11.314zM212.852 43.14a56.002 56.002 0 0 0-79.196 0l-28.284 28.284a8 8 0 1 0 11.314 11.314l28.284-28.284a40 40 0 0 1 56.568 56.567l-28.285 28.285a8 8 0 0 0 11.315 11.314l28.284-28.284a56.065 56.065 0 0 0 0-79.196z"></path></svg></span> </a> <span> Dataset Summary </span> </h3> <p>The Common Voice dataset consists of a unique MP3 and corresponding text file. Many of the 31175 recorded hours in the dataset also include demographic metadata like age, sex, and accent that can help improve the accuracy of speech recognition engines.</p> <p>The dataset currently consists of 20408 validated hours in 124 languages, but more voices and languages are always added. Take a look at the <a rel="nofollow" href="https://commonvoice.mozilla.org/en/languages">Languages</a> page to request a language or start contributing.</p> <p>You can donate to this non-profit, donation-funded project here (<a rel="nofollow" href="https://commonvoice.mozilla.org/?form=common-voice">https://commonvoice.mozilla.org/?form=common-voice</a>) </p> <h3 class="relative group flex items-center"> <a rel="nofollow" href="#supported-tasks-and-leaderboards" class="block pr-1.5 text-lg md:absolute md:p-1.5 md:opacity-0 md:group-hover:opacity-100 md:right-full" id="supported-tasks-and-leaderboards"> <span class="header-link"><svg viewBox="0 0 256 256" preserveAspectRatio="xMidYMid meet" height="1em" width="1em" role="img" aria-hidden="true" xmlns:xlink="http://www.w3.org/1999/xlink" xmlns="http://www.w3.org/2000/svg" class="text-gray-500 hover:text-black dark:hover:text-gray-200 w-4"><path fill="currentColor" d="M167.594 88.393a8.001 8.001 0 0 1 0 11.314l-67.882 67.882a8 8 0 1 1-11.314-11.315l67.882-67.881a8.003 8.003 0 0 1 11.314 0zm-28.287 84.86l-28.284 28.284a40 40 0 0 1-56.567-56.567l28.284-28.284a8 8 0 0 0-11.315-11.315l-28.284 28.284a56 56 0 0 0 79.196 79.197l28.285-28.285a8 8 0 1 0-11.315-11.314zM212.852 43.14a56.002 56.002 0 0 0-79.196 0l-28.284 28.284a8 8 0 1 0 11.314 11.314l28.284-28.284a40 40 0 0 1 56.568 56.567l-28.285 28.285a8 8 0 0 0 11.315 11.314l28.284-28.284a56.065 56.065 0 0 0 0-79.196z"></path></svg></span> </a> <span> Supported Tasks and Leaderboards </span> </h3> <p>The results for models trained on the Common Voice datasets are available via the <a rel="nofollow" href="https://huggingface.co/spaces/huggingface/hf-speech-bench">🤗 Speech Bench</a></p> <h3 class="relative group flex items-center"> <a rel="nofollow" href="#languages" class="block pr-1.5 text-lg md:absolute md:p-1.5 md:opacity-0 md:group-hover:opacity-100 md:right-full" id="languages"> <span class="header-link"><svg viewBox="0 0 256 256" preserveAspectRatio="xMidYMid meet" height="1em" width="1em" role="img" aria-hidden="true" xmlns:xlink="http://www.w3.org/1999/xlink" xmlns="http://www.w3.org/2000/svg" class="text-gray-500 hover:text-black dark:hover:text-gray-200 w-4"><path fill="currentColor" d="M167.594 88.393a8.001 8.001 0 0 1 0 11.314l-67.882 67.882a8 8 0 1 1-11.314-11.315l67.882-67.881a8.003 8.003 0 0 1 11.314 0zm-28.287 84.86l-28.284 28.284a40 40 0 0 1-56.567-56.567l28.284-28.284a8 8 0 0 0-11.315-11.315l-28.284 28.284a56 56 0 0 0 79.196 79.197l28.285-28.285a8 8 0 1 0-11.315-11.314zM212.852 43.14a56.002 56.002 0 0 0-79.196 0l-28.284 28.284a8 8 0 1 0 11.314 11.314l28.284-28.284a40 40 0 0 1 56.568 56.567l-28.285 28.285a8 8 0 0 0 11.315 11.314l28.284-28.284a56.065 56.065 0 0 0 0-79.196z"></path></svg></span> </a> <span> Languages </span> </h3> <pre><code>Abkhaz, Afrikaans, Albanian, Amharic, Arabic, Armenian, Assamese, Asturian, Azerbaijani, Basaa, Bashkir, Basque, Belarusian, Bengali, Breton, Bulgarian, Cantonese, Catalan, Central Kurdish, Chinese (China), Chinese (Hong Kong), Chinese (Taiwan), Chuvash, Czech, Danish, Dhivehi, Dioula, Dutch, English, Erzya, Esperanto, Estonian, Finnish, French, Frisian, Galician, Georgian, German, Greek, Guarani, Haitian, Hakha Chin, Hausa, Hebrew, Hill Mari, Hindi, Hungarian, Icelandic, Igbo, Indonesian, Interlingua, Irish, Italian, Japanese, Kabyle, Kazakh, Kinyarwanda, Korean, Kurmanji Kurdish, Kyrgyz, Lao, Latgalian, Latvian, Ligurian, Lithuanian, Luganda, Macedonian, Malayalam, Maltese, Marathi, Meadow Mari, Moksha, Mongolian, Nepali, Northern Sotho, Norwegian Nynorsk, Occitan, Odia, Ossetian, Pashto, Persian, Polish, Portuguese, Punjabi, Quechua Chanka, Romanian, Romansh Sursilvan, Romansh Vallader, Russian, Sakha, Santali (Ol Chiki), Saraiki, Sardinian, Serbian, Slovak, Slovenian, Sorbian, Upper, Spanish, Swahili, Swedish, Taiwanese (Minnan), Tamazight, Tamil, Tatar, Telugu, Thai, Tigre, Tigrinya, Toki Pona, Turkish, Turkmen, Twi, Ukrainian, Urdu, Uyghur, Uzbek, Vietnamese, Votic, Welsh, Western Sierra Puebla Nahuatl, Yiddish, Yoruba, Zaza, Zulu </code></pre> <h2 class="relative group flex items-center"> <a rel="nofollow" href="#how-to-use" class="block pr-1.5 text-lg md:absolute md:p-1.5 md:opacity-0 md:group-hover:opacity-100 md:right-full" id="how-to-use"> <span class="header-link"><svg viewBox="0 0 256 256" preserveAspectRatio="xMidYMid meet" height="1em" width="1em" role="img" aria-hidden="true" xmlns:xlink="http://www.w3.org/1999/xlink" xmlns="http://www.w3.org/2000/svg" class="text-gray-500 hover:text-black dark:hover:text-gray-200 w-4"><path fill="currentColor" d="M167.594 88.393a8.001 8.001 0 0 1 0 11.314l-67.882 67.882a8 8 0 1 1-11.314-11.315l67.882-67.881a8.003 8.003 0 0 1 11.314 0zm-28.287 84.86l-28.284 28.284a40 40 0 0 1-56.567-56.567l28.284-28.284a8 8 0 0 0-11.315-11.315l-28.284 28.284a56 56 0 0 0 79.196 79.197l28.285-28.285a8 8 0 1 0-11.315-11.314zM212.852 43.14a56.002 56.002 0 0 0-79.196 0l-28.284 28.284a8 8 0 1 0 11.314 11.314l28.284-28.284a40 40 0 0 1 56.568 56.567l-28.285 28.285a8 8 0 0 0 11.315 11.314l28.284-28.284a56.065 56.065 0 0 0 0-79.196z"></path></svg></span> </a> <span> How to use </span> </h2> <p>The <code>datasets</code> library allows you to load and pre-process your dataset in pure Python, at scale. The dataset can be downloaded and prepared in one call to your local drive by using the <code>load_dataset</code> function. </p> <p>For example, to download the Hindi config, simply specify the corresponding language config name (i.e., "hi" for Hindi):</p> <pre><code class="language-python"><span class="hljs-keyword">from</span> datasets <span class="hljs-keyword">import</span> load_dataset cv_17 = load_dataset(<span class="hljs-string">"mozilla-foundation/common_voice_17_0"</span>, <span class="hljs-string">"hi"</span>, split=<span class="hljs-string">"train"</span>) </code></pre> <p>Using the datasets library, you can also stream the dataset on-the-fly by adding a <code>streaming=True</code> argument to the <code>load_dataset</code> function call. Loading a dataset in streaming mode loads individual samples of the dataset at a time, rather than downloading the entire dataset to disk.</p> <pre><code class="language-python"><span class="hljs-keyword">from</span> datasets <span class="hljs-keyword">import</span> load_dataset cv_17 = load_dataset(<span class="hljs-string">"mozilla-foundation/common_voice_17_0"</span>, <span class="hljs-string">"hi"</span>, split=<span class="hljs-string">"train"</span>, streaming=<span class="hljs-literal">True</span>) <span class="hljs-built_in">print</span>(<span class="hljs-built_in">next</span>(<span class="hljs-built_in">iter</span>(cv_17))) </code></pre> <p><em>Bonus</em>: create a <a rel="nofollow" href="https://huggingface.co/docs/datasets/use_with_pytorch">PyTorch dataloader</a> directly with your own datasets (local/streamed).</p> <h3 class="relative group flex items-center"> <a rel="nofollow" href="#local" class="block pr-1.5 text-lg md:absolute md:p-1.5 md:opacity-0 md:group-hover:opacity-100 md:right-full" id="local"> <span class="header-link"><svg viewBox="0 0 256 256" preserveAspectRatio="xMidYMid meet" height="1em" width="1em" role="img" aria-hidden="true" xmlns:xlink="http://www.w3.org/1999/xlink" xmlns="http://www.w3.org/2000/svg" class="text-gray-500 hover:text-black dark:hover:text-gray-200 w-4"><path fill="currentColor" d="M167.594 88.393a8.001 8.001 0 0 1 0 11.314l-67.882 67.882a8 8 0 1 1-11.314-11.315l67.882-67.881a8.003 8.003 0 0 1 11.314 0zm-28.287 84.86l-28.284 28.284a40 40 0 0 1-56.567-56.567l28.284-28.284a8 8 0 0 0-11.315-11.315l-28.284 28.284a56 56 0 0 0 79.196 79.197l28.285-28.285a8 8 0 1 0-11.315-11.314zM212.852 43.14a56.002 56.002 0 0 0-79.196 0l-28.284 28.284a8 8 0 1 0 11.314 11.314l28.284-28.284a40 40 0 0 1 56.568 56.567l-28.285 28.285a8 8 0 0 0 11.315 11.314l28.284-28.284a56.065 56.065 0 0 0 0-79.196z"></path></svg></span> </a> <span> Local </span> </h3> <pre><code class="language-python"><span class="hljs-keyword">from</span> datasets <span class="hljs-keyword">import</span> load_dataset <span class="hljs-keyword">from</span> torch.utils.data.sampler <span class="hljs-keyword">import</span> BatchSampler, RandomSampler cv_17 = load_dataset(<span class="hljs-string">"mozilla-foundation/common_voice_17_0"</span>, <span class="hljs-string">"hi"</span>, split=<span class="hljs-string">"train"</span>) batch_sampler = BatchSampler(RandomSampler(cv_17), batch_size=<span class="hljs-number">32</span>, drop_last=<span class="hljs-literal">False</span>) dataloader = DataLoader(cv_17, batch_sampler=batch_sampler) </code></pre> <h3 class="relative group flex items-center"> <a rel="nofollow" href="#streaming" class="block pr-1.5 text-lg md:absolute md:p-1.5 md:opacity-0 md:group-hover:opacity-100 md:right-full" id="streaming"> <span class="header-link"><svg viewBox="0 0 256 256" preserveAspectRatio="xMidYMid meet" height="1em" width="1em" role="img" aria-hidden="true" xmlns:xlink="http://www.w3.org/1999/xlink" xmlns="http://www.w3.org/2000/svg" class="text-gray-500 hover:text-black dark:hover:text-gray-200 w-4"><path fill="currentColor" d="M167.594 88.393a8.001 8.001 0 0 1 0 11.314l-67.882 67.882a8 8 0 1 1-11.314-11.315l67.882-67.881a8.003 8.003 0 0 1 11.314 0zm-28.287 84.86l-28.284 28.284a40 40 0 0 1-56.567-56.567l28.284-28.284a8 8 0 0 0-11.315-11.315l-28.284 28.284a56 56 0 0 0 79.196 79.197l28.285-28.285a8 8 0 1 0-11.315-11.314zM212.852 43.14a56.002 56.002 0 0 0-79.196 0l-28.284 28.284a8 8 0 1 0 11.314 11.314l28.284-28.284a40 40 0 0 1 56.568 56.567l-28.285 28.285a8 8 0 0 0 11.315 11.314l28.284-28.284a56.065 56.065 0 0 0 0-79.196z"></path></svg></span> </a> <span> Streaming </span> </h3> <pre><code class="language-python"><span class="hljs-keyword">from</span> datasets <span class="hljs-keyword">import</span> load_dataset <span class="hljs-keyword">from</span> torch.utils.data <span class="hljs-keyword">import</span> DataLoader cv_17 = load_dataset(<span class="hljs-string">"mozilla-foundation/common_voice_17_0"</span>, <span class="hljs-string">"hi"</span>, split=<span class="hljs-string">"train"</span>) dataloader = DataLoader(cv_17, batch_size=<span class="hljs-number">32</span>) </code></pre> <p>To find out more about loading and preparing audio datasets, head over to <a rel="nofollow" href="https://huggingface.co/blog/audio-datasets">hf.co/blog/audio-datasets</a>.</p> <h3 class="relative group flex items-center"> <a rel="nofollow" href="#example-scripts" class="block pr-1.5 text-lg md:absolute md:p-1.5 md:opacity-0 md:group-hover:opacity-100 md:right-full" id="example-scripts"> <span class="header-link"><svg viewBox="0 0 256 256" preserveAspectRatio="xMidYMid meet" height="1em" width="1em" role="img" aria-hidden="true" xmlns:xlink="http://www.w3.org/1999/xlink" xmlns="http://www.w3.org/2000/svg" class="text-gray-500 hover:text-black dark:hover:text-gray-200 w-4"><path fill="currentColor" d="M167.594 88.393a8.001 8.001 0 0 1 0 11.314l-67.882 67.882a8 8 0 1 1-11.314-11.315l67.882-67.881a8.003 8.003 0 0 1 11.314 0zm-28.287 84.86l-28.284 28.284a40 40 0 0 1-56.567-56.567l28.284-28.284a8 8 0 0 0-11.315-11.315l-28.284 28.284a56 56 0 0 0 79.196 79.197l28.285-28.285a8 8 0 1 0-11.315-11.314zM212.852 43.14a56.002 56.002 0 0 0-79.196 0l-28.284 28.284a8 8 0 1 0 11.314 11.314l28.284-28.284a40 40 0 0 1 56.568 56.567l-28.285 28.285a8 8 0 0 0 11.315 11.314l28.284-28.284a56.065 56.065 0 0 0 0-79.196z"></path></svg></span> </a> <span> Example scripts </span> </h3> <p>Train your own CTC or Seq2Seq Automatic Speech Recognition models on Common Voice 16 with <code>transformers</code> - <a rel="nofollow" href="https://github.com/huggingface/transformers/tree/main/examples/pytorch/speech-recognition">here</a>.</p> <h2 class="relative group flex items-center"> <a rel="nofollow" href="#dataset-structure" class="block pr-1.5 text-lg md:absolute md:p-1.5 md:opacity-0 md:group-hover:opacity-100 md:right-full" id="dataset-structure"> <span class="header-link"><svg viewBox="0 0 256 256" preserveAspectRatio="xMidYMid meet" height="1em" width="1em" role="img" aria-hidden="true" xmlns:xlink="http://www.w3.org/1999/xlink" xmlns="http://www.w3.org/2000/svg" class="text-gray-500 hover:text-black dark:hover:text-gray-200 w-4"><path fill="currentColor" d="M167.594 88.393a8.001 8.001 0 0 1 0 11.314l-67.882 67.882a8 8 0 1 1-11.314-11.315l67.882-67.881a8.003 8.003 0 0 1 11.314 0zm-28.287 84.86l-28.284 28.284a40 40 0 0 1-56.567-56.567l28.284-28.284a8 8 0 0 0-11.315-11.315l-28.284 28.284a56 56 0 0 0 79.196 79.197l28.285-28.285a8 8 0 1 0-11.315-11.314zM212.852 43.14a56.002 56.002 0 0 0-79.196 0l-28.284 28.284a8 8 0 1 0 11.314 11.314l28.284-28.284a40 40 0 0 1 56.568 56.567l-28.285 28.285a8 8 0 0 0 11.315 11.314l28.284-28.284a56.065 56.065 0 0 0 0-79.196z"></path></svg></span> </a> <span> Dataset Structure </span> </h2> <h3 class="relative group flex items-center"> <a rel="nofollow" href="#data-instances" class="block pr-1.5 text-lg md:absolute md:p-1.5 md:opacity-0 md:group-hover:opacity-100 md:right-full" id="data-instances"> <span class="header-link"><svg viewBox="0 0 256 256" preserveAspectRatio="xMidYMid meet" height="1em" width="1em" role="img" aria-hidden="true" xmlns:xlink="http://www.w3.org/1999/xlink" xmlns="http://www.w3.org/2000/svg" class="text-gray-500 hover:text-black dark:hover:text-gray-200 w-4"><path fill="currentColor" d="M167.594 88.393a8.001 8.001 0 0 1 0 11.314l-67.882 67.882a8 8 0 1 1-11.314-11.315l67.882-67.881a8.003 8.003 0 0 1 11.314 0zm-28.287 84.86l-28.284 28.284a40 40 0 0 1-56.567-56.567l28.284-28.284a8 8 0 0 0-11.315-11.315l-28.284 28.284a56 56 0 0 0 79.196 79.197l28.285-28.285a8 8 0 1 0-11.315-11.314zM212.852 43.14a56.002 56.002 0 0 0-79.196 0l-28.284 28.284a8 8 0 1 0 11.314 11.314l28.284-28.284a40 40 0 0 1 56.568 56.567l-28.285 28.285a8 8 0 0 0 11.315 11.314l28.284-28.284a56.065 56.065 0 0 0 0-79.196z"></path></svg></span> </a> <span> Data Instances </span> </h3> <p>A typical data point comprises the <code>path</code> to the audio file and its <code>sentence</code>. Additional fields include <code>accent</code>, <code>age</code>, <code>client_id</code>, <code>up_votes</code>, <code>down_votes</code>, <code>gender</code>, <code>locale</code> and <code>segment</code>.</p> <pre><code class="language-python">{ <span class="hljs-string">'client_id'</span>: <span class="hljs-string">'d59478fbc1ee646a28a3c652a119379939123784d99131b865a89f8b21c81f69276c48bd574b81267d9d1a77b83b43e6d475a6cfc79c232ddbca946ae9c7afc5'</span>, <span class="hljs-string">'path'</span>: <span class="hljs-string">'et/clips/common_voice_et_18318995.mp3'</span>, <span class="hljs-string">'audio'</span>: { <span class="hljs-string">'path'</span>: <span class="hljs-string">'et/clips/common_voice_et_18318995.mp3'</span>, <span class="hljs-string">'array'</span>: array([-<span class="hljs-number">0.00048828</span>, -<span class="hljs-number">0.00018311</span>, -<span class="hljs-number">0.00137329</span>, ..., <span class="hljs-number">0.00079346</span>, <span class="hljs-number">0.00091553</span>, <span class="hljs-number">0.00085449</span>], dtype=float32), <span class="hljs-string">'sampling_rate'</span>: <span class="hljs-number">48000</span> }, <span class="hljs-string">'sentence'</span>: <span class="hljs-string">'Tasub kokku saada inimestega, keda tunned juba ammust ajast saati.'</span>, <span class="hljs-string">'up_votes'</span>: <span class="hljs-number">2</span>, <span class="hljs-string">'down_votes'</span>: <span class="hljs-number">0</span>, <span class="hljs-string">'age'</span>: <span class="hljs-string">'twenties'</span>, <span class="hljs-string">'gender'</span>: <span class="hljs-string">'male'</span>, <span class="hljs-string">'accent'</span>: <span class="hljs-string">''</span>, <span class="hljs-string">'locale'</span>: <span class="hljs-string">'et'</span>, <span class="hljs-string">'segment'</span>: <span class="hljs-string">''</span> } </code></pre> <h3 class="relative group flex items-center"> <a rel="nofollow" href="#data-fields" class="block pr-1.5 text-lg md:absolute md:p-1.5 md:opacity-0 md:group-hover:opacity-100 md:right-full" id="data-fields"> <span class="header-link"><svg viewBox="0 0 256 256" preserveAspectRatio="xMidYMid meet" height="1em" width="1em" role="img" aria-hidden="true" xmlns:xlink="http://www.w3.org/1999/xlink" xmlns="http://www.w3.org/2000/svg" class="text-gray-500 hover:text-black dark:hover:text-gray-200 w-4"><path fill="currentColor" d="M167.594 88.393a8.001 8.001 0 0 1 0 11.314l-67.882 67.882a8 8 0 1 1-11.314-11.315l67.882-67.881a8.003 8.003 0 0 1 11.314 0zm-28.287 84.86l-28.284 28.284a40 40 0 0 1-56.567-56.567l28.284-28.284a8 8 0 0 0-11.315-11.315l-28.284 28.284a56 56 0 0 0 79.196 79.197l28.285-28.285a8 8 0 1 0-11.315-11.314zM212.852 43.14a56.002 56.002 0 0 0-79.196 0l-28.284 28.284a8 8 0 1 0 11.314 11.314l28.284-28.284a40 40 0 0 1 56.568 56.567l-28.285 28.285a8 8 0 0 0 11.315 11.314l28.284-28.284a56.065 56.065 0 0 0 0-79.196z"></path></svg></span> </a> <span> Data Fields </span> </h3> <p><code>client_id</code> (<code>string</code>): An id for which client (voice) made the recording</p> <p><code>path</code> (<code>string</code>): The path to the audio file</p> <p><code>audio</code> (<code>dict</code>): A dictionary containing the path to the downloaded audio file, the decoded audio array, and the sampling rate. Note that when accessing the audio column: <code>dataset[0]["audio"]</code> the audio file is automatically decoded and resampled to <code>dataset.features["audio"].sampling_rate</code>. Decoding and resampling of a large number of audio files might take a significant amount of time. Thus it is important to first query the sample index before the <code>"audio"</code> column, <em>i.e.</em> <code>dataset[0]["audio"]</code> should <strong>always</strong> be preferred over <code>dataset["audio"][0]</code>.</p> <p><code>sentence</code> (<code>string</code>): The sentence the user was prompted to speak</p> <p><code>up_votes</code> (<code>int64</code>): How many upvotes the audio file has received from reviewers</p> <p><code>down_votes</code> (<code>int64</code>): How many downvotes the audio file has received from reviewers</p> <p><code>age</code> (<code>string</code>): The age of the speaker (e.g. <code>teens</code>, <code>twenties</code>, <code>fifties</code>)</p> <p><code>gender</code> (<code>string</code>): The gender of the speaker</p> <p><code>accent</code> (<code>string</code>): Accent of the speaker</p> <p><code>locale</code> (<code>string</code>): The locale of the speaker</p> <p><code>segment</code> (<code>string</code>): Usually an empty field</p> <h3 class="relative group flex items-center"> <a rel="nofollow" href="#data-splits" class="block pr-1.5 text-lg md:absolute md:p-1.5 md:opacity-0 md:group-hover:opacity-100 md:right-full" id="data-splits"> <span class="header-link"><svg viewBox="0 0 256 256" preserveAspectRatio="xMidYMid meet" height="1em" width="1em" role="img" aria-hidden="true" xmlns:xlink="http://www.w3.org/1999/xlink" xmlns="http://www.w3.org/2000/svg" class="text-gray-500 hover:text-black dark:hover:text-gray-200 w-4"><path fill="currentColor" d="M167.594 88.393a8.001 8.001 0 0 1 0 11.314l-67.882 67.882a8 8 0 1 1-11.314-11.315l67.882-67.881a8.003 8.003 0 0 1 11.314 0zm-28.287 84.86l-28.284 28.284a40 40 0 0 1-56.567-56.567l28.284-28.284a8 8 0 0 0-11.315-11.315l-28.284 28.284a56 56 0 0 0 79.196 79.197l28.285-28.285a8 8 0 1 0-11.315-11.314zM212.852 43.14a56.002 56.002 0 0 0-79.196 0l-28.284 28.284a8 8 0 1 0 11.314 11.314l28.284-28.284a40 40 0 0 1 56.568 56.567l-28.285 28.285a8 8 0 0 0 11.315 11.314l28.284-28.284a56.065 56.065 0 0 0 0-79.196z"></path></svg></span> </a> <span> Data Splits </span> </h3> <p>The speech material has been subdivided into portions for dev, train, test, validated, invalidated, reported and other.</p> <p>The validated data is data that has been validated with reviewers and received upvotes that the data is of high quality.</p> <p>The invalidated data is data has been invalidated by reviewers and received downvotes indicating that the data is of low quality.</p> <p>The reported data is data that has been reported, for different reasons.</p> <p>The other data is data that has not yet been reviewed.</p> <p>The dev, test, train are all data that has been reviewed, deemed of high quality and split into dev, test and train.</p> <h2 class="relative group flex items-center"> <a rel="nofollow" href="#data-preprocessing-recommended-by-hugging-face" class="block pr-1.5 text-lg md:absolute md:p-1.5 md:opacity-0 md:group-hover:opacity-100 md:right-full" id="data-preprocessing-recommended-by-hugging-face"> <span class="header-link"><svg viewBox="0 0 256 256" preserveAspectRatio="xMidYMid meet" height="1em" width="1em" role="img" aria-hidden="true" xmlns:xlink="http://www.w3.org/1999/xlink" xmlns="http://www.w3.org/2000/svg" class="text-gray-500 hover:text-black dark:hover:text-gray-200 w-4"><path fill="currentColor" d="M167.594 88.393a8.001 8.001 0 0 1 0 11.314l-67.882 67.882a8 8 0 1 1-11.314-11.315l67.882-67.881a8.003 8.003 0 0 1 11.314 0zm-28.287 84.86l-28.284 28.284a40 40 0 0 1-56.567-56.567l28.284-28.284a8 8 0 0 0-11.315-11.315l-28.284 28.284a56 56 0 0 0 79.196 79.197l28.285-28.285a8 8 0 1 0-11.315-11.314zM212.852 43.14a56.002 56.002 0 0 0-79.196 0l-28.284 28.284a8 8 0 1 0 11.314 11.314l28.284-28.284a40 40 0 0 1 56.568 56.567l-28.285 28.285a8 8 0 0 0 11.315 11.314l28.284-28.284a56.065 56.065 0 0 0 0-79.196z"></path></svg></span> </a> <span> Data Preprocessing Recommended by Hugging Face </span> </h2> <p>The following are data preprocessing steps advised by the Hugging Face team. They are accompanied by an example code snippet that shows how to put them to practice. </p> <p>Many examples in this dataset have trailing quotations marks, e.g <em>“the cat sat on the mat.“</em>. These trailing quotation marks do not change the actual meaning of the sentence, and it is near impossible to infer whether a sentence is a quotation or not a quotation from audio data alone. In these cases, it is advised to strip the quotation marks, leaving: <em>the cat sat on the mat</em>.</p> <p>In addition, the majority of training sentences end in punctuation ( . or ? or ! ), whereas just a small proportion do not. In the dev set, <strong>almost all</strong> sentences end in punctuation. Thus, it is recommended to append a full-stop ( . ) to the end of the small number of training examples that do not end in punctuation.</p> <pre><code class="language-python"><span class="hljs-keyword">from</span> datasets <span class="hljs-keyword">import</span> load_dataset ds = load_dataset(<span class="hljs-string">"mozilla-foundation/common_voice_17"</span>, <span class="hljs-string">"en"</span>, use_auth_token=<span class="hljs-literal">True</span>) <span class="hljs-keyword">def</span> <span class="hljs-title function_">prepare_dataset</span>(<span class="hljs-params">batch</span>): <span class="hljs-string">"""Function to preprocess the dataset with the .map method"""</span> transcription = batch[<span class="hljs-string">"sentence"</span>] <span class="hljs-keyword">if</span> transcription.startswith(<span class="hljs-string">'"'</span>) <span class="hljs-keyword">and</span> transcription.endswith(<span class="hljs-string">'"'</span>): <span class="hljs-comment"># we can remove trailing quotation marks as they do not affect the transcription</span> transcription = transcription[<span class="hljs-number">1</span>:-<span class="hljs-number">1</span>] <span class="hljs-keyword">if</span> transcription[-<span class="hljs-number">1</span>] <span class="hljs-keyword">not</span> <span class="hljs-keyword">in</span> [<span class="hljs-string">"."</span>, <span class="hljs-string">"?"</span>, <span class="hljs-string">"!"</span>]: <span class="hljs-comment"># append a full-stop to sentences that do not end in punctuation</span> transcription = transcription + <span class="hljs-string">"."</span> batch[<span class="hljs-string">"sentence"</span>] = transcription <span class="hljs-keyword">return</span> batch ds = ds.<span class="hljs-built_in">map</span>(prepare_dataset, desc=<span class="hljs-string">"preprocess dataset"</span>) </code></pre> <h2 class="relative group flex items-center"> <a rel="nofollow" href="#dataset-creation" class="block pr-1.5 text-lg md:absolute md:p-1.5 md:opacity-0 md:group-hover:opacity-100 md:right-full" id="dataset-creation"> <span class="header-link"><svg viewBox="0 0 256 256" preserveAspectRatio="xMidYMid meet" height="1em" width="1em" role="img" aria-hidden="true" xmlns:xlink="http://www.w3.org/1999/xlink" xmlns="http://www.w3.org/2000/svg" class="text-gray-500 hover:text-black dark:hover:text-gray-200 w-4"><path fill="currentColor" d="M167.594 88.393a8.001 8.001 0 0 1 0 11.314l-67.882 67.882a8 8 0 1 1-11.314-11.315l67.882-67.881a8.003 8.003 0 0 1 11.314 0zm-28.287 84.86l-28.284 28.284a40 40 0 0 1-56.567-56.567l28.284-28.284a8 8 0 0 0-11.315-11.315l-28.284 28.284a56 56 0 0 0 79.196 79.197l28.285-28.285a8 8 0 1 0-11.315-11.314zM212.852 43.14a56.002 56.002 0 0 0-79.196 0l-28.284 28.284a8 8 0 1 0 11.314 11.314l28.284-28.284a40 40 0 0 1 56.568 56.567l-28.285 28.285a8 8 0 0 0 11.315 11.314l28.284-28.284a56.065 56.065 0 0 0 0-79.196z"></path></svg></span> </a> <span> Dataset Creation </span> </h2> <h3 class="relative group flex items-center"> <a rel="nofollow" href="#curation-rationale" class="block pr-1.5 text-lg md:absolute md:p-1.5 md:opacity-0 md:group-hover:opacity-100 md:right-full" id="curation-rationale"> <span class="header-link"><svg viewBox="0 0 256 256" preserveAspectRatio="xMidYMid meet" height="1em" width="1em" role="img" aria-hidden="true" xmlns:xlink="http://www.w3.org/1999/xlink" xmlns="http://www.w3.org/2000/svg" class="text-gray-500 hover:text-black dark:hover:text-gray-200 w-4"><path fill="currentColor" d="M167.594 88.393a8.001 8.001 0 0 1 0 11.314l-67.882 67.882a8 8 0 1 1-11.314-11.315l67.882-67.881a8.003 8.003 0 0 1 11.314 0zm-28.287 84.86l-28.284 28.284a40 40 0 0 1-56.567-56.567l28.284-28.284a8 8 0 0 0-11.315-11.315l-28.284 28.284a56 56 0 0 0 79.196 79.197l28.285-28.285a8 8 0 1 0-11.315-11.314zM212.852 43.14a56.002 56.002 0 0 0-79.196 0l-28.284 28.284a8 8 0 1 0 11.314 11.314l28.284-28.284a40 40 0 0 1 56.568 56.567l-28.285 28.285a8 8 0 0 0 11.315 11.314l28.284-28.284a56.065 56.065 0 0 0 0-79.196z"></path></svg></span> </a> <span> Curation Rationale </span> </h3> <p>[Needs More Information]</p> <h3 class="relative group flex items-center"> <a rel="nofollow" href="#source-data" class="block pr-1.5 text-lg md:absolute md:p-1.5 md:opacity-0 md:group-hover:opacity-100 md:right-full" id="source-data"> <span class="header-link"><svg viewBox="0 0 256 256" preserveAspectRatio="xMidYMid meet" height="1em" width="1em" role="img" aria-hidden="true" xmlns:xlink="http://www.w3.org/1999/xlink" xmlns="http://www.w3.org/2000/svg" class="text-gray-500 hover:text-black dark:hover:text-gray-200 w-4"><path fill="currentColor" d="M167.594 88.393a8.001 8.001 0 0 1 0 11.314l-67.882 67.882a8 8 0 1 1-11.314-11.315l67.882-67.881a8.003 8.003 0 0 1 11.314 0zm-28.287 84.86l-28.284 28.284a40 40 0 0 1-56.567-56.567l28.284-28.284a8 8 0 0 0-11.315-11.315l-28.284 28.284a56 56 0 0 0 79.196 79.197l28.285-28.285a8 8 0 1 0-11.315-11.314zM212.852 43.14a56.002 56.002 0 0 0-79.196 0l-28.284 28.284a8 8 0 1 0 11.314 11.314l28.284-28.284a40 40 0 0 1 56.568 56.567l-28.285 28.285a8 8 0 0 0 11.315 11.314l28.284-28.284a56.065 56.065 0 0 0 0-79.196z"></path></svg></span> </a> <span> Source Data </span> </h3> <h4 class="relative group flex items-center"> <a rel="nofollow" href="#initial-data-collection-and-normalization" class="block pr-1.5 text-lg md:absolute md:p-1.5 md:opacity-0 md:group-hover:opacity-100 md:right-full" id="initial-data-collection-and-normalization"> <span class="header-link"><svg viewBox="0 0 256 256" preserveAspectRatio="xMidYMid meet" height="1em" width="1em" role="img" aria-hidden="true" xmlns:xlink="http://www.w3.org/1999/xlink" xmlns="http://www.w3.org/2000/svg" class="text-gray-500 hover:text-black dark:hover:text-gray-200 w-4"><path fill="currentColor" d="M167.594 88.393a8.001 8.001 0 0 1 0 11.314l-67.882 67.882a8 8 0 1 1-11.314-11.315l67.882-67.881a8.003 8.003 0 0 1 11.314 0zm-28.287 84.86l-28.284 28.284a40 40 0 0 1-56.567-56.567l28.284-28.284a8 8 0 0 0-11.315-11.315l-28.284 28.284a56 56 0 0 0 79.196 79.197l28.285-28.285a8 8 0 1 0-11.315-11.314zM212.852 43.14a56.002 56.002 0 0 0-79.196 0l-28.284 28.284a8 8 0 1 0 11.314 11.314l28.284-28.284a40 40 0 0 1 56.568 56.567l-28.285 28.285a8 8 0 0 0 11.315 11.314l28.284-28.284a56.065 56.065 0 0 0 0-79.196z"></path></svg></span> </a> <span> Initial Data Collection and Normalization </span> </h4> <p>[Needs More Information]</p> <h4 class="relative group flex items-center"> <a rel="nofollow" href="#who-are-the-source-language-producers" class="block pr-1.5 text-lg md:absolute md:p-1.5 md:opacity-0 md:group-hover:opacity-100 md:right-full" id="who-are-the-source-language-producers"> <span class="header-link"><svg viewBox="0 0 256 256" preserveAspectRatio="xMidYMid meet" height="1em" width="1em" role="img" aria-hidden="true" xmlns:xlink="http://www.w3.org/1999/xlink" xmlns="http://www.w3.org/2000/svg" class="text-gray-500 hover:text-black dark:hover:text-gray-200 w-4"><path fill="currentColor" d="M167.594 88.393a8.001 8.001 0 0 1 0 11.314l-67.882 67.882a8 8 0 1 1-11.314-11.315l67.882-67.881a8.003 8.003 0 0 1 11.314 0zm-28.287 84.86l-28.284 28.284a40 40 0 0 1-56.567-56.567l28.284-28.284a8 8 0 0 0-11.315-11.315l-28.284 28.284a56 56 0 0 0 79.196 79.197l28.285-28.285a8 8 0 1 0-11.315-11.314zM212.852 43.14a56.002 56.002 0 0 0-79.196 0l-28.284 28.284a8 8 0 1 0 11.314 11.314l28.284-28.284a40 40 0 0 1 56.568 56.567l-28.285 28.285a8 8 0 0 0 11.315 11.314l28.284-28.284a56.065 56.065 0 0 0 0-79.196z"></path></svg></span> </a> <span> Who are the source language producers? </span> </h4> <p>[Needs More Information]</p> <h3 class="relative group flex items-center"> <a rel="nofollow" href="#annotations" class="block pr-1.5 text-lg md:absolute md:p-1.5 md:opacity-0 md:group-hover:opacity-100 md:right-full" id="annotations"> <span class="header-link"><svg viewBox="0 0 256 256" preserveAspectRatio="xMidYMid meet" height="1em" width="1em" role="img" aria-hidden="true" xmlns:xlink="http://www.w3.org/1999/xlink" xmlns="http://www.w3.org/2000/svg" class="text-gray-500 hover:text-black dark:hover:text-gray-200 w-4"><path fill="currentColor" d="M167.594 88.393a8.001 8.001 0 0 1 0 11.314l-67.882 67.882a8 8 0 1 1-11.314-11.315l67.882-67.881a8.003 8.003 0 0 1 11.314 0zm-28.287 84.86l-28.284 28.284a40 40 0 0 1-56.567-56.567l28.284-28.284a8 8 0 0 0-11.315-11.315l-28.284 28.284a56 56 0 0 0 79.196 79.197l28.285-28.285a8 8 0 1 0-11.315-11.314zM212.852 43.14a56.002 56.002 0 0 0-79.196 0l-28.284 28.284a8 8 0 1 0 11.314 11.314l28.284-28.284a40 40 0 0 1 56.568 56.567l-28.285 28.285a8 8 0 0 0 11.315 11.314l28.284-28.284a56.065 56.065 0 0 0 0-79.196z"></path></svg></span> </a> <span> Annotations </span> </h3> <h4 class="relative group flex items-center"> <a rel="nofollow" href="#annotation-process" class="block pr-1.5 text-lg md:absolute md:p-1.5 md:opacity-0 md:group-hover:opacity-100 md:right-full" id="annotation-process"> <span class="header-link"><svg viewBox="0 0 256 256" preserveAspectRatio="xMidYMid meet" height="1em" width="1em" role="img" aria-hidden="true" xmlns:xlink="http://www.w3.org/1999/xlink" xmlns="http://www.w3.org/2000/svg" class="text-gray-500 hover:text-black dark:hover:text-gray-200 w-4"><path fill="currentColor" d="M167.594 88.393a8.001 8.001 0 0 1 0 11.314l-67.882 67.882a8 8 0 1 1-11.314-11.315l67.882-67.881a8.003 8.003 0 0 1 11.314 0zm-28.287 84.86l-28.284 28.284a40 40 0 0 1-56.567-56.567l28.284-28.284a8 8 0 0 0-11.315-11.315l-28.284 28.284a56 56 0 0 0 79.196 79.197l28.285-28.285a8 8 0 1 0-11.315-11.314zM212.852 43.14a56.002 56.002 0 0 0-79.196 0l-28.284 28.284a8 8 0 1 0 11.314 11.314l28.284-28.284a40 40 0 0 1 56.568 56.567l-28.285 28.285a8 8 0 0 0 11.315 11.314l28.284-28.284a56.065 56.065 0 0 0 0-79.196z"></path></svg></span> </a> <span> Annotation process </span> </h4> <p>[Needs More Information]</p> <h4 class="relative group flex items-center"> <a rel="nofollow" href="#who-are-the-annotators" class="block pr-1.5 text-lg md:absolute md:p-1.5 md:opacity-0 md:group-hover:opacity-100 md:right-full" id="who-are-the-annotators"> <span class="header-link"><svg viewBox="0 0 256 256" preserveAspectRatio="xMidYMid meet" height="1em" width="1em" role="img" aria-hidden="true" xmlns:xlink="http://www.w3.org/1999/xlink" xmlns="http://www.w3.org/2000/svg" class="text-gray-500 hover:text-black dark:hover:text-gray-200 w-4"><path fill="currentColor" d="M167.594 88.393a8.001 8.001 0 0 1 0 11.314l-67.882 67.882a8 8 0 1 1-11.314-11.315l67.882-67.881a8.003 8.003 0 0 1 11.314 0zm-28.287 84.86l-28.284 28.284a40 40 0 0 1-56.567-56.567l28.284-28.284a8 8 0 0 0-11.315-11.315l-28.284 28.284a56 56 0 0 0 79.196 79.197l28.285-28.285a8 8 0 1 0-11.315-11.314zM212.852 43.14a56.002 56.002 0 0 0-79.196 0l-28.284 28.284a8 8 0 1 0 11.314 11.314l28.284-28.284a40 40 0 0 1 56.568 56.567l-28.285 28.285a8 8 0 0 0 11.315 11.314l28.284-28.284a56.065 56.065 0 0 0 0-79.196z"></path></svg></span> </a> <span> Who are the annotators? </span> </h4> <p>[Needs More Information]</p> <h3 class="relative group flex items-center"> <a rel="nofollow" href="#personal-and-sensitive-information" class="block pr-1.5 text-lg md:absolute md:p-1.5 md:opacity-0 md:group-hover:opacity-100 md:right-full" id="personal-and-sensitive-information"> <span class="header-link"><svg viewBox="0 0 256 256" preserveAspectRatio="xMidYMid meet" height="1em" width="1em" role="img" aria-hidden="true" xmlns:xlink="http://www.w3.org/1999/xlink" xmlns="http://www.w3.org/2000/svg" class="text-gray-500 hover:text-black dark:hover:text-gray-200 w-4"><path fill="currentColor" d="M167.594 88.393a8.001 8.001 0 0 1 0 11.314l-67.882 67.882a8 8 0 1 1-11.314-11.315l67.882-67.881a8.003 8.003 0 0 1 11.314 0zm-28.287 84.86l-28.284 28.284a40 40 0 0 1-56.567-56.567l28.284-28.284a8 8 0 0 0-11.315-11.315l-28.284 28.284a56 56 0 0 0 79.196 79.197l28.285-28.285a8 8 0 1 0-11.315-11.314zM212.852 43.14a56.002 56.002 0 0 0-79.196 0l-28.284 28.284a8 8 0 1 0 11.314 11.314l28.284-28.284a40 40 0 0 1 56.568 56.567l-28.285 28.285a8 8 0 0 0 11.315 11.314l28.284-28.284a56.065 56.065 0 0 0 0-79.196z"></path></svg></span> </a> <span> Personal and Sensitive Information </span> </h3> <p>The dataset consists of people who have donated their voice online. You agree to not attempt to determine the identity of speakers in the Common Voice dataset.</p> <h2 class="relative group flex items-center"> <a rel="nofollow" href="#considerations-for-using-the-data" class="block pr-1.5 text-lg md:absolute md:p-1.5 md:opacity-0 md:group-hover:opacity-100 md:right-full" id="considerations-for-using-the-data"> <span class="header-link"><svg viewBox="0 0 256 256" preserveAspectRatio="xMidYMid meet" height="1em" width="1em" role="img" aria-hidden="true" xmlns:xlink="http://www.w3.org/1999/xlink" xmlns="http://www.w3.org/2000/svg" class="text-gray-500 hover:text-black dark:hover:text-gray-200 w-4"><path fill="currentColor" d="M167.594 88.393a8.001 8.001 0 0 1 0 11.314l-67.882 67.882a8 8 0 1 1-11.314-11.315l67.882-67.881a8.003 8.003 0 0 1 11.314 0zm-28.287 84.86l-28.284 28.284a40 40 0 0 1-56.567-56.567l28.284-28.284a8 8 0 0 0-11.315-11.315l-28.284 28.284a56 56 0 0 0 79.196 79.197l28.285-28.285a8 8 0 1 0-11.315-11.314zM212.852 43.14a56.002 56.002 0 0 0-79.196 0l-28.284 28.284a8 8 0 1 0 11.314 11.314l28.284-28.284a40 40 0 0 1 56.568 56.567l-28.285 28.285a8 8 0 0 0 11.315 11.314l28.284-28.284a56.065 56.065 0 0 0 0-79.196z"></path></svg></span> </a> <span> Considerations for Using the Data </span> </h2> <h3 class="relative group flex items-center"> <a rel="nofollow" href="#social-impact-of-dataset" class="block pr-1.5 text-lg md:absolute md:p-1.5 md:opacity-0 md:group-hover:opacity-100 md:right-full" id="social-impact-of-dataset"> <span class="header-link"><svg viewBox="0 0 256 256" preserveAspectRatio="xMidYMid meet" height="1em" width="1em" role="img" aria-hidden="true" xmlns:xlink="http://www.w3.org/1999/xlink" xmlns="http://www.w3.org/2000/svg" class="text-gray-500 hover:text-black dark:hover:text-gray-200 w-4"><path fill="currentColor" d="M167.594 88.393a8.001 8.001 0 0 1 0 11.314l-67.882 67.882a8 8 0 1 1-11.314-11.315l67.882-67.881a8.003 8.003 0 0 1 11.314 0zm-28.287 84.86l-28.284 28.284a40 40 0 0 1-56.567-56.567l28.284-28.284a8 8 0 0 0-11.315-11.315l-28.284 28.284a56 56 0 0 0 79.196 79.197l28.285-28.285a8 8 0 1 0-11.315-11.314zM212.852 43.14a56.002 56.002 0 0 0-79.196 0l-28.284 28.284a8 8 0 1 0 11.314 11.314l28.284-28.284a40 40 0 0 1 56.568 56.567l-28.285 28.285a8 8 0 0 0 11.315 11.314l28.284-28.284a56.065 56.065 0 0 0 0-79.196z"></path></svg></span> </a> <span> Social Impact of Dataset </span> </h3> <p>The dataset consists of people who have donated their voice online. You agree to not attempt to determine the identity of speakers in the Common Voice dataset.</p> <h3 class="relative group flex items-center"> <a rel="nofollow" href="#discussion-of-biases" class="block pr-1.5 text-lg md:absolute md:p-1.5 md:opacity-0 md:group-hover:opacity-100 md:right-full" id="discussion-of-biases"> <span class="header-link"><svg viewBox="0 0 256 256" preserveAspectRatio="xMidYMid meet" height="1em" width="1em" role="img" aria-hidden="true" xmlns:xlink="http://www.w3.org/1999/xlink" xmlns="http://www.w3.org/2000/svg" class="text-gray-500 hover:text-black dark:hover:text-gray-200 w-4"><path fill="currentColor" d="M167.594 88.393a8.001 8.001 0 0 1 0 11.314l-67.882 67.882a8 8 0 1 1-11.314-11.315l67.882-67.881a8.003 8.003 0 0 1 11.314 0zm-28.287 84.86l-28.284 28.284a40 40 0 0 1-56.567-56.567l28.284-28.284a8 8 0 0 0-11.315-11.315l-28.284 28.284a56 56 0 0 0 79.196 79.197l28.285-28.285a8 8 0 1 0-11.315-11.314zM212.852 43.14a56.002 56.002 0 0 0-79.196 0l-28.284 28.284a8 8 0 1 0 11.314 11.314l28.284-28.284a40 40 0 0 1 56.568 56.567l-28.285 28.285a8 8 0 0 0 11.315 11.314l28.284-28.284a56.065 56.065 0 0 0 0-79.196z"></path></svg></span> </a> <span> Discussion of Biases </span> </h3> <p>[More Information Needed] </p> <h3 class="relative group flex items-center"> <a rel="nofollow" href="#other-known-limitations" class="block pr-1.5 text-lg md:absolute md:p-1.5 md:opacity-0 md:group-hover:opacity-100 md:right-full" id="other-known-limitations"> <span class="header-link"><svg viewBox="0 0 256 256" preserveAspectRatio="xMidYMid meet" height="1em" width="1em" role="img" aria-hidden="true" xmlns:xlink="http://www.w3.org/1999/xlink" xmlns="http://www.w3.org/2000/svg" class="text-gray-500 hover:text-black dark:hover:text-gray-200 w-4"><path fill="currentColor" d="M167.594 88.393a8.001 8.001 0 0 1 0 11.314l-67.882 67.882a8 8 0 1 1-11.314-11.315l67.882-67.881a8.003 8.003 0 0 1 11.314 0zm-28.287 84.86l-28.284 28.284a40 40 0 0 1-56.567-56.567l28.284-28.284a8 8 0 0 0-11.315-11.315l-28.284 28.284a56 56 0 0 0 79.196 79.197l28.285-28.285a8 8 0 1 0-11.315-11.314zM212.852 43.14a56.002 56.002 0 0 0-79.196 0l-28.284 28.284a8 8 0 1 0 11.314 11.314l28.284-28.284a40 40 0 0 1 56.568 56.567l-28.285 28.285a8 8 0 0 0 11.315 11.314l28.284-28.284a56.065 56.065 0 0 0 0-79.196z"></path></svg></span> </a> <span> Other Known Limitations </span> </h3> <p>[More Information Needed] </p> <h2 class="relative group flex items-center"> <a rel="nofollow" href="#additional-information" class="block pr-1.5 text-lg md:absolute md:p-1.5 md:opacity-0 md:group-hover:opacity-100 md:right-full" id="additional-information"> <span class="header-link"><svg viewBox="0 0 256 256" preserveAspectRatio="xMidYMid meet" height="1em" width="1em" role="img" aria-hidden="true" xmlns:xlink="http://www.w3.org/1999/xlink" xmlns="http://www.w3.org/2000/svg" class="text-gray-500 hover:text-black dark:hover:text-gray-200 w-4"><path fill="currentColor" d="M167.594 88.393a8.001 8.001 0 0 1 0 11.314l-67.882 67.882a8 8 0 1 1-11.314-11.315l67.882-67.881a8.003 8.003 0 0 1 11.314 0zm-28.287 84.86l-28.284 28.284a40 40 0 0 1-56.567-56.567l28.284-28.284a8 8 0 0 0-11.315-11.315l-28.284 28.284a56 56 0 0 0 79.196 79.197l28.285-28.285a8 8 0 1 0-11.315-11.314zM212.852 43.14a56.002 56.002 0 0 0-79.196 0l-28.284 28.284a8 8 0 1 0 11.314 11.314l28.284-28.284a40 40 0 0 1 56.568 56.567l-28.285 28.285a8 8 0 0 0 11.315 11.314l28.284-28.284a56.065 56.065 0 0 0 0-79.196z"></path></svg></span> </a> <span> Additional Information </span> </h2> <h3 class="relative group flex items-center"> <a rel="nofollow" href="#dataset-curators" class="block pr-1.5 text-lg md:absolute md:p-1.5 md:opacity-0 md:group-hover:opacity-100 md:right-full" id="dataset-curators"> <span class="header-link"><svg viewBox="0 0 256 256" preserveAspectRatio="xMidYMid meet" height="1em" width="1em" role="img" aria-hidden="true" xmlns:xlink="http://www.w3.org/1999/xlink" xmlns="http://www.w3.org/2000/svg" class="text-gray-500 hover:text-black dark:hover:text-gray-200 w-4"><path fill="currentColor" d="M167.594 88.393a8.001 8.001 0 0 1 0 11.314l-67.882 67.882a8 8 0 1 1-11.314-11.315l67.882-67.881a8.003 8.003 0 0 1 11.314 0zm-28.287 84.86l-28.284 28.284a40 40 0 0 1-56.567-56.567l28.284-28.284a8 8 0 0 0-11.315-11.315l-28.284 28.284a56 56 0 0 0 79.196 79.197l28.285-28.285a8 8 0 1 0-11.315-11.314zM212.852 43.14a56.002 56.002 0 0 0-79.196 0l-28.284 28.284a8 8 0 1 0 11.314 11.314l28.284-28.284a40 40 0 0 1 56.568 56.567l-28.285 28.285a8 8 0 0 0 11.315 11.314l28.284-28.284a56.065 56.065 0 0 0 0-79.196z"></path></svg></span> </a> <span> Dataset Curators </span> </h3> <p>[More Information Needed] </p> <h3 class="relative group flex items-center"> <a rel="nofollow" href="#licensing-information" class="block pr-1.5 text-lg md:absolute md:p-1.5 md:opacity-0 md:group-hover:opacity-100 md:right-full" id="licensing-information"> <span class="header-link"><svg viewBox="0 0 256 256" preserveAspectRatio="xMidYMid meet" height="1em" width="1em" role="img" aria-hidden="true" xmlns:xlink="http://www.w3.org/1999/xlink" xmlns="http://www.w3.org/2000/svg" class="text-gray-500 hover:text-black dark:hover:text-gray-200 w-4"><path fill="currentColor" d="M167.594 88.393a8.001 8.001 0 0 1 0 11.314l-67.882 67.882a8 8 0 1 1-11.314-11.315l67.882-67.881a8.003 8.003 0 0 1 11.314 0zm-28.287 84.86l-28.284 28.284a40 40 0 0 1-56.567-56.567l28.284-28.284a8 8 0 0 0-11.315-11.315l-28.284 28.284a56 56 0 0 0 79.196 79.197l28.285-28.285a8 8 0 1 0-11.315-11.314zM212.852 43.14a56.002 56.002 0 0 0-79.196 0l-28.284 28.284a8 8 0 1 0 11.314 11.314l28.284-28.284a40 40 0 0 1 56.568 56.567l-28.285 28.285a8 8 0 0 0 11.315 11.314l28.284-28.284a56.065 56.065 0 0 0 0-79.196z"></path></svg></span> </a> <span> Licensing Information </span> </h3> <p>Public Domain, <a rel="nofollow" href="https://creativecommons.org/share-your-work/public-domain/cc0/">CC-0</a></p> <h3 class="relative group flex items-center"> <a rel="nofollow" href="#citation-information" class="block pr-1.5 text-lg md:absolute md:p-1.5 md:opacity-0 md:group-hover:opacity-100 md:right-full" id="citation-information"> <span class="header-link"><svg viewBox="0 0 256 256" preserveAspectRatio="xMidYMid meet" height="1em" width="1em" role="img" aria-hidden="true" xmlns:xlink="http://www.w3.org/1999/xlink" xmlns="http://www.w3.org/2000/svg" class="text-gray-500 hover:text-black dark:hover:text-gray-200 w-4"><path fill="currentColor" d="M167.594 88.393a8.001 8.001 0 0 1 0 11.314l-67.882 67.882a8 8 0 1 1-11.314-11.315l67.882-67.881a8.003 8.003 0 0 1 11.314 0zm-28.287 84.86l-28.284 28.284a40 40 0 0 1-56.567-56.567l28.284-28.284a8 8 0 0 0-11.315-11.315l-28.284 28.284a56 56 0 0 0 79.196 79.197l28.285-28.285a8 8 0 1 0-11.315-11.314zM212.852 43.14a56.002 56.002 0 0 0-79.196 0l-28.284 28.284a8 8 0 1 0 11.314 11.314l28.284-28.284a40 40 0 0 1 56.568 56.567l-28.285 28.285a8 8 0 0 0 11.315 11.314l28.284-28.284a56.065 56.065 0 0 0 0-79.196z"></path></svg></span> </a> <span> Citation Information </span> </h3> <pre><code>@inproceedings{commonvoice:2020, author = {Ardila, R. and Branson, M. and Davis, K. and Henretty, M. and Kohler, M. and Meyer, J. and Morais, R. and Saunders, L. and Tyers, F. M. and Weber, G.}, title = {Common Voice: A Massively-Multilingual Speech Corpus}, booktitle = {Proceedings of the 12th Conference on Language Resources and Evaluation (LREC 2020)}, pages = {4211--4215}, year = 2020 } </code></pre> </div> </div></section> <section class="pt-6 border-gray-100 md:pb-24 md:pl-6 md:w-64 lg:w-80 xl:w-96 flex-none order-first md:order-none md:border-l !pt-3 md:!pt-6"><dl class="flex items-baseline justify-between"><dt class="text-sm text-gray-500">Downloads last month</dt><div class="mx-4 flex-1 border-b border-dotted"></div><dd class="font-semibold">32,477</dd></dl> <div class="divider-column-vertical"></div> <div class="grid grid-cols-2 gap-x-2 md:flex md:flex-row md:flex-wrap"><div class="SVELTE_HYDRATER contents" data-target="DatasetAndModelActionsDropdown" 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md:last:w-auto md:last:flex-auto xl:w-auto xl:!flex-none" href="https://paperswithcode.com/dataset/common-voice" target="_blank"><svg class="mr-1.5" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" aria-hidden="true" focusable="false" role="img" width="1em" height="1em" preserveAspectRatio="xMidYMid meet" viewBox="0 0 512 512"><path stroke="#21cbce" fill="#21cbce" d="M88 128h48v256H88zM232 128h48v256h-48zM160 144h48v224h-48zM304 144h48v224h-48zM376 128h48v256h-48z"></path><path stroke="#21cbce" fill="#21cbce" d="M104 104V56H16v400h88v-48H64V104zM408 56v48h40v304h-40v48h88V56z"></path></svg> Papers with Code </a></div> <div class="divider-column-vertical"></div> <div class="flex flex-col flex-wrap xl:flex-row"><a class="group mb-1.5 flex max-w-full flex-col overflow-hidden rounded-lg border border-gray-100 bg-gradient-to-r from-white via-white to-white px-2 py-1 hover:from-gray-50 dark:from-gray-900 dark:to-gray-925 dark:hover:to-gray-900 md:mr-1.5 " 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<div class="truncate text-sm group-hover:underline"> Vaibhav Srivastav</div></a></div> <div class="divider-column-vertical"></div> <h2 class="mb-5 flex items-baseline overflow-hidden whitespace-nowrap text-smd font-semibold text-gray-800"><svg class="mr-1.5 text-sm inline self-center flex-none text-gray-400" style="" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" aria-hidden="true" focusable="false" role="img" width="1em" height="1em" preserveAspectRatio="xMidYMid meet" viewBox="0 0 24 24"><path class="uim-quaternary" d="M20.23 7.24L12 12L3.77 7.24a1.98 1.98 0 0 1 .7-.71L11 2.76c.62-.35 1.38-.35 2 0l6.53 3.77c.29.173.531.418.7.71z" opacity=".25" fill="currentColor"></path><path class="uim-tertiary" d="M12 12v9.5a2.09 2.09 0 0 1-.91-.21L4.5 17.48a2.003 2.003 0 0 1-1-1.73v-7.5a2.06 2.06 0 0 1 .27-1.01L12 12z" opacity=".5" fill="currentColor"></path><path class="uim-primary" d="M20.5 8.25v7.5a2.003 2.003 0 0 1-1 1.73l-6.62 3.82c-.275.13-.576.198-.88.2V12l8.23-4.76c.175.308.268.656.27 1.01z" fill="currentColor"></path></svg> Models trained or fine-tuned on <span class="ml-1 truncate font-mono text-[0.87rem] font-medium">mozilla-foundation/common_voice_17_0</span></h2> <div class="space-y-3"><div class=""><article class="overview-card-wrapper group/repo "><a class="flex items-center justify-between gap-4 p-2" href="/WillHeld/DiVA-llama-3-v0-8b"><div class="w-full truncate"><header class="flex items-center mb-1" title="WillHeld/DiVA-llama-3-v0-8b"> <img alt="" class="w-3 h-3 rounded-full mr-1.5 flex-none flex-none" src="https://cdn-avatars.huggingface.co/v1/production/uploads/1666207676653-632116accafe12f481a473cb.jpeg" crossorigin="anonymous"> <h4 class="text-md truncate font-mono text-black dark:group-hover/repo:text-yellow-500 group-hover/repo:text-indigo-600 text-sm">WillHeld/DiVA-llama-3-v0-8b</h4> </header> <div class="mr-1 flex items-center overflow-hidden whitespace-nowrap text-sm leading-tight text-gray-400"> <svg class="mr-1.5 text-[.8rem] flex-none" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" aria-hidden="true" fill="currentColor" focusable="false" role="img" width="1em" height="1em" preserveAspectRatio="xMidYMid meet" viewBox="0 0 32 32"><path d="M27 3H5a2 2 0 0 0-2 2v22a2 2 0 0 0 2 2h22a2 2 0 0 0 2-2V5a2 2 0 0 0-2-2zm0 2v4H5V5zm-10 6h10v7H17zm-2 7H5v-7h10zM5 20h10v7H5zm12 7v-7h10v7z"></path></svg> Feature Extraction <span class="px-1.5 text-gray-300 dark:text-gray-500">• </span> <span class="truncate">Updated <time datetime="2024-11-04T23:20:16" title="Mon, 04 Nov 2024 23:20:16 GMT">Nov 4</time></span> <span class="px-1.5 text-gray-300 dark:text-gray-500">• </span> <svg class="flex-none w-3 text-gray-400 mr-0.5" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" aria-hidden="true" focusable="false" role="img" width="1em" height="1em" viewBox="0 0 32 32"><path fill="currentColor" d="M26 24v4H6v-4H4v4a2 2 0 0 0 2 2h20a2 2 0 0 0 2-2v-4zm0-10l-1.41-1.41L17 20.17V2h-2v18.17l-7.59-7.58L6 14l10 10l10-10z"></path></svg> 4.4k <span class="px-1.5 text-gray-300 dark:text-gray-500">• </span> <svg class="flex-none w-3 text-gray-400 mr-1" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" aria-hidden="true" focusable="false" role="img" width="1em" height="1em" preserveAspectRatio="xMidYMid meet" viewBox="0 0 32 32" fill="currentColor"><path d="M22.45,6a5.47,5.47,0,0,1,3.91,1.64,5.7,5.7,0,0,1,0,8L16,26.13,5.64,15.64a5.7,5.7,0,0,1,0-8,5.48,5.48,0,0,1,7.82,0L16,10.24l2.53-2.58A5.44,5.44,0,0,1,22.45,6m0-2a7.47,7.47,0,0,0-5.34,2.24L16,7.36,14.89,6.24a7.49,7.49,0,0,0-10.68,0,7.72,7.72,0,0,0,0,10.82L16,29,27.79,17.06a7.72,7.72,0,0,0,0-10.82A7.49,7.49,0,0,0,22.45,4Z"></path></svg> 27 </div></div> </a></article> </div><div class=""><article class="overview-card-wrapper group/repo "><a class="flex items-center justify-between gap-4 p-2" href="/alvanlii/whisper-small-cantonese"><div class="w-full truncate"><header class="flex items-center mb-1" title="alvanlii/whisper-small-cantonese"> <img alt="" class="w-3 h-3 rounded-full mr-1.5 flex-none flex-none" src="https://cdn-avatars.huggingface.co/v1/production/uploads/632bc1d36cb20ba0ae87bde3/aGlXiQq-l1It_yU4xJ2Ry.png" crossorigin="anonymous"> <h4 class="text-md truncate font-mono text-black dark:group-hover/repo:text-yellow-500 group-hover/repo:text-indigo-600 text-sm">alvanlii/whisper-small-cantonese</h4> </header> <div class="mr-1 flex items-center overflow-hidden whitespace-nowrap text-sm leading-tight text-gray-400"> <svg class="mr-1.5 text-[.8rem] flex-none" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" aria-hidden="true" focusable="false" role="img" width="1em" height="1em" preserveAspectRatio="xMidYMid meet" viewBox="0 0 18 18"><path fill-rule="evenodd" clip-rule="evenodd" d="M8.38893 3.42133C7.9778 3.14662 7.49446 3 7 3C6.33696 3 5.70108 3.26339 5.23223 3.73223C4.76339 4.20107 4.5 4.83696 4.5 5.5C4.5 5.99445 4.64662 6.4778 4.92133 6.88893C5.19603 7.30005 5.58648 7.62048 6.04329 7.8097C6.50011 7.99892 7.00278 8.04843 7.48773 7.95196C7.97268 7.8555 8.41814 7.6174 8.76777 7.26777C9.1174 6.91814 9.3555 6.47268 9.45197 5.98773C9.54843 5.50277 9.49892 5.00011 9.3097 4.54329C9.12048 4.08648 8.80005 3.69603 8.38893 3.42133ZM5.05551 2.58986C5.63108 2.20527 6.30777 2 7 2C7.92826 2 8.8185 2.36875 9.47488 3.02513C10.1313 3.6815 10.5 4.57174 10.5 5.5C10.5 6.19223 10.2947 6.86892 9.91015 7.4445C9.52556 8.02007 8.97894 8.46867 8.33939 8.73358C7.69985 8.99849 6.99612 9.0678 6.31719 8.93275C5.63825 8.7977 5.01461 8.46436 4.52513 7.97487C4.03564 7.48539 3.7023 6.86175 3.56725 6.18282C3.4322 5.50388 3.50152 4.80015 3.76642 4.16061C4.03133 3.52107 4.47993 2.97444 5.05551 2.58986ZM14.85 9.6425L15.7075 10.5C15.8005 10.5927 15.8743 10.7029 15.9245 10.8242C15.9747 10.9456 16.0004 11.0757 16 11.207V16H2V13.5C2.00106 12.5721 2.37015 11.6824 3.0263 11.0263C3.68244 10.3701 4.57207 10.0011 5.5 10H8.5C9.42793 10.0011 10.3176 10.3701 10.9737 11.0263C11.6299 11.6824 11.9989 12.5721 12 13.5V15H15V11.207L14.143 10.35C13.9426 10.4476 13.7229 10.4989 13.5 10.5C13.2033 10.5 12.9133 10.412 12.6666 10.2472C12.42 10.0824 12.2277 9.84811 12.1142 9.57403C12.0006 9.29994 11.9709 8.99834 12.0288 8.70737C12.0867 8.41639 12.2296 8.14912 12.4393 7.93934C12.6491 7.72956 12.9164 7.5867 13.2074 7.52882C13.4983 7.47094 13.7999 7.50065 14.074 7.61418C14.3481 7.72771 14.5824 7.91997 14.7472 8.16665C14.912 8.41332 15 8.70333 15 9C14.9988 9.22271 14.9475 9.44229 14.85 9.6425ZM3.73311 11.7331C3.26444 12.2018 3.00079 12.8372 3 13.5V15H11V13.5C10.9992 12.8372 10.7356 12.2018 10.2669 11.7331C9.79822 11.2644 9.1628 11.0008 8.5 11H5.5C4.8372 11.0008 4.20178 11.2644 3.73311 11.7331Z" fill="currentColor"></path></svg> Automatic Speech Recognition <span class="px-1.5 text-gray-300 dark:text-gray-500">• </span> <span class="truncate">Updated <time datetime="2024-11-12T17:44:02" title="Tue, 12 Nov 2024 17:44:02 GMT">29 days ago</time></span> <span class="px-1.5 text-gray-300 dark:text-gray-500">• </span> <svg class="flex-none w-3 text-gray-400 mr-0.5" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" aria-hidden="true" focusable="false" role="img" width="1em" height="1em" viewBox="0 0 32 32"><path fill="currentColor" d="M26 24v4H6v-4H4v4a2 2 0 0 0 2 2h20a2 2 0 0 0 2-2v-4zm0-10l-1.41-1.41L17 20.17V2h-2v18.17l-7.59-7.58L6 14l10 10l10-10z"></path></svg> 3.67k <span class="px-1.5 text-gray-300 dark:text-gray-500">• </span> <svg class="flex-none w-3 text-gray-400 mr-1" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" aria-hidden="true" focusable="false" role="img" width="1em" height="1em" preserveAspectRatio="xMidYMid meet" viewBox="0 0 32 32" fill="currentColor"><path d="M22.45,6a5.47,5.47,0,0,1,3.91,1.64,5.7,5.7,0,0,1,0,8L16,26.13,5.64,15.64a5.7,5.7,0,0,1,0-8,5.48,5.48,0,0,1,7.82,0L16,10.24l2.53-2.58A5.44,5.44,0,0,1,22.45,6m0-2a7.47,7.47,0,0,0-5.34,2.24L16,7.36,14.89,6.24a7.49,7.49,0,0,0-10.68,0,7.72,7.72,0,0,0,0,10.82L16,29,27.79,17.06a7.72,7.72,0,0,0,0-10.82A7.49,7.49,0,0,0,22.45,4Z"></path></svg> 60 </div></div> </a></article> </div><div class=""><article class="overview-card-wrapper group/repo "><a class="flex items-center justify-between gap-4 p-2" href="/antony66/whisper-large-v3-russian"><div class="w-full truncate"><header class="flex items-center mb-1" title="antony66/whisper-large-v3-russian"> <img alt="" class="w-3 h-3 rounded-full mr-1.5 flex-none flex-none" src="/avatars/e36115a03687d5cd16c078bcd796c600.svg" crossorigin="anonymous"> <h4 class="text-md truncate font-mono text-black dark:group-hover/repo:text-yellow-500 group-hover/repo:text-indigo-600 text-sm">antony66/whisper-large-v3-russian</h4> </header> <div class="mr-1 flex items-center overflow-hidden whitespace-nowrap text-sm leading-tight text-gray-400"> <svg class="mr-1.5 text-[.8rem] flex-none" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" aria-hidden="true" focusable="false" role="img" width="1em" height="1em" preserveAspectRatio="xMidYMid meet" viewBox="0 0 18 18"><path fill-rule="evenodd" clip-rule="evenodd" d="M8.38893 3.42133C7.9778 3.14662 7.49446 3 7 3C6.33696 3 5.70108 3.26339 5.23223 3.73223C4.76339 4.20107 4.5 4.83696 4.5 5.5C4.5 5.99445 4.64662 6.4778 4.92133 6.88893C5.19603 7.30005 5.58648 7.62048 6.04329 7.8097C6.50011 7.99892 7.00278 8.04843 7.48773 7.95196C7.97268 7.8555 8.41814 7.6174 8.76777 7.26777C9.1174 6.91814 9.3555 6.47268 9.45197 5.98773C9.54843 5.50277 9.49892 5.00011 9.3097 4.54329C9.12048 4.08648 8.80005 3.69603 8.38893 3.42133ZM5.05551 2.58986C5.63108 2.20527 6.30777 2 7 2C7.92826 2 8.8185 2.36875 9.47488 3.02513C10.1313 3.6815 10.5 4.57174 10.5 5.5C10.5 6.19223 10.2947 6.86892 9.91015 7.4445C9.52556 8.02007 8.97894 8.46867 8.33939 8.73358C7.69985 8.99849 6.99612 9.0678 6.31719 8.93275C5.63825 8.7977 5.01461 8.46436 4.52513 7.97487C4.03564 7.48539 3.7023 6.86175 3.56725 6.18282C3.4322 5.50388 3.50152 4.80015 3.76642 4.16061C4.03133 3.52107 4.47993 2.97444 5.05551 2.58986ZM14.85 9.6425L15.7075 10.5C15.8005 10.5927 15.8743 10.7029 15.9245 10.8242C15.9747 10.9456 16.0004 11.0757 16 11.207V16H2V13.5C2.00106 12.5721 2.37015 11.6824 3.0263 11.0263C3.68244 10.3701 4.57207 10.0011 5.5 10H8.5C9.42793 10.0011 10.3176 10.3701 10.9737 11.0263C11.6299 11.6824 11.9989 12.5721 12 13.5V15H15V11.207L14.143 10.35C13.9426 10.4476 13.7229 10.4989 13.5 10.5C13.2033 10.5 12.9133 10.412 12.6666 10.2472C12.42 10.0824 12.2277 9.84811 12.1142 9.57403C12.0006 9.29994 11.9709 8.99834 12.0288 8.70737C12.0867 8.41639 12.2296 8.14912 12.4393 7.93934C12.6491 7.72956 12.9164 7.5867 13.2074 7.52882C13.4983 7.47094 13.7999 7.50065 14.074 7.61418C14.3481 7.72771 14.5824 7.91997 14.7472 8.16665C14.912 8.41332 15 8.70333 15 9C14.9988 9.22271 14.9475 9.44229 14.85 9.6425ZM3.73311 11.7331C3.26444 12.2018 3.00079 12.8372 3 13.5V15H11V13.5C10.9992 12.8372 10.7356 12.2018 10.2669 11.7331C9.79822 11.2644 9.1628 11.0008 8.5 11H5.5C4.8372 11.0008 4.20178 11.2644 3.73311 11.7331Z" fill="currentColor"></path></svg> Automatic Speech Recognition <span class="px-1.5 text-gray-300 dark:text-gray-500">• </span> <span class="truncate">Updated <time datetime="2024-07-02T20:25:06" title="Tue, 02 Jul 2024 20:25:06 GMT">Jul 2</time></span> <span class="px-1.5 text-gray-300 dark:text-gray-500">• </span> <svg class="flex-none w-3 text-gray-400 mr-0.5" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" aria-hidden="true" focusable="false" role="img" width="1em" height="1em" viewBox="0 0 32 32"><path fill="currentColor" d="M26 24v4H6v-4H4v4a2 2 0 0 0 2 2h20a2 2 0 0 0 2-2v-4zm0-10l-1.41-1.41L17 20.17V2h-2v18.17l-7.59-7.58L6 14l10 10l10-10z"></path></svg> 2.15k <span class="px-1.5 text-gray-300 dark:text-gray-500">• </span> <svg class="flex-none w-3 text-gray-400 mr-1" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" aria-hidden="true" focusable="false" role="img" width="1em" height="1em" preserveAspectRatio="xMidYMid meet" viewBox="0 0 32 32" fill="currentColor"><path d="M22.45,6a5.47,5.47,0,0,1,3.91,1.64,5.7,5.7,0,0,1,0,8L16,26.13,5.64,15.64a5.7,5.7,0,0,1,0-8,5.48,5.48,0,0,1,7.82,0L16,10.24l2.53-2.58A5.44,5.44,0,0,1,22.45,6m0-2a7.47,7.47,0,0,0-5.34,2.24L16,7.36,14.89,6.24a7.49,7.49,0,0,0-10.68,0,7.72,7.72,0,0,0,0,10.82L16,29,27.79,17.06a7.72,7.72,0,0,0,0-10.82A7.49,7.49,0,0,0,22.45,4Z"></path></svg> 28 </div></div> </a></article> </div><div class=""><article class="overview-card-wrapper group/repo "><a class="flex items-center justify-between gap-4 p-2" href="/syvai/hviske-v2"><div class="w-full truncate"><header class="flex items-center mb-1" title="syvai/hviske-v2"> <img alt="" class="w-3 h-3 rounded mr-1.5 flex-none flex-none" src="https://www.gravatar.com/avatar/57697ba89f4b77035905b228e93c5bab?d=retro&size=100" crossorigin="anonymous"> <h4 class="text-md truncate font-mono text-black dark:group-hover/repo:text-yellow-500 group-hover/repo:text-indigo-600 text-sm">syvai/hviske-v2</h4> </header> <div class="mr-1 flex items-center overflow-hidden whitespace-nowrap text-sm leading-tight text-gray-400"> <span class="truncate">Updated <time datetime="2024-10-18T20:44:45" title="Fri, 18 Oct 2024 20:44:45 GMT">Oct 18</time></span> <span class="px-1.5 text-gray-300 dark:text-gray-500">• </span> <svg class="flex-none w-3 text-gray-400 mr-0.5" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" aria-hidden="true" focusable="false" role="img" width="1em" height="1em" viewBox="0 0 32 32"><path fill="currentColor" d="M26 24v4H6v-4H4v4a2 2 0 0 0 2 2h20a2 2 0 0 0 2-2v-4zm0-10l-1.41-1.41L17 20.17V2h-2v18.17l-7.59-7.58L6 14l10 10l10-10z"></path></svg> 1.27k <span class="px-1.5 text-gray-300 dark:text-gray-500">• </span> <svg class="flex-none w-3 text-gray-400 mr-1" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" aria-hidden="true" focusable="false" role="img" width="1em" height="1em" preserveAspectRatio="xMidYMid meet" viewBox="0 0 32 32" fill="currentColor"><path d="M22.45,6a5.47,5.47,0,0,1,3.91,1.64,5.7,5.7,0,0,1,0,8L16,26.13,5.64,15.64a5.7,5.7,0,0,1,0-8,5.48,5.48,0,0,1,7.82,0L16,10.24l2.53-2.58A5.44,5.44,0,0,1,22.45,6m0-2a7.47,7.47,0,0,0-5.34,2.24L16,7.36,14.89,6.24a7.49,7.49,0,0,0-10.68,0,7.72,7.72,0,0,0,0,10.82L16,29,27.79,17.06a7.72,7.72,0,0,0,0-10.82A7.49,7.49,0,0,0,22.45,4Z"></path></svg> 8 </div></div> </a></article> </div><div class="hidden md:block"><article class="overview-card-wrapper group/repo "><a class="flex items-center justify-between gap-4 p-2" href="/JackyHoCL/whisper-small-cantonese-yue-english"><div class="w-full truncate"><header class="flex items-center mb-1" title="JackyHoCL/whisper-small-cantonese-yue-english"> <img alt="" class="w-3 h-3 rounded-full mr-1.5 flex-none flex-none" src="/avatars/5fa432e95fd3736c1de3d5440360acab.svg" crossorigin="anonymous"> <h4 class="text-md truncate font-mono text-black dark:group-hover/repo:text-yellow-500 group-hover/repo:text-indigo-600 text-sm">JackyHoCL/whisper-small-cantonese-yue-english</h4> </header> <div class="mr-1 flex items-center overflow-hidden whitespace-nowrap text-sm leading-tight text-gray-400"> <svg class="mr-1.5 text-[.8rem] flex-none" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" aria-hidden="true" focusable="false" role="img" width="1em" height="1em" preserveAspectRatio="xMidYMid meet" viewBox="0 0 18 18"><path fill-rule="evenodd" clip-rule="evenodd" d="M8.38893 3.42133C7.9778 3.14662 7.49446 3 7 3C6.33696 3 5.70108 3.26339 5.23223 3.73223C4.76339 4.20107 4.5 4.83696 4.5 5.5C4.5 5.99445 4.64662 6.4778 4.92133 6.88893C5.19603 7.30005 5.58648 7.62048 6.04329 7.8097C6.50011 7.99892 7.00278 8.04843 7.48773 7.95196C7.97268 7.8555 8.41814 7.6174 8.76777 7.26777C9.1174 6.91814 9.3555 6.47268 9.45197 5.98773C9.54843 5.50277 9.49892 5.00011 9.3097 4.54329C9.12048 4.08648 8.80005 3.69603 8.38893 3.42133ZM5.05551 2.58986C5.63108 2.20527 6.30777 2 7 2C7.92826 2 8.8185 2.36875 9.47488 3.02513C10.1313 3.6815 10.5 4.57174 10.5 5.5C10.5 6.19223 10.2947 6.86892 9.91015 7.4445C9.52556 8.02007 8.97894 8.46867 8.33939 8.73358C7.69985 8.99849 6.99612 9.0678 6.31719 8.93275C5.63825 8.7977 5.01461 8.46436 4.52513 7.97487C4.03564 7.48539 3.7023 6.86175 3.56725 6.18282C3.4322 5.50388 3.50152 4.80015 3.76642 4.16061C4.03133 3.52107 4.47993 2.97444 5.05551 2.58986ZM14.85 9.6425L15.7075 10.5C15.8005 10.5927 15.8743 10.7029 15.9245 10.8242C15.9747 10.9456 16.0004 11.0757 16 11.207V16H2V13.5C2.00106 12.5721 2.37015 11.6824 3.0263 11.0263C3.68244 10.3701 4.57207 10.0011 5.5 10H8.5C9.42793 10.0011 10.3176 10.3701 10.9737 11.0263C11.6299 11.6824 11.9989 12.5721 12 13.5V15H15V11.207L14.143 10.35C13.9426 10.4476 13.7229 10.4989 13.5 10.5C13.2033 10.5 12.9133 10.412 12.6666 10.2472C12.42 10.0824 12.2277 9.84811 12.1142 9.57403C12.0006 9.29994 11.9709 8.99834 12.0288 8.70737C12.0867 8.41639 12.2296 8.14912 12.4393 7.93934C12.6491 7.72956 12.9164 7.5867 13.2074 7.52882C13.4983 7.47094 13.7999 7.50065 14.074 7.61418C14.3481 7.72771 14.5824 7.91997 14.7472 8.16665C14.912 8.41332 15 8.70333 15 9C14.9988 9.22271 14.9475 9.44229 14.85 9.6425ZM3.73311 11.7331C3.26444 12.2018 3.00079 12.8372 3 13.5V15H11V13.5C10.9992 12.8372 10.7356 12.2018 10.2669 11.7331C9.79822 11.2644 9.1628 11.0008 8.5 11H5.5C4.8372 11.0008 4.20178 11.2644 3.73311 11.7331Z" fill="currentColor"></path></svg> Automatic Speech Recognition <span class="px-1.5 text-gray-300 dark:text-gray-500">• </span> <span class="truncate">Updated <time datetime="2024-11-22T02:23:57" title="Fri, 22 Nov 2024 02:23:57 GMT">20 days ago</time></span> <span class="px-1.5 text-gray-300 dark:text-gray-500">• </span> <svg class="flex-none w-3 text-gray-400 mr-0.5" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" aria-hidden="true" focusable="false" role="img" width="1em" height="1em" viewBox="0 0 32 32"><path fill="currentColor" d="M26 24v4H6v-4H4v4a2 2 0 0 0 2 2h20a2 2 0 0 0 2-2v-4zm0-10l-1.41-1.41L17 20.17V2h-2v18.17l-7.59-7.58L6 14l10 10l10-10z"></path></svg> 1.25k </div></div> </a></article> </div><div class="hidden md:block"><article class="overview-card-wrapper group/repo "><a class="flex items-center justify-between gap-4 p-2" href="/aisha-org/whisper-medium-uz"><div class="w-full truncate"><header class="flex items-center mb-1" title="aisha-org/whisper-medium-uz"> <img alt="" class="w-3 h-3 rounded mr-1.5 flex-none flex-none" src="https://cdn-avatars.huggingface.co/v1/production/uploads/661f728a71c543cff35458ff/DYmZN_nPKsGVDzNH6r6E9.jpeg" crossorigin="anonymous"> <h4 class="text-md truncate font-mono text-black dark:group-hover/repo:text-yellow-500 group-hover/repo:text-indigo-600 text-sm">aisha-org/whisper-medium-uz</h4> </header> <div class="mr-1 flex items-center overflow-hidden whitespace-nowrap text-sm leading-tight text-gray-400"> <svg class="mr-1.5 text-[.8rem] flex-none" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" aria-hidden="true" focusable="false" role="img" width="1em" height="1em" preserveAspectRatio="xMidYMid meet" viewBox="0 0 18 18"><path fill-rule="evenodd" clip-rule="evenodd" d="M8.38893 3.42133C7.9778 3.14662 7.49446 3 7 3C6.33696 3 5.70108 3.26339 5.23223 3.73223C4.76339 4.20107 4.5 4.83696 4.5 5.5C4.5 5.99445 4.64662 6.4778 4.92133 6.88893C5.19603 7.30005 5.58648 7.62048 6.04329 7.8097C6.50011 7.99892 7.00278 8.04843 7.48773 7.95196C7.97268 7.8555 8.41814 7.6174 8.76777 7.26777C9.1174 6.91814 9.3555 6.47268 9.45197 5.98773C9.54843 5.50277 9.49892 5.00011 9.3097 4.54329C9.12048 4.08648 8.80005 3.69603 8.38893 3.42133ZM5.05551 2.58986C5.63108 2.20527 6.30777 2 7 2C7.92826 2 8.8185 2.36875 9.47488 3.02513C10.1313 3.6815 10.5 4.57174 10.5 5.5C10.5 6.19223 10.2947 6.86892 9.91015 7.4445C9.52556 8.02007 8.97894 8.46867 8.33939 8.73358C7.69985 8.99849 6.99612 9.0678 6.31719 8.93275C5.63825 8.7977 5.01461 8.46436 4.52513 7.97487C4.03564 7.48539 3.7023 6.86175 3.56725 6.18282C3.4322 5.50388 3.50152 4.80015 3.76642 4.16061C4.03133 3.52107 4.47993 2.97444 5.05551 2.58986ZM14.85 9.6425L15.7075 10.5C15.8005 10.5927 15.8743 10.7029 15.9245 10.8242C15.9747 10.9456 16.0004 11.0757 16 11.207V16H2V13.5C2.00106 12.5721 2.37015 11.6824 3.0263 11.0263C3.68244 10.3701 4.57207 10.0011 5.5 10H8.5C9.42793 10.0011 10.3176 10.3701 10.9737 11.0263C11.6299 11.6824 11.9989 12.5721 12 13.5V15H15V11.207L14.143 10.35C13.9426 10.4476 13.7229 10.4989 13.5 10.5C13.2033 10.5 12.9133 10.412 12.6666 10.2472C12.42 10.0824 12.2277 9.84811 12.1142 9.57403C12.0006 9.29994 11.9709 8.99834 12.0288 8.70737C12.0867 8.41639 12.2296 8.14912 12.4393 7.93934C12.6491 7.72956 12.9164 7.5867 13.2074 7.52882C13.4983 7.47094 13.7999 7.50065 14.074 7.61418C14.3481 7.72771 14.5824 7.91997 14.7472 8.16665C14.912 8.41332 15 8.70333 15 9C14.9988 9.22271 14.9475 9.44229 14.85 9.6425ZM3.73311 11.7331C3.26444 12.2018 3.00079 12.8372 3 13.5V15H11V13.5C10.9992 12.8372 10.7356 12.2018 10.2669 11.7331C9.79822 11.2644 9.1628 11.0008 8.5 11H5.5C4.8372 11.0008 4.20178 11.2644 3.73311 11.7331Z" fill="currentColor"></path></svg> Automatic Speech Recognition <span class="px-1.5 text-gray-300 dark:text-gray-500">• </span> <span class="truncate">Updated <time datetime="2024-07-04T13:15:40" title="Thu, 04 Jul 2024 13:15:40 GMT">Jul 4</time></span> <span class="px-1.5 text-gray-300 dark:text-gray-500">• </span> <svg class="flex-none w-3 text-gray-400 mr-0.5" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" aria-hidden="true" focusable="false" role="img" width="1em" height="1em" viewBox="0 0 32 32"><path fill="currentColor" d="M26 24v4H6v-4H4v4a2 2 0 0 0 2 2h20a2 2 0 0 0 2-2v-4zm0-10l-1.41-1.41L17 20.17V2h-2v18.17l-7.59-7.58L6 14l10 10l10-10z"></path></svg> 423 </div></div> </a></article> </div> <a class="flex items-center pt-1 text-sm text-gray-500 underline hover:text-gray-700" href="/models?dataset=dataset:mozilla-foundation/common_voice_17_0">Browse 239 models trained on this dataset </a></div> <div class="divider-column-vertical"></div> <h2 class="mb-5 flex items-baseline overflow-hidden whitespace-nowrap text-smd font-semibold text-gray-800"><svg class="mr-1 inline self-center flex-none" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" aria-hidden="true" focusable="false" role="img" width="1em" height="1em" preserveAspectRatio="xMidYMid meet" viewBox="0 0 32 32"><path d="M7.80914 18.7462V24.1907H13.2536V18.7462H7.80914Z" fill="#FF3270"></path><path d="M18.7458 18.7462V24.1907H24.1903V18.7462H18.7458Z" fill="#861FFF"></path><path d="M7.80914 7.80982V13.2543H13.2536V7.80982H7.80914Z" fill="#097EFF"></path><path fill-rule="evenodd" clip-rule="evenodd" d="M4 6.41775C4 5.08246 5.08246 4 6.41775 4H14.6457C15.7626 4 16.7026 4.75724 16.9802 5.78629C18.1505 4.67902 19.7302 4 21.4685 4C25.0758 4 28.0003 6.92436 28.0003 10.5317C28.0003 12.27 27.3212 13.8497 26.2139 15.02C27.243 15.2977 28.0003 16.2376 28.0003 17.3545V25.5824C28.0003 26.9177 26.9177 28.0003 25.5824 28.0003H17.0635H14.9367H6.41775C5.08246 28.0003 4 26.9177 4 25.5824V15.1587V14.9367V6.41775ZM7.80952 7.80952V13.254H13.254V7.80952H7.80952ZM7.80952 24.1907V18.7462H13.254V24.1907H7.80952ZM18.7462 24.1907V18.7462H24.1907V24.1907H18.7462ZM18.7462 10.5317C18.7462 9.0283 19.9651 7.80952 21.4685 7.80952C22.9719 7.80952 24.1907 9.0283 24.1907 10.5317C24.1907 12.0352 22.9719 13.254 21.4685 13.254C19.9651 13.254 18.7462 12.0352 18.7462 10.5317Z" fill="black"></path><path d="M21.4681 7.80982C19.9647 7.80982 18.7458 9.02861 18.7458 10.5321C18.7458 12.0355 19.9647 13.2543 21.4681 13.2543C22.9715 13.2543 24.1903 12.0355 24.1903 10.5321C24.1903 9.02861 22.9715 7.80982 21.4681 7.80982Z" fill="#FFD702"></path></svg> Spaces using <span class="ml-1 truncate font-mono text-[0.86rem] font-medium">mozilla-foundation/common_voice_17_0</span> <span class="ml-3 font-normal text-gray-400">5</span></h2> <div class="SVELTE_HYDRATER contents" data-target="LinkedSpacesList" data-props="{"linkedSpaces":[{"emoji":"🥇","id":"ivrit-ai/hebrew-transcription-leaderboard","running":true},{"emoji":"🏆","id":"navidved/open_persian_asr_leaderboard","running":true},{"emoji":"⚡","id":"Tejasva-Maurya/Hindi_SpeechT5_finetuned","running":true,"shortDescription":"This space specifically designed for Hindi speech synthesis"},{"emoji":"🕉️","id":"Solo448/speechT5-TTS-hi","running":false},{"emoji":"🐢","id":"Saurabh1207/Hindi_TTS_app","running":false,"shortDescription":"It is a Text to speech app."}]}"><nav class="flex max-w-full flex-wrap gap-x-2.5 gap-y-2"><a href="/spaces/ivrit-ai/hebrew-transcription-leaderboard" class="flex min-w-0 items-center whitespace-nowrap rounded-lg border 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flex-none text-[0.6rem]">⚡</div> <div class="truncate group-hover:underline">Tejasva-Maurya/Hindi_SpeechT5_finetuned</div></a><a href="/spaces/Solo448/speechT5-TTS-hi" class="flex min-w-0 items-center whitespace-nowrap rounded-lg border border-gray-100 px-2 text-xs leading-relaxed text-gray-500 shadow-sm hover:text-gray-800 dark:hover:text-gray-200 md:text-sm md:leading-relaxed opacity-40 "><div class="mr-2 flex-none text-[0.6rem]">🕉️</div> <div class="truncate group-hover:underline">Solo448/speechT5-TTS-hi</div></a><a href="/spaces/Saurabh1207/Hindi_TTS_app" class="flex min-w-0 items-center whitespace-nowrap rounded-lg border border-gray-100 px-2 text-xs leading-relaxed text-gray-500 shadow-sm hover:text-gray-800 dark:hover:text-gray-200 md:text-sm md:leading-relaxed opacity-40 "><div class="mr-2 flex-none text-[0.6rem]">🐢</div> <div class="truncate group-hover:underline">Saurabh1207/Hindi_TTS_app</div></a> </nav></div> <div class="divider-column-vertical 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