spoken_norm_model.svg

<?xml version="1.0" encoding="UTF-8"?>
<svg width="1656px" height="1055px" viewBox="0 0 1656 1055" version="1.1" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" style="background: #FFFFFF;">
    <!-- Generator: Sketch 56.2 (81672) - https://sketch.com -->
    <title>textnorm</title>
    <desc>Created with Sketch.</desc>
    <defs>
        <rect id="path-1" x="1259" y="184" width="275" height="430" rx="8"></rect>
        <mask id="mask-2" maskContentUnits="userSpaceOnUse" maskUnits="objectBoundingBox" x="0" y="0" width="275" height="430" fill="white">
            <use xlink:href="#path-1"></use>
        </mask>
        <rect id="path-3" x="0" y="0" width="1656" height="691" rx="8"></rect>
        <mask id="mask-4" maskContentUnits="userSpaceOnUse" maskUnits="objectBoundingBox" x="0" y="0" width="1656" height="691" fill="white">
            <use xlink:href="#path-3"></use>
        </mask>
    </defs>
    <g id="Page-3" stroke="none" stroke-width="1" fill="none" fill-rule="evenodd">
        <rect id="Rectangle" stroke="#979797" stroke-width="3" x="364.5" y="796.5" width="525" height="55" rx="8"></rect>
        <text id="ASR-model" font-family="Helvetica-Bold, Helvetica" font-size="21" font-weight="bold" fill="#000000">
            <tspan x="570.993164" y="831">ASR model</tspan>
        </text>
        <rect id="Rectangle" stroke="#979797" stroke-width="3" x="364.5" y="435.5" width="525" height="55" rx="8"></rect>
        <text id="Context-Encoder" font-family="Helvetica-Bold, Helvetica" font-size="21" font-weight="bold" fill="#000000">
            <tspan x="542.989746" y="470">Context Encoder</tspan>
        </text>
        <text id="do-cô-vít-ngày-hai-…" font-family="Helvetica" font-size="24" font-weight="normal" fill="#000000">
            <tspan x="29.9375" y="626">do cô vít ngày hai …. trăm</tspan>
        </text>
        <text id="do-covid-ngày-2-….-t" font-family="Helvetica" font-size="24" font-weight="normal" fill="#000000">
            <tspan x="33.265625" y="66">do covid ngày 2 …. trump</tspan>
        </text>
        <text id="covid" font-family="Helvetica" font-size="24" font-weight="normal" fill="#000000">
            <tspan x="1556.48633" y="311">covid</tspan>
        </text>
        <text id="trump" font-family="Helvetica" font-size="24" font-weight="normal" fill="#000000">
            <tspan x="1554.32617" y="508">trump</tspan>
        </text>
        <text id="Attention-Layer-&amp;-LM" font-family="Helvetica-Bold, Helvetica" font-size="21" font-weight="bold" fill="#000000">
            <tspan x="519.415527" y="229">Attention Layer &amp; LM</tspan>
        </text>
        <text id="BIAS-Phrases" font-family="Helvetica" font-size="24" font-weight="normal" fill="#000000">
            <tspan x="1326.29883" y="240">BIAS Phrases</tspan>
        </text>
        <image id="pngegg" x="425" y="853" width="404" height="202" xlink:href="data:image/png;base64,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"></image>
        <path id="Line" d="M628,867 L628,915.5 L626,915.5 L626,867 L620,867 L627,853 L634,867 L628,867 Z" fill="#979797" fill-rule="nonzero"></path>
        <circle id="Oval" stroke="#979797" cx="387" cy="621" r="24"></circle>
        <circle id="Oval" stroke="#979797" fill="#D8D8D8" cx="467" cy="621" r="24"></circle>
        <circle id="Oval" stroke="#979797" fill="#D8D8D8" cx="547" cy="621" r="24"></circle>
        <circle id="Oval" stroke="#979797" cx="627" cy="621" r="24"></circle>
        <circle id="Oval" stroke="#979797" cx="707" cy="621" r="24"></circle>
        <circle id="Oval" stroke="#979797" fill="#D8D8D8" cx="867" cy="621" r="24"></circle>
        <path id="Line-2" d="M388,705 L388,796 L386,796 L386,705 L380,705 L387,691 L394,705 L388,705 Z" fill="#979797" fill-rule="nonzero"></path>
        <path id="Line-2" d="M468,705 L468,796 L466,796 L466,705 L460,705 L467,691 L474,705 L468,705 Z" fill="#979797" fill-rule="nonzero"></path>
        <path id="Line-2" d="M548,705 L548,796 L546,796 L546,705 L540,705 L547,691 L554,705 L548,705 Z" fill="#979797" fill-rule="nonzero"></path>
        <path id="Line-2" d="M628,705 L628,796 L626,796 L626,705 L620,705 L627,691 L634,705 L628,705 Z" fill="#979797" fill-rule="nonzero"></path>
        <path id="Line-2" d="M708,705 L708,796 L706,796 L706,705 L700,705 L707,691 L714,705 L708,705 Z" fill="#979797" fill-rule="nonzero"></path>
        <path id="Line-2" d="M788,705 L788,796 L786,796 L786,705 L780,705 L787,691 L794,705 L788,705 Z" fill="#979797" fill-rule="nonzero"></path>
        <path id="Line-2" d="M868,705 L868,796 L866,796 L866,705 L860,705 L867,691 L874,705 L868,705 Z" fill="#979797" fill-rule="nonzero"></path>
        <text id="…" font-family="Helvetica" font-size="60" font-weight="normal" fill="#000000">
            <tspan x="757" y="628">…</tspan>
        </text>
        <text id="wo" font-family="Helvetica" font-size="24" font-weight="normal" fill="#000000">
            <tspan x="374.49707" y="629">w</tspan>
            <tspan x="391.829102" y="629" font-size="12">o</tspan>
        </text>
        <text id="w1" font-family="Helvetica" font-size="24" font-weight="normal" fill="#000000">
            <tspan x="455.49707" y="629">w</tspan>
            <tspan x="472.829102" y="629" font-size="12">1</tspan>
        </text>
        <text id="w2" font-family="Helvetica" font-size="24" font-weight="normal" fill="#000000">
            <tspan x="534.49707" y="629">w</tspan>
            <tspan x="551.829102" y="629" font-size="12">2</tspan>
        </text>
        <text id="w3" font-family="Helvetica" font-size="24" font-weight="normal" fill="#000000">
            <tspan x="614.49707" y="629">w</tspan>
            <tspan x="631.829102" y="629" font-size="12">3</tspan>
        </text>
        <text id="w4" font-family="Helvetica" font-size="24" font-weight="normal" fill="#000000">
            <tspan x="694.49707" y="629">w</tspan>
            <tspan x="711.829102" y="629" font-size="12">4</tspan>
        </text>
        <text id="wn" font-family="Helvetica" font-size="24" font-weight="normal" fill="#000000">
            <tspan x="854.49707" y="629">w</tspan>
            <tspan x="871.829102" y="629" font-size="12">n</tspan>
        </text>
        <path id="Line-2" d="M388,506 L388,597 L386,597 L386,506 L380,506 L387,492 L394,506 L388,506 Z" fill="#979797" fill-rule="nonzero"></path>
        <path id="Line-2" d="M468,506 L468,597 L466,597 L466,506 L460,506 L467,492 L474,506 L468,506 Z" fill="#979797" fill-rule="nonzero"></path>
        <path id="Line-2" d="M548,506 L548,597 L546,597 L546,506 L540,506 L547,492 L554,506 L548,506 Z" fill="#979797" fill-rule="nonzero"></path>
        <path id="Line-2" d="M628,506 L628,597 L626,597 L626,506 L620,506 L627,492 L634,506 L628,506 Z" fill="#979797" fill-rule="nonzero"></path>
        <path id="Line-2" d="M708,506 L708,597 L706,597 L706,506 L700,506 L707,492 L714,506 L708,506 Z" fill="#979797" fill-rule="nonzero"></path>
        <path id="Line-2" d="M1224.5,220.5 L1258.5,220.5 L1258.5,222.5 L1224.5,222.5 L1224.5,228.5 L1210.5,221.5 L1224.5,214.5 L1224.5,220.5 Z" fill="#979797" fill-rule="nonzero"></path>
        <path id="Line-2" d="M905.008035,220.11969 L950.50851,220.508583 L950.491417,222.50851 L904.990942,222.119617 L904.939662,228.119398 L891,221 L905.059316,214.119909 L905.008035,220.11969 Z" fill="#979797" fill-rule="nonzero"></path>
        <path id="Line-2" d="M788,506 L788,597 L786,597 L786,506 L780,506 L787,492 L794,506 L788,506 Z" fill="#979797" fill-rule="nonzero"></path>
        <path id="Line-2" d="M868,506 L868,597 L866,597 L866,506 L860,506 L867,492 L874,506 L868,506 Z" fill="#979797" fill-rule="nonzero"></path>
        <path id="Line-2" d="M628,273 L628,437 L626,437 L626,273 L620,273 L627,259 L634,273 L628,273 Z" fill="#979797" fill-rule="nonzero"></path>
        <rect id="Rectangle" stroke="#979797" stroke-width="3" x="364.5" y="185.5" width="525" height="72" rx="8"></rect>
        <text id="Bias-Encoder" font-family="Helvetica-Bold, Helvetica" font-size="21" font-weight="bold" fill="#000000">
            <tspan x="1006.89331" y="228">Bias Encoder</tspan>
        </text>
        <rect id="Rectangle" stroke="#979797" stroke-width="3" x="950.5" y="185.5" width="259" height="72" rx="8"></rect>
        <text id="…" font-family="Helvetica" font-size="60" font-weight="normal" fill="#000000">
            <tspan x="1370" y="310">…</tspan>
        </text>
        <circle id="Oval" stroke="#979797" cx="1317" cy="310" r="24"></circle>
        <circle id="Oval" stroke="#979797" cx="1477" cy="309" r="24"></circle>
        <text id="w1" font-family="Helvetica" font-size="24" font-weight="normal" fill="#000000">
            <tspan x="1305.49707" y="317">w</tspan>
            <tspan x="1322.8291" y="317" font-size="12">1</tspan>
        </text>
        <text id="wp" font-family="Helvetica" font-size="24" font-weight="normal" fill="#000000">
            <tspan x="1464.49707" y="317">w</tspan>
            <tspan x="1481.8291" y="317" font-size="12">p</tspan>
        </text>
        <text id="…" font-family="Helvetica" font-size="60" font-weight="normal" fill="#000000">
            <tspan x="1369" y="380">…</tspan>
        </text>
        <text id="…" font-family="Helvetica" font-size="60" font-weight="normal" fill="#000000">
            <tspan x="1369" y="440">…</tspan>
        </text>
        <text id="…" font-family="Helvetica" font-size="60" font-weight="normal" fill="#000000">
            <tspan x="1289" y="440">…</tspan>
        </text>
        <text id="…" font-family="Helvetica" font-size="60" font-weight="normal" fill="#000000">
            <tspan x="1449" y="440">…</tspan>
        </text>
        <circle id="Oval" stroke="#979797" cx="1316" cy="379" r="24"></circle>
        <circle id="Oval" stroke="#979797" cx="1476" cy="379" r="24"></circle>
        <text id="w1" font-family="Helvetica" font-size="24" font-weight="normal" fill="#000000">
            <tspan x="1304.49707" y="387">w</tspan>
            <tspan x="1321.8291" y="387" font-size="12">1</tspan>
        </text>
        <text id="wp" font-family="Helvetica" font-size="24" font-weight="normal" fill="#000000">
            <tspan x="1463.49707" y="387">w</tspan>
            <tspan x="1480.8291" y="387" font-size="12">p</tspan>
        </text>
        <text id="…" font-family="Helvetica" font-size="60" font-weight="normal" fill="#000000">
            <tspan x="1370" y="500">…</tspan>
        </text>
        <circle id="Oval" stroke="#979797" cx="1317" cy="500" r="24"></circle>
        <circle id="Oval" stroke="#979797" cx="1477" cy="499" r="24"></circle>
        <text id="w1" font-family="Helvetica" font-size="24" font-weight="normal" fill="#000000">
            <tspan x="1305.49707" y="507">w</tspan>
            <tspan x="1322.8291" y="507" font-size="12">1</tspan>
        </text>
        <text id="wp" font-family="Helvetica" font-size="24" font-weight="normal" fill="#000000">
            <tspan x="1464.49707" y="507">w</tspan>
            <tspan x="1481.8291" y="507" font-size="12">p</tspan>
        </text>
        <text id="…" font-family="Helvetica" font-size="60" font-weight="normal" fill="#000000">
            <tspan x="1369" y="570">…</tspan>
        </text>
        <circle id="Oval" stroke="#979797" cx="1316" cy="569" r="24"></circle>
        <circle id="Oval" stroke="#979797" cx="1476" cy="569" r="24"></circle>
        <text id="w1" font-family="Helvetica" font-size="24" font-weight="normal" fill="#000000">
            <tspan x="1304.49707" y="577">w</tspan>
            <tspan x="1321.8291" y="577" font-size="12">1</tspan>
        </text>
        <text id="wp" font-family="Helvetica" font-size="24" font-weight="normal" fill="#000000">
            <tspan x="1463.49707" y="577">w</tspan>
            <tspan x="1480.8291" y="577" font-size="12">p</tspan>
        </text>
        <use id="Rectangle" stroke="#979797" mask="url(#mask-2)" stroke-width="4" stroke-dasharray="4" xlink:href="#path-1"></use>
        <circle id="Oval" stroke="#979797" cx="387" cy="51" r="24"></circle>
        <circle id="Oval" stroke="#979797" fill="#D8D8D8" cx="467" cy="51" r="24"></circle>
        <circle id="Oval" stroke="#979797" cx="547" cy="51" r="24"></circle>
        <circle id="Oval" stroke="#979797" cx="627" cy="51" r="24"></circle>
        <circle id="Oval" stroke="#979797" fill="#D8D8D8" cx="867" cy="51" r="24"></circle>
        <path id="Line-2" d="M388,92 L388,183 L386,183 L386,92 L380,92 L387,78 L394,92 L388,92 Z" fill="#979797" fill-rule="nonzero"></path>
        <path id="Line-2" d="M468,92 L468,183 L466,183 L466,92 L460,92 L467,78 L474,92 L468,92 Z" fill="#979797" fill-rule="nonzero"></path>
        <path id="Line-2" d="M548,92 L548,183 L546,183 L546,92 L540,92 L547,78 L554,92 L548,92 Z" fill="#979797" fill-rule="nonzero"></path>
        <path id="Line-2" d="M628,92 L628,183 L626,183 L626,92 L620,92 L627,78 L634,92 L628,92 Z" fill="#979797" fill-rule="nonzero"></path>
        <path id="Line-2" d="M708,92 L708,183 L706,183 L706,92 L700,92 L707,78 L714,92 L708,92 Z" fill="#979797" fill-rule="nonzero"></path>
        <path id="Line-2" d="M788,92 L788,183 L786,183 L786,92 L780,92 L787,78 L794,92 L788,92 Z" fill="#979797" fill-rule="nonzero"></path>
        <path id="Line-2" d="M868,92 L868,183 L866,183 L866,92 L860,92 L867,78 L874,92 L868,92 Z" fill="#979797" fill-rule="nonzero"></path>
        <text id="…" font-family="Helvetica" font-size="60" font-weight="normal" fill="#000000">
            <tspan x="757" y="58">…</tspan>
        </text>
        <text id="…" font-family="Helvetica" font-size="60" font-weight="normal" fill="#000000">
            <tspan x="678" y="58">…</tspan>
        </text>
        <use id="Rectangle" stroke="#979797" mask="url(#mask-4)" stroke-width="6" stroke-dasharray="5,2" xlink:href="#path-3"></use>
        <text id="Spoken-NORM" font-family="Helvetica-Bold, Helvetica" font-size="36" font-weight="bold" fill="#000000">
            <tspan x="1369.49316" y="64">Spoken NORM</tspan>
        </text>
    </g>
</svg>