[tab] dist/blog.html (html)
<!--
  Copyright 2018 The Distill Template Authors

  Licensed under the Apache License, Version 2.0 (the "License");
  you may not use this file except in compliance with the License.
  You may obtain a copy of the License at

       http://www.apache.org/licenses/LICENSE-2.0

  Unless required by applicable law or agreed to in writing, software
  distributed under the License is distributed on an "AS IS" BASIS,
  WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
  See the License for the specific language governing permissions and
  limitations under the License.
-->
<!doctype html>

<head>
  <script src="template.v2.js"></script>
  <meta name="viewport" content="width=device-width, initial-scale=1">
  <meta charset="utf8">
  <script type="text/front-matter">
    title: p(doom) blog
    description: Articles about cutting-edge deep learning research
  </script>
  <link rel="icon" type="image/png" href="favicon.png">
</head>

<style>
    .description h2,
    .description p {
        font-family: -apple-system, BlinkMacSystemFont, "Segoe UI", Roboto, Oxygen, Ubuntu, Cantarell, "Fira Sans", "Droid Sans", "Helvetica Neue", Arial, sans-serif;
    }

    .description h2 {
        font-weight: 700;
    }

    .posts-list .post-preview .description p.authors {
        font-size: 0.875rem;
        font-weight: 400;
        margin-bottom: 1em;
        color: rgba(0, 0, 0, 0.67);
    }

    h2.post-tag {
        border-bottom: 1px solid rgba(0, 0, 0, 0.2);
        padding-bottom: 12px;
    }

    .posts-list {
        margin-top: 24px;
        margin-bottom: 24px;
    }

    .posts-list .post-preview {
        text-decoration: none;
        overflow: hidden;
        display: block;
        border-bottom: 1px solid rgba(0, 0, 0, 0.1);
        padding: 24px 0;
    }

    .posts-list .post-preview:last-of-type {
        border-bottom: none;
    }

    .posts-list .post-preview h2 {
        margin: 0 0 6px 0;
        line-height: 1.2em;
        font-style: normal;
        font-size: 24px;
    }

    .posts-list .post-preview p {
        margin: 0 0 12px 0;
        line-height: 1.4em;
        font-size: 16px;
    }

    .posts-list .post-preview .thumbnail {
        box-sizing: border-box;
        margin-bottom: 24px;
        position: relative;
        max-width: 500px;
    }

    .posts-list .post-preview.editorial .thumbnail {
        display: none;
    }

    .posts-list .post-preview img {
        width: 100%;
        display: block;
    }

    .posts-list .metadata {
        font-size: 12px;
        line-height: 1.4em;
        margin-bottom: 18px;
    }

    .metadata>* {
        display: inline-block;
    }

    .metadata .publishedDate {
        margin-right: 1em;
    }

    .metadata .tags {
        margin-top: 1em;
    }

    .tags .tag {
        display: inline;
        color: rgba(0, 0, 0, 0.67);
        padding: 0.3em 0.5em;
        margin: 0;
        font-size: 80%;
        border: 1px solid rgba(0, 0, 0, 0.4);
        border-radius: 3px;
        text-transform: uppercase;
        font-weight: 500;
    }

    .tag.peer-reviewed {
        background-color: #0F2E3DE0;
        color: white;
        border-color: #0F2E3D;
    }

    @media(min-width: 768px) {
        .metadata>* {
            display: block;
        }

        .posts-list .post-preview h2 {
            font-size: 26px;
        }

        .posts-list {
            margin-top: 60px;
        }

        .posts-list .post-preview .thumbnail {
            float: right;
            width: 35%;
            margin-bottom: 0;
        }

        .posts-list .post-preview .description {
            float: left;
            width: 40%;
        }

        .posts-list .post-preview .metadata {
            float: left;
            width: 15%;
            margin-top: 8px;
        }

        .posts-list .post-preview p {
            margin: 0 0 12px 0;
            line-height: 1.5em;
            font-size: 16px;
        }

    }
</style>

<style>
  html {
    font: 400 16px/1.55em -apple-system, BlinkMacSystemFont, "Roboto", Helvetica, sans-serif;
    /*background-color: hsl(223, 9%, 25%);*/
    -ms-text-size-adjust: 100%;
    -webkit-text-size-adjust: 100%;
    text-size-adjust: 100%;
  }
  body {
    margin: 0;
    /*background-color: hsl(223, 9%, 25%);*/
  }

  a {
    color: #004276;
  }

  figure {
    margin: 0;
  }

  h1 {
    font-family: Cochin, Georgia, serif;
  }

  /*
  html, body, div, span, applet, object, iframe,
  h1, h2, h3, h4, h5, h6, p, blockquote, pre,
  a, abbr, acronym, address, big, cite, code,
  del, dfn, em, img, ins, kbd, q, s, samp,
  small, strike, strong, sub, sup, tt, var,
  b, u, i, center,
  dl, dt, dd, ol, ul, li,
  fieldset, form, label, legend,
  table, caption, tbody, tfoot, thead, tr, th, td,
  article, aside, canvas, details, embed,
  figure, figcaption, footer, header, hgroup,
  menu, nav, output, ruby, section, summary,
  time, mark, audio, video {
      margin: 0;
      padding: 0;
      border: 0;
      font-size: 100%;
      font: inherit;
      vertical-align: baseline;
  }
  article, aside, details, figcaption, figure,
  footer, header, hgroup, menu, nav, section {
      display: block;
  }
  body {
      line-height: 1;
  }
  ol, ul {
      list-style: none;
  }
  blockquote, q {
      quotes: none;
  }
  blockquote:before, blockquote:after,
  q:before, q:after {
      content: '';
      content: none;
  }
  table {
      border-collapse: collapse;
      border-spacing: 0;
  }*/
  /*
    Column: 60px
    Gutter: 24px

    Body: 648px
      - 8 columns
      - 7 gutters
    Middle: 816px
    Page: 984px
      - 12 columns
      - 11 gutters
  */

  .l-body,
  .l-body-outset,
  .l-page,
  .l-page-outset,
  .l-middle,
  .l-middle-outset,
  dt-article > div,
  dt-article > p,
  dt-article > h1,
  dt-article > h2,
  dt-article > h3,
  dt-article > h4,
  dt-article > figure,
  dt-article > table,
  dt-article > ol,
  dt-article > ul,
  dt-article > dt-byline,
  dt-article > dt-math,
  dt-article > dt-code,
  dt-article section > div,
  dt-article section > p,
  dt-article section > h1,
  dt-article section > h2,
  dt-article section > h3,
  dt-article section > h4,
  dt-article section > figure,
  dt-article section > table,
  dt-article section > ol,
  dt-article section > ul,
  dt-article section > dt-byline,
  dt-article section > dt-code {
    width: auto;
    margin-left: 24px;
    margin-right: 24px;
    box-sizing: border-box;
  }

  @media(min-width: 768px) {
    .l-body,
    .l-body-outset,
    .l-page,
    .l-page-outset,
    .l-middle,
    .l-middle-outset,
    dt-article > div,
    dt-article > p,
    dt-article > h1,
    dt-article > h2,
    dt-article > h3,
    dt-article > h4,
    dt-article > figure,
    dt-article > table,
    dt-article > ol,
    dt-article > ul,
    dt-article > dt-byline,
    dt-article > dt-math,
    dt-article > dt-code,
    dt-article section > div,
    dt-article section > p,
    dt-article section > h1,
    dt-article section > h2,
    dt-article section > h3,
    dt-article section > h4,
    dt-article section > figure,
    dt-article section > table,
    dt-article section > ol,
    dt-article section > ul,
    dt-article section > dt-byline,
    dt-article section > dt-code {
      margin-left: 72px;
      margin-right: 72px;
    }
  }

  @media(min-width: 1080px) {
    .l-body,
    dt-article > div,
    dt-article > p,
    dt-article > h2,
    dt-article > h3,
    dt-article > h4,
    dt-article > figure,
    dt-article > table,
    dt-article > ol,
    dt-article > ul,
    dt-article > dt-byline,
    dt-article > dt-math,
    dt-article > dt-code,
    dt-article section > div,
    dt-article section > p,
    dt-article section > h2,
    dt-article section > h3,
    dt-article section > h4,
    dt-article section > figure,
    dt-article section > table,
    dt-article section > ol,
    dt-article section > ul,
    dt-article section > dt-byline,
    dt-article section > dt-code {
      margin-left: calc(50% - 984px / 2);
      width: 648px;
    }
    .l-body-outset,
    dt-article .l-body-outset {
      margin-left: calc(50% - 984px / 2 - 96px/2);
      width: calc(648px + 96px);
    }
    .l-middle,
    dt-article .l-middle {
      width: 816px;
      margin-left: calc(50% - 984px / 2);
      margin-right: auto;
    }
    .l-middle-outset,
    dt-article .l-middle-outset {
      width: calc(816px + 96px);
      margin-left: calc(50% - 984px / 2 - 48px);
      margin-right: auto;
    }
    dt-article > h1,
    dt-article section > h1,
    .l-page,
    dt-article .l-page,
    dt-article.centered .l-page {
      width: 984px;
      margin-left: auto;
      margin-right: auto;
    }
    .l-page-outset,
    dt-article .l-page-outset,
    dt-article.centered .l-page-outset {
      width: 1080px;
      margin-left: auto;
      margin-right: auto;
    }
    .l-screen,
    dt-article .l-screen,
    dt-article.centered .l-screen {
      margin-left: auto;
      margin-right: auto;
      width: auto;
    }
    .l-screen-inset,
    dt-article .l-screen-inset,
    dt-article.centered .l-screen-inset {
      margin-left: 24px;
      margin-right: 24px;
      width: auto;
    }
    .l-gutter,
    dt-article .l-gutter {
      clear: both;
      float: right;
      margin-top: 0;
      margin-left: 24px;
      margin-right: calc((100vw - 984px) / 2 + 168px);
      width: calc((984px - 648px) / 2 - 24px);
    }

    /* Side */
    .side.l-body,
    dt-article .side.l-body {
      clear: both;
      float: right;
      margin-top: 0;
      margin-left: 48px;
      margin-right: calc((100vw - 984px + 648px) / 2);
      width: calc(648px / 2 - 24px - 84px);
    }
    .side.l-body-outset,
    dt-article .side.l-body-outset {
      clear: both;
      float: right;
      margin-top: 0;
      margin-left: 48px;
      margin-right: calc((100vw - 984px + 648px - 48px) / 2);
      width: calc(648px / 2 - 48px + 24px);
    }
    .side.l-middle,
    dt-article .side.l-middle {
      clear: both;
      float: right;
      width: calc(456px - 84px);
      margin-left: 48px;
      margin-right: calc((100vw - 984px) / 2 + 168px);
    }
    .side.l-middle-outset,
    dt-article .side.l-middle-outset {
      clear: both;
      float: right;
      width: 456px;
      margin-left: 48px;
      margin-right: calc((100vw - 984px) / 2 + 168px);
    }
    .side.l-page,
    dt-article .side.l-page {
      clear: both;
      float: right;
      margin-left: 48px;
      width: calc(624px - 84px);
      margin-right: calc((100vw - 984px) / 2);
    }
    .side.l-page-outset,
    dt-article .side.l-page-outset {
      clear: both;
      float: right;
      width: 624px;
      margin-right: calc((100vw - 984px) / 2);
    }
  }

  /* Centered */

  @media(min-width: 1080px) {
    .centered .l-body,
    .centered.l-body,
    dt-article.centered > div,
    dt-article.centered > p,
    dt-article.centered > h2,
    dt-article.centered > h3,
    dt-article.centered > h4,
    dt-article.centered > figure,
    dt-article.centered > table,
    dt-article.centered > ol,
    dt-article.centered > ul,
    dt-article.centered > dt-byline,
    dt-article.centered > dt-code,
    dt-article.centered section > div,
    dt-article.centered section > p,
    dt-article.centered section > h2,
    dt-article.centered section > h3,
    dt-article.centered section > h4,
    dt-article.centered section > figure,
    dt-article.centered section > table,
    dt-article.cebtered section > ol,
    dt-article.centered section > ul,
    dt-article.centered section > dt-byline,
    dt-article.centered section > dt-code,
    dt-article section.centered > div,
    dt-article section.centered > p,
    dt-article section.centered > h2,
    dt-article section.centered > h3,
    dt-article section.centered > h4,
    dt-article section.centered > figure,
    dt-article section.centered > table,
    dt-article section.centered > ol,
    dt-article section.centered > ul,
    dt-article section.centered > dt-byline,
    dt-article section.centered > dt-code {
      margin-left: auto;
      margin-right: auto;
      width: 648px;
    }
    .centered .l-body-outset,
    .centered.l-body-outset,
    dt-article.centered .l-body-outset {
      margin-left: auto;
      margin-right: auto;
      width: calc(648px + 96px);
    }
    dt-article.centered > h1,
    dt-article.centered section > h1,
    dt-article section.centered > h1,
    .centered .l-middle,
    .centered.l-middle,
    dt-article.centered .l-middle {
      width: 816px;
      margin-left: auto;
      margin-right: auto;
    }

    .centered .l-middle-outset,
    .centered.l-middle-outset,
    dt-article.centered .l-middle-outset {
      width: calc(816px + 96px);
      margin-left: auto;
      margin-right: auto;
    }

    /* page and screen are already centered */

    /* Side */

    .centered .side.l-body,
    .centered dt-article .side.l-body {
      clear: both;
      float: right;
      margin-top: 0;
      margin-left: 48px;
      margin-right: calc((100vw - 648px) / 2);
      width: calc(4 * 60px + 3 * 24px);
    }
    .centered .side.l-body-outset,
    .centered dt-article .side.l-body-outset {
      clear: both;
      float: right;
      margin-top: 0;
      margin-left: 48px;
      margin-right: calc((100vw - 648px) / 2);
      width: calc(4 * 60px + 3 * 24px);
    }
    .centered .side.l-middle,
    .centered dt-article .side.l-middle {
      clear: both;
      float: right;
      width: 396px;
      margin-left: 48px;
      margin-right: calc((100vw - 984px) / 2 + 168px / 2);
    }
    .centered .side.l-middle-outset,
    .centered dt-article .side.l-middle-outset {
      clear: both;
      float: right;
      width: 456px;
      margin-left: 48px;
      margin-right: calc((100vw - 984px) / 2 + 168px);
    }
    .centered .side.l-page,
    .centered dt-article .side.l-page {
      clear: both;
      float: right;
      width: 480px;
      margin-right: calc((100vw - 984px) / 2);
    }
    .centered .side.l-page-outset,
    .centered dt-article .side.l-page-outset {
      clear: both;
      float: right;
      width: 480px;
      margin-right: calc((100vw - 984px) / 2);
    }
    .centered .l-gutter,
    .centered.l-gutter,
    dt-article.centered .l-gutter {
      clear: both;
      float: right;
      margin-top: 0;
      margin-left: 24px;
      margin-right: calc((100vw - 984px) / 2);
      width: calc((984px - 648px) / 2 - 24px);
    }

  }

  /* Rows and Columns */

  .row {
    display: flex;
  }
  .column {
    flex: 1;
    box-sizing: border-box;
    margin-right: 24px;
    margin-left: 24px;
  }
  .row > .column:first-of-type {
    margin-left: 0;
  }
  .row > .column:last-of-type {
    margin-right: 0;
  }
  dt-article {
    display: block;
    color: rgba(0, 0, 0, 0.8);
    font: 17px/1.55em -apple-system, BlinkMacSystemFont, "Roboto", sans-serif;
    padding-bottom: 72px;
    background: white;
  }

  @media(min-width: 1024px) {
    dt-article {
      font-size: 20px;
    }
  }

  /* H1 */

  dt-article h1 {
    margin-top: 18px;
    font-weight: 400;
    font-size: 40px;
    line-height: 1em;
    font-family: HoeflerText-Regular, Cochin, Georgia, serif;
  }
  @media(min-width: 768px) {
    dt-article h1 {
      font-size: 46px;
      margin-top: 48px;
      margin-bottom: 12px;
    }
  }

  @media(min-width: 1080px) {
    .centered h1 {
      text-align: center;
    }

    dt-article h1 {
      font-size: 50px;
      letter-spacing: -0.02em;
    }

    dt-article > h1:first-of-type,
    dt-article section > h1:first-of-type {
      margin-top: 80px;
    }
  }


  @media(min-width: 1200px) {
    dt-article h1 {
      font-size: 56px;
    }

    dt-article > h1:first-of-type {
      margin-top: 100px;
    }
  }

  /* H2 */

  dt-article h2 {
    font-family: HoeflerText-Regular, Cochin, Georgia, serif;
    font-weight: 400;
    font-size: 26px;
    line-height: 1.25em;
    margin-top: 36px;
    margin-bottom: 24px;
  }

  @media(min-width: 1024px) {
    dt-article h2 {
      margin-top: 48px;
      font-size: 30px;
    }
  }

  dt-article h1 + h2 {
    font-weight: 300;
    font-size: 20px;
    line-height: 1.4em;
    margin-top: 8px;
    font-style: normal;
  }


  @media(min-width: 1080px) {
    .centered h1 + h2 {
      text-align: center;
    }
    dt-article h1 + h2 {
      margin-top: 12px;
      font-size: 24px;
    }
  }

  /* H3 */

  dt-article h3 {
    font-family: HoeflerText-Regular, Georgia, serif;
    font-weight: 400;
    font-size: 20px;
    line-height: 1.4em;
    margin-top: 36px;
    margin-bottom: 18px;
    font-style: italic;
  }

  dt-article h1 + h3 {
    margin-top: 48px;
  }

  @media(min-width: 1024px) {
    dt-article h3 {
      font-size: 26px;
    }
  }

  /* H4 */

  dt-article h4 {
    font-weight: 600;
    text-transform: uppercase;
    font-size: 14px;
    line-height: 1.4em;
  }

  dt-article a {
    color: inherit;
  }

  dt-article p,
  dt-article ul,
  dt-article ol {
    margin-bottom: 24px;
    font-family: Georgia, serif;
  }

  dt-article p b,
  dt-article ul b,
  dt-article ol b {
    -webkit-font-smoothing: antialiased;
  }

  dt-article a {
    border-bottom: 1px solid rgba(0, 0, 0, 0.4);
    text-decoration: none;
  }

  dt-article a:hover {
    border-bottom: 1px solid rgba(0, 0, 0, 0.8);
  }

  dt-article .link {
    text-decoration: underline;
    cursor: pointer;
  }

  dt-article ul,
  dt-article ol {
    padding-left: 24px;
  }

  dt-article li {
    margin-bottom: 24px;
    margin-left: 0;
    padding-left: 0;
  }

  dt-article pre {
    font-size: 14px;
    margin-bottom: 20px;
  }


  dt-article hr {
    border: none;
    border-bottom: 1px solid rgba(0, 0, 0, 0.2);
    margin-top: 60px;
    margin-bottom: 60px;
  }

  dt-article section {
    margin-top: 60px;
    margin-bottom: 60px;
  }

  /* Tables */

  dt-article table {
    border-collapse: collapse;
  }

  dt-article table th {
    border-bottom: 1px solid rgba(0, 0, 0, 0.1);
  }

  dt-article table td {
    border-bottom: 1px solid rgba(0, 0, 0, 0.05);
  }

  dt-article table th,
  dt-article table td {
    font-size: 15px;
    padding: 2px 0;
  }

  /* Figure */

  dt-article figure {
    position: relative;
    margin-top: 30px;
    margin-bottom: 30px;
  }

  @media(min-width: 1024px) {
    dt-article figure {
      margin-top: 48px;
      margin-bottom: 48px;
    }
  }

  dt-article figure img {
    width: 100%;
  }

  dt-article figure svg text,
  dt-article figure svg tspan {
  }

  dt-article figure figcaption {
    color: rgba(0, 0, 0, 0.6);
    font-size: 12px;
    line-height: 1.5em;
  }
  @media(min-width: 1024px) {
    dt-article figure figcaption {
      font-size: 13px;
    }
  }

  dt-article figure.external img {
    background: white;
    border: 1px solid rgba(0, 0, 0, 0.1);
    box-shadow: 0 1px 8px rgba(0, 0, 0, 0.1);
    padding: 18px;
    box-sizing: border-box;
  }

  dt-article figure figcaption a {
    color: rgba(0, 0, 0, 0.6);
  }

  dt-article span.equation-mimic {
    font-family: georgia;
    font-size: 115%;
    font-style: italic;
  }

  dt-article figure figcaption b {
    font-weight: 600;
    color: rgba(0, 0, 0, 1.0);
  }

  dt-article > dt-code,
  dt-article section > dt-code  {
    display: block;
  }

  dt-article .citation {
    color: #668;
    cursor: pointer;
  }

  dt-include {
    width: auto;
    display: block;
  }
  /**
   * prism.js default theme for JavaScript, CSS and HTML
   * Based on dabblet (http://dabblet.com)
   * @author Lea Verou
   */

  code {
    white-space: nowrap;
    background: rgba(0, 0, 0, 0.04);
    border-radius: 2px;
    padding: 4px 7px;
    font-size: 15px;
    color: rgba(0, 0, 0, 0.6);
  }

  pre code {
    display: block;
    background: white;
    border-left: 3px solid rgba(0, 0, 0, 0.05);
    padding: 0 0 0 24px;
  }


  code[class*="language-"],
  pre[class*="language-"] {
    text-shadow: 0 1px white;
    font-family: Consolas, Monaco, 'Andale Mono', 'Ubuntu Mono', monospace;
    text-align: left;
    white-space: pre;
    word-spacing: normal;
    word-break: normal;
    word-wrap: normal;
    line-height: 1.5;

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          <div class="post-preview">
              <div class="metadata">
                  <div class="publishedDate">June 22, 2025</div>
              </div>
              <a href="crowd_code.html">
                  <div class="thumbnail"><img src="crowd_code_preview.gif" style="border-radius: 8px;"></div>
                  <div class="description">
                      <h2 class="title">crowd-code: Crowd-Sourcing A Dataset To Make Agents Code Like Humans</h2>
                      <p class="authors">Alfred&nbsp;Nguyen, Mihir&nbsp;Mahajan, Franz&nbsp;Srambical</p>
                      <p class="abstract">We introduce crowd-code, a VS Code/Cursor extension that allows anyone to participate in crowd-sourcing a software engineering dataset to eventually finetune models on. Install once, and forget about it.</p>
                  </div>
              </a>
          </div>
          <div class="post-preview">
              <div class="metadata">
                  <div class="publishedDate">April 29, 2025</div>
              </div>
              <a href="ppo_off_policy.html">
                  <div class="description">
                      <h2 class="title">PPO Is An Off-Policy Algorithm</h2>
                      <p class="authors">Franz&nbsp;Srambical, Mihir&nbsp;Mahajan</p>
                      <p class="abstract">PPO is commonly referred to as an on-policy algorithm. We argue that this is confusing, and show that truly on-policy PPO reduces to vanilla policy gradient REINFORCE with baseline.</p>
                  </div>
              </a>
          </div>
          <div class="post-preview">
              <div class="metadata">
                  <div class="publishedDate">March 26, 2025</div>
              </div>
              <a href="jax_assert.html">
                  <div class="description">
                      <h2 class="title">Performance-degradation Free Value Assertions in JAX</h2>
                      <p class="authors">Mihir&nbsp;Mahajan, Franz&nbsp;Srambical</p>
                      <p class="abstract">Traditional value assertions in jitted JAX lead to performance degredation. A new (not yet public) JAX API fixes this.</p>
                  </div>
              </a>
          </div>
          <div class="post-preview">
              <div class="metadata">
                  <div class="publishedDate">February 12, 2025</div>
              </div>
              <a href="ppo.html">
                  <div class="description">
                      <h2 class="title">PPO Is Secretly Using Monte Carlo Advantage Estimation In LLM Post-Training</h2>
                      <p class="authors">Franz&nbsp;Srambical</p>
                      <p class="abstract">When using PPO in LLM post-training, hyperparameter settings turn Generalized Advantage Estimation into Monte Carlo Advantage Estimation.</p>
                  </div>
              </a>
          </div>
          <div class="post-preview">
              <div class="metadata">
                  <div class="publishedDate">September 26, 2024</div>
              </div>
              <a href="thesis.html">
                  <div class="description">
                      <h2 class="title">NNs Do Not Generalize OOD</h2>
                      <p class="authors">Franz&nbsp;Srambical, Mihir&nbsp;Mahajan</p>
                      <p class="abstract">Neural networks are mean-seeking. They work well when you run inference on data points that lie around the mean of their training data. They embarrassingly fail otherwise.</p>
                  </div>
              </a>
          </div>
          <div class="post-preview">
              <div class="metadata">
                  <div class="publishedDate">June 8, 2024</div>
              </div>
              <a href="causal_mask.html">
                  <div class="thumbnail"><img src="t5_masking.png"></div>
                  <div class="description">
                      <h2 class="title">Going Beyond the Causal Mask in Language Modeling</h2>
                      <p class="authors">Franz&nbsp;Srambical</p>
                      <p class="abstract">Although ubiquitously used in large-scale language modeling, the necessity of the causal mask is seldom questioned in the literature. Why do we really need the causal mask?</p>
                  </div>
              </a>
          </div>
          <div class="post-preview">
              <div class="metadata">
                  <div class="publishedDate">December 7, 2023</div>
              </div>
              <a href="act.html">
                  <div class="description">
                      <h2 class="title">ACT: Adaptive Compute Transformer</h2>
                      <p class="authors">Mihir&nbsp;Mahajan, Franz&nbsp;Srambical</p>
                      <p class="abstract">Large language models exhibit remarkable reasoning capabilities with scale. However, a fundamental flaw of current-generation transformer-based language models is their uniform allocation of compute per token.</p>
                  </div>
              </a>
          </div>
      </div>
    </d-article>
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