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DEPT: Decoupling Embeddings from Transformers — ICLR Poster

An ICLR conference poster detailing DEPT, a method that decouples embeddings from transformer bodies. It features method diagrams for GLOB, TRIM, and SPEC variants, alongside tables and charts demonstrating reduced memory costs and improved generalization on The Pile and downstream tasks.

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Paper title: DEPT: Decoupled Embeddings for Pre-training Language Models Abstract: An ICLR conference poster detailing DEPT, a method that decouples embeddings from transformer bodies. It features method diagrams for GLOB, TRIM, and SPEC variants, alongside tables and charts demonstrating reduced memory costs and improved generalization on The Pile and downstream tasks. Paper body (method & results): <!DOCTYPE html> <html lang="en"> <head> <meta content="text/html; charset=utf-8" http-equiv="content-type"/> <title>4 Performance metrics across the subsets of the pile when starting from a randomly-initialized embedding matrix for our 24-block model. DEPT models outperform the baselines.</title>  <meta content="width=device-width, initial-scale=1, shrink-to-fit=no" name="viewport"/> <link href="/static/browse/0.3.4/css/arxiv-html-papers-20250916.css" rel="stylesheet" type="text/css"/> <script src="https://cdn.jsdelivr.net/npm/bootstrap@5.3.0/dist/js/bootstrap.bundle.min.js"></script> <script src="https://cdnjs.cloudflare.com/ajax/libs/html2canvas/1.3.3/html2canvas.min.js"></script> <script src="/static/browse/0.3.4/js/addons_new.js"></script> <script src="/static/browse/0.3.4/js/feedbackOverlay.js"></script> <base href="/html/2410.05021v1/"/></head> <body> <nav class="ltx_page_navbar"> </nav> <div class="ltx_page_main"> <div class="ltx_page_content"> <article class="ltx_document ltx_authors_1line"> <div class="ltx_para" id="p1"> Name StackExchange Ubuntu IRC PubMed Central PhilPapers DM Mathematics Arxiv Gutenberg (PG-19) HackerNews \csvreader[ head to column names, late after line= ]tables/the_pile_350M-r2.csv\csvcoli <math alttext="\csvcolii" class="ltx_Math" display="inline" id="p1.m1" intent=":literal" style="--ltx-bg-color:#E6E6E6;"><semantics><merror class="ltx_ERROR undefined undefined"><mtext>\csvcolii</mtext></merror><annotation encoding="application/x-tex">\csvcolii</annotation></semantics></math> <math alttext="\csvcoliii" class="ltx_Math" display="inline" id="p1.m2" intent=":literal" style="--ltx-bg-color:#E6E6E6;"><semantics><merror class="ltx_ERROR undefined undefined"><mtext>\csvcoliii</mtext></merror><annotation encoding="application/x-tex">\csvcoliii</annotation></semantics></math> <math alttext="\csvcoliv" class="ltx_Math" display="inline" id="p1.m3" intent=":literal" style="--ltx-bg-color:#E6E6E6;"><semantics><merror class="ltx_ERROR undefined undefined"><mtext>\csvcoliv</mtext></merror><annotation encoding="application/x-tex">\csvcoliv</annotation></semantics></math> <math alttext="\csvcolv" class="ltx_Math" display="inline" id="p1.m4" intent=":literal" style="--ltx-bg-color:#E6E6E6;"><semantics><merror class="ltx_ERROR undefined undefined"><mtext>\csvcolv</mtext></merror><annotation encoding="application/x-tex">\csvcolv</annotation></semantics></math> <math alttext="\csvcolvi" class="ltx_Math" display="inline" id="p1.m5" intent=":literal" style="--ltx-bg-color:#E6E6E6;"><semantics><merror class="ltx_ERROR undefined undefined"><mtext>\csvcolvi</mtext></merror><annotation encoding="application/x-tex">\csvcolvi</annotation></semantics></math> <math alttext="\csvcolvii" class="ltx_Math" display="inline" id="p1.m6" intent=":literal" style="--ltx-bg-color:#E6E6E6;"><semantics><merror class="ltx_ERROR undefined undefined"><mtext>\csvcolvii</mtext></merror><annotation encoding="application/x-tex">\csvcolvii</annotation></semantics></math> <math alttext="\csvcolviii" class="ltx_Math" display="inline" id="p1.m7" intent=":literal" style="--ltx-bg-color:#E6E6E6;"><semantics><merror class="ltx_ERROR undefined undefined"><mtext>\csvcolviii</mtext></merror><annotation encoding="application/x-tex">\csvcolviii</annotation></semantics></math> <math alttext="\csvcolix" class="ltx_Math" display="inline" id="p1.m8" intent=":literal" style="--ltx-bg-color:#E6E6E6;"><semantics><merror class="ltx_ERROR undefined undefined"><mtext>\csvcolix</mtext></merror><annotation encoding="application/x-tex">\csvcolix</annotation></semantics></math> Table 4: Performance metrics across the subsets of the pile when starting from a randomly-initialized embedding matrix for our <math alttext="24" class="ltx_Math" display="inline" id="p1.m10" intent=":literal"><semantics><mn>24</mn><annotation encoding="application/x-tex">24</annotation></semantics></math>-block model. DEPT models outperform the baselines. </div> </article> </div> <footer class="ltx_page_footer"> <div class="ltx_page_logo">Generated on Wed Oct 22 10:53:33 2025 by <a class="ltx_LaTeXML_logo" href="http://dlmf.nist.gov/LaTeXML/">LaTeXML<img alt="Mascot Sammy" src="data:image/png;base64,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"/></a> </div></footer> </div> </body> </html>

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Above I've shared:
(1) the full paper text,
(2) all paper figures labeled by figure number,
(3) the caption for the central poster figure I'm building.

TASK: This is a CONFERENCE POSTER. **NOT** an academic-paper figure.
Style requirements:

  - Multi-section layout with a clear poster structure: large title banner
    at the top with the paper title + author/affiliation strip, then 3-6
    distinct content panels arranged in columns or a grid.
  - Large legible fonts (text must be readable at 2 m viewing distance) —
    headings ≥ 60 pt visual size in the final image.
  - Use colour blocks / panel backgrounds to delineate sections (this is
    what makes it a poster, not a single-figure diagram).
  - Aspect ratio: portrait or landscape rectangle, NOT square.

If your output looks like a standard academic-paper figure (single panel,
no title banner, dense small text, no colour blocks), you've failed the
task. Render the COMPLETE poster, not just the central figure.

Just give me the final poster image.

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DEPT: Decoupling Embeddings from Transformers — ICLR Poster

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