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beyond-sem: switch links to TMLR OpenReview, add code button, bump to 2026
Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>
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paper_webpages/beyond-sem/index.html

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<a href="#cite">Cite</a>
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</div>
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<div class="rail-right">
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<span style="color:var(--ink-faint)">TMLR · 2025</span>
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<span style="color:var(--ink-faint)">TMLR · 2026</span>
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<button class="theme-toggle" id="themeBtn" onclick="toggleTheme()" aria-label="Toggle theme"></button>
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</div>
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</nav>
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<header class="hero">
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<div class="wrap">
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<div class="folio">
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<span>Published · TMLR 2025</span>
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<span>Published · TMLR 2026</span>
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<span>Arizona State University</span>
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<span>arXiv:2505.13775</span>
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</div>
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</div>
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<div class="hero-links">
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<a class="btn btn-accent" href="https://arxiv.org/abs/2505.13775" target="_blank" rel="noopener">
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<a class="btn btn-accent" href="https://openreview.net/forum?id=gDE7YcRC3F" target="_blank" rel="noopener">
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<svg width="14" height="14" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2.2"><path d="M14 2H6a2 2 0 0 0-2 2v16a2 2 0 0 0 2 2h12a2 2 0 0 0 2-2V8z"/><polyline points="14 2 14 8 20 8"/></svg>
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arXiv Paper
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TMLR Page
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</a>
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<a class="btn" href="https://arxiv.org/pdf/2505.13775" target="_blank" rel="noopener">
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<a class="btn" href="https://openreview.net/pdf?id=gDE7YcRC3F" target="_blank" rel="noopener">
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<svg width="14" height="14" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2.2"><path d="M21 15v4a2 2 0 0 1-2 2H5a2 2 0 0 1-2-2v-4"/><polyline points="7 10 12 15 17 10"/><line x1="12" y1="15" x2="12" y2="3"/></svg>
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PDF
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</a>
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<a class="btn" href="https://github.com/karthikv792/beyond-semantics" target="_blank" rel="noopener">
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<svg width="14" height="14" viewBox="0 0 24 24" fill="currentColor"><path d="M12 0C5.37 0 0 5.37 0 12c0 5.31 3.43 9.8 8.2 11.39.6.1.82-.26.82-.57v-2.23c-3.02.55-3.8-.74-4.04-1.41-.13-.35-.72-1.41-1.23-1.7-.42-.22-1.02-.78-.01-.79.94-.02 1.62.87 1.84 1.23 1.08 1.82 2.8 1.3 3.5.99.1-.78.42-1.3.76-1.6-2.67-.3-5.46-1.33-5.46-5.93 0-1.3.47-2.38 1.23-3.22-.12-.3-.54-1.52.12-3.18 0 0 1-.31 3.3 1.23.96-.27 1.98-.4 3-.41s2.04.14 3 .41c2.3-1.55 3.3-1.23 3.3-1.23.66 1.66.24 2.88.12 3.18.76.84 1.23 1.91 1.23 3.22 0 4.61-2.8 5.63-5.48 5.92.43.37.81 1.1.81 2.22 0 1.6-.01 2.9-.01 3.3 0 .32.21.69.82.57A12.02 12.02 0 0 0 24 12c0-6.63-5.37-12-12-12z"/></svg>
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View Code
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</a>
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<a class="btn" href="https://yochan-lab.github.io/" target="_blank" rel="noopener">
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<svg width="14" height="14" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2.2"><circle cx="12" cy="12" r="10"/><path d="M2 12h20M12 2a15 15 0 0 1 0 20M12 2a15 15 0 0 0 0 20"/></svg>
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Yochan Lab
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<div class="cite-wrap reveal">
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<div class="cite-head">
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<span class="cite-label">BIBTEX · TMLR 2025</span>
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<span class="cite-label">BIBTEX · TMLR 2026</span>
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<button class="copy" id="copyBtn" onclick="copyBib()">Copy</button>
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</div>
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<pre class="bib" id="bib">@article{valmeekam2025beyond,
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<pre class="bib" id="bib">@article{valmeekam2026beyond,
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<span class="k">title</span> = {<span class="v">Beyond Semantics: The Unreasonable Effectiveness of
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Reasonless Intermediate Tokens</span>},
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<span class="k">author</span> = {<span class="v">Valmeekam, Karthik and Palod, Vardhan and Stechly, Kaya
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and Gundawar, Atharva and Kambhampati, Subbarao</span>},
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<span class="k">journal</span> = {<span class="v">Transactions on Machine Learning Research (TMLR)</span>},
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<span class="k">year</span> = {<span class="v">2025</span>},
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<span class="k">url</span> = {<span class="v">https://arxiv.org/abs/2505.13775</span>}
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<span class="k">year</span> = {<span class="v">2026</span>},
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<span class="k">url</span> = {<span class="v">https://openreview.net/forum?id=gDE7YcRC3F</span>}
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}</pre>
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</div>
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<div style="margin-top: 28px; display: flex; gap: 10px; flex-wrap: wrap;" class="reveal">
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<a class="btn btn-accent" href="https://arxiv.org/abs/2505.13775" target="_blank" rel="noopener">Read on arXiv</a>
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<a class="btn" href="https://arxiv.org/pdf/2505.13775" target="_blank" rel="noopener">Download PDF</a>
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<a class="btn" href="#" target="_blank" rel="noopener" id="codeBtn">
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<a class="btn btn-accent" href="https://openreview.net/forum?id=gDE7YcRC3F" target="_blank" rel="noopener">Read on TMLR</a>
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<a class="btn" href="https://openreview.net/pdf?id=gDE7YcRC3F" target="_blank" rel="noopener">Download PDF</a>
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<a class="btn" href="https://github.com/karthikv792/beyond-semantics" target="_blank" rel="noopener" id="codeBtn">
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<svg width="14" height="14" viewBox="0 0 24 24" fill="currentColor"><path d="M12 0C5.37 0 0 5.37 0 12c0 5.31 3.43 9.8 8.2 11.39.6.1.82-.26.82-.57v-2.23c-3.02.55-3.8-.74-4.04-1.41-.13-.35-.72-1.41-1.23-1.7-.42-.22-1.02-.78-.01-.79.94-.02 1.62.87 1.84 1.23 1.08 1.82 2.8 1.3 3.5.99.1-.78.42-1.3.76-1.6-2.67-.3-5.46-1.33-5.46-5.93 0-1.3.47-2.38 1.23-3.22-.12-.3-.54-1.52.12-3.18 0 0 1-.31 3.3 1.23.96-.27 1.98-.4 3-.41s2.04.14 3 .41c2.3-1.55 3.3-1.23 3.3-1.23.66 1.66.24 2.88.12 3.18.76.84 1.23 1.91 1.23 3.22 0 4.61-2.8 5.63-5.48 5.92.43.37.81 1.1.81 2.22 0 1.6-.01 2.9-.01 3.3 0 .32.21.69.82.57A12.02 12.02 0 0 0 24 12c0-6.63-5.37-12-12-12z"/></svg>
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</a>
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<footer>
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<div class="wrap">
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<span>Yochan Lab · School of Computing &amp; AI · Arizona State University</span>
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<span>TMLR 2025 · set in Fraunces &amp; IBM Plex</span>
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<span>TMLR 2026 · set in Fraunces &amp; IBM Plex</span>
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</div>
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</footer>
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/* ─── Copy BibTeX ─── */
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function copyBib(){
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const raw = `@article{valmeekam2025beyond,
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const raw = `@article{valmeekam2026beyond,
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title = {Beyond Semantics: The Unreasonable Effectiveness of Reasonless Intermediate Tokens},
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author = {Valmeekam, Karthik and Palod, Vardhan and Stechly, Kaya and Gundawar, Atharva and Kambhampati, Subbarao},
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journal = {Transactions on Machine Learning Research (TMLR)},
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year = {2025},
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url = {https://arxiv.org/abs/2505.13775}
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year = {2026},
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url = {https://openreview.net/forum?id=gDE7YcRC3F}
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}`;
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navigator.clipboard.writeText(raw).then(() => {
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const btn = document.getElementById('copyBtn');

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