812812 < a href ="#cite "> Cite</ a >
813813 </ div >
814814 < div class ="rail-right ">
815- < span style ="color:var(--ink-faint) "> TMLR · 2025 </ span >
815+ < span style ="color:var(--ink-faint) "> TMLR · 2026 </ span >
816816 < button class ="theme-toggle " id ="themeBtn " onclick ="toggleTheme() " aria-label ="Toggle theme "> </ button >
817817 </ div >
818818</ nav >
821821< header class ="hero ">
822822 < div class ="wrap ">
823823 < div class ="folio ">
824- < span > Published · TMLR 2025 </ span >
824+ < span > Published · TMLR 2026 </ span >
825825 < span > Arizona State University</ span >
826826 < span > arXiv:2505.13775</ span >
827827 </ div >
@@ -847,14 +847,18 @@ <h1>Beyond Semantics: the <em>unreasonable</em> effectiveness of reasonless inte
847847 </ div >
848848
849849 < div class ="hero-links ">
850- < a class ="btn btn-accent " href ="https://arxiv.org/abs/2505.13775 " target ="_blank " rel ="noopener ">
850+ < a class ="btn btn-accent " href ="https://openreview.net/forum?id=gDE7YcRC3F " target ="_blank " rel ="noopener ">
851851 < 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 >
852- arXiv Paper
852+ TMLR Page
853853 </ a >
854- < a class ="btn " href ="https://arxiv.org /pdf/2505.13775 " target ="_blank " rel ="noopener ">
854+ < a class ="btn " href ="https://openreview.net /pdf?id=gDE7YcRC3F " target ="_blank " rel ="noopener ">
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856856 PDF
857857 </ a >
858+ < a class ="btn " href ="https://github.com/karthikv792/beyond-semantics " target ="_blank " rel ="noopener ">
859+ < 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 >
860+ View Code
861+ </ a >
858862 < a class ="btn " href ="https://yochan-lab.github.io/ " target ="_blank " rel ="noopener ">
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860864 Yochan Lab
@@ -1420,24 +1424,24 @@ <h2 class="sec-title">Cite this <em>work</em>.</h2>
14201424
14211425 < div class ="cite-wrap reveal ">
14221426 < div class ="cite-head ">
1423- < span class ="cite-label "> BIBTEX · TMLR 2025 </ span >
1427+ < span class ="cite-label "> BIBTEX · TMLR 2026 </ span >
14241428 < button class ="copy " id ="copyBtn " onclick ="copyBib() "> Copy</ button >
14251429 </ div >
1426- < pre class ="bib " id ="bib "> @article{valmeekam2025beyond ,
1430+ < pre class ="bib " id ="bib "> @article{valmeekam2026beyond ,
14271431 < span class ="k "> title</ span > = {< span class ="v "> Beyond Semantics: The Unreasonable Effectiveness of
14281432 Reasonless Intermediate Tokens</ span > },
14291433 < span class ="k "> author</ span > = {< span class ="v "> Valmeekam, Karthik and Palod, Vardhan and Stechly, Kaya
14301434 and Gundawar, Atharva and Kambhampati, Subbarao</ span > },
14311435 < span class ="k "> journal</ span > = {< span class ="v "> Transactions on Machine Learning Research (TMLR)</ span > },
1432- < span class ="k "> year</ span > = {< span class ="v "> 2025 </ span > },
1433- < span class ="k "> url</ span > = {< span class ="v "> https://arxiv.org/abs/2505.13775 </ span > }
1436+ < span class ="k "> year</ span > = {< span class ="v "> 2026 </ span > },
1437+ < span class ="k "> url</ span > = {< span class ="v "> https://openreview.net/forum?id=gDE7YcRC3F </ span > }
14341438}</ pre >
14351439 </ div >
14361440
14371441 < div style ="margin-top: 28px; display: flex; gap: 10px; flex-wrap: wrap; " class ="reveal ">
1438- < a class ="btn btn-accent " href ="https://arxiv.org/abs/2505.13775 " target ="_blank " rel ="noopener "> Read on arXiv </ a >
1439- < a class ="btn " href ="https://arxiv.org /pdf/2505.13775 " target ="_blank " rel ="noopener "> Download PDF</ a >
1440- < a class ="btn " href ="# " target ="_blank " rel ="noopener " id ="codeBtn ">
1442+ < a class ="btn btn-accent " href ="https://openreview.net/forum?id=gDE7YcRC3F " target ="_blank " rel ="noopener "> Read on TMLR </ a >
1443+ < a class ="btn " href ="https://openreview.net /pdf?id=gDE7YcRC3F " target ="_blank " rel ="noopener "> Download PDF</ a >
1444+ < a class ="btn " href ="https://github.com/karthikv792/beyond-semantics " target ="_blank " rel ="noopener " id ="codeBtn ">
14411445 < 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 >
14421446 View Code
14431447 </ a >
@@ -1455,7 +1459,7 @@ <h2 class="sec-title">Cite this <em>work</em>.</h2>
14551459< footer >
14561460 < div class ="wrap ">
14571461 < span > Yochan Lab · School of Computing & AI · Arizona State University</ span >
1458- < span > TMLR 2025 · set in Fraunces & IBM Plex</ span >
1462+ < span > TMLR 2026 · set in Fraunces & IBM Plex</ span >
14591463 </ div >
14601464</ footer >
14611465
@@ -1618,12 +1622,12 @@ <h2 class="sec-title">Cite this <em>work</em>.</h2>
16181622
16191623/* ─── Copy BibTeX ─── */
16201624function copyBib ( ) {
1621- const raw = `@article{valmeekam2025beyond ,
1625+ const raw = `@article{valmeekam2026beyond ,
16221626 title = {Beyond Semantics: The Unreasonable Effectiveness of Reasonless Intermediate Tokens},
16231627 author = {Valmeekam, Karthik and Palod, Vardhan and Stechly, Kaya and Gundawar, Atharva and Kambhampati, Subbarao},
16241628 journal = {Transactions on Machine Learning Research (TMLR)},
1625- year = {2025 },
1626- url = {https://arxiv.org/abs/2505.13775 }
1629+ year = {2026 },
1630+ url = {https://openreview.net/forum?id=gDE7YcRC3F }
16271631}` ;
16281632 navigator . clipboard . writeText ( raw ) . then ( ( ) => {
16291633 const btn = document . getElementById ( 'copyBtn' ) ;
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