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<h1>Reproducing SPEED-Bench: A Unified &amp; Diverse Benchmark for Speculative Decoding</h1>
<p class="sub">ICML 2026 · arXiv:2604.09557 · OpenReview Rl2uQlCoQX · independent CPU-scale reproduction (distilgpt2 82M &rarr; gpt2 124M, real nvidia/SPEED-Bench) · agent: CLAUDE · cost $0</p>
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<div class="col"><h2>Claim 1 &mdash; synthetic overestimates throughput <span class="chip inc" style="background:#888">INCONCLUSIVE (toy)</span></h2>
<p>Greedy lossless SD acceptance length (AL &rarr; throughput): <span class="v">real 1.90</span> vs <span class="v">synthetic 1.84</span> (-2.1%, within seed spread 1.54&ndash;2.05). Direction does <b>not</b> reproduce with small models + uniform-random synthetic tokens; needs production scale.</p>
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"></div>
<div class="col"><h2>Claim 2a &mdash; low-diversity bias <span class="chip full" style="background:var(--good)">FULL</span></h2>
<p>SPEED-Bench Algorithm 1 (greedy diverse selection) lowers intra-set similarity <span class="big full">0.492&rarr;0.382</span> vs random, in <span class="v">11/11 categories</span> (deterministic, real MiniLM embeddings). Confirms the redundancy/bias premise.</p>
<img 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57oGKe2KftY24n2U95+U+uY5vWyZcuSfcbPuq8yQVpfH3vsMXcMDc7413Z6rPsm3Tmi47Oyf5Utr32lpqd1ONrbR6R9QzgZ/X7333+/295Kly7t1nVlXmufoPmtY7iOo6HUXh3ztfzU/vTeZQRkuVhHtgGk7o033nBXMnX1NiMiZSD9/vvvEbNO7r77bvcZZfulZ1xeNo6ySlavXp3sPWUneFdjlamjzKpgd955Z7qu/qfH3LlzXUaGsiGUERIqI9955cqVSe1XNlV6KPOtZMmS7jPKrgymq80dOnRIGmd6Mpb1mZNPPtm9/ssvv6SY3g033ODee/bZZ5N9Rlfc9boyp5VpFeyPP/5wy0tXwTVfwi1PXT0PNz1d2df7Xbt2jZjRcfjw4VS/k3jz4ZNPPglE4l3Z/+qrr1K817p1a/deuCv84fhp97HMv0jLMCPjU0ZjxYoV3ec03oMHD4Ztd/D40jNfw7VR2RfKstDr99xzT4rPqN1ehmLwduStL8WKFQssW7Ys2We0P/CyQELnU2oyq30HDhwIFC5c2K3LwRmpV1xxhcu+U+abPjN9+vRkWaZ67cEHH4zL7cnvfDuWZZSedSmt75fRfW88bMvp+f6Z0casPr76zVjOyPJLz3oRL8cGad++vfvMO++8E/b9PXv2uH2LhnnllVeSvad1qkuXLhGP62nNiw8//DApyy10+xRvP9W2bdtM+dyrr77qXlcG/4YNG1LczeHtD0KzAqdNm+Zer1u3boppaR3ReyeccELY41RaGZYjR44MNG3aNCn7T9m0ynweMWJExHUvPbysRD2uuuqqiG376aefwr6+du1ad0eH7jbbvn172PEqgz50H3377be799q0aZMp8/61115L2ofrvDSYssnLlSuXYjsMbuMtt9ySbN+n9tauXTvp/dD1/t9//3XZ6XpvyZIlgczIWPY7r/zKiixhrftaRmmtk7HKWPaOCTrvCTeO/fv3p9hX+F33vd9F1apVi9iOjO6bXnrpJfd6hQoV3B2jofsYL9s9s7ePSPuGSOt0Rr9fpUqV3Ova1kPpHFXZ2uHozjrvrjMgXuXO+lA2AD909VaU2ZKZVA9Q9e90VVv1qpQJqywgXQ3WlVNRbSs/7r77bnf1NZiu6HrUoV5oLUbv/dAr6H6pfqWu0iurSvVRdXU3M76zMkqUyaFHerOVv/vuO1c7UVe9vXqDHtW9fPnll31lH+oz3bt3d/8PzZjRVXplpQUPI6rdpavwFSpUcJ2DhGZ0KbNMWZ266u7VSwsVmi3m8eqzaZrhKPMhs3ou1vIJzoTyqI64agEqAzC4Z+7U+Gl3Zsy/YBkdn7IelLmhdU/zIF++fGHbHTq+jFANTdV703xSPe9QykxRBolqzik7OJTW9dD64dofeDUEVYcuq9unTBJNXxlYmpeiLFGNS5mJXk1LL4NZtH8Q3WWQ3banaC6jSN8vGsebWG7L0WhjvB9fj2X5pbZexMuxQZSBLcqijHRc175FWXChd2xonerfv3+ax/VI80LZod4+LFwfDNrfKRtQ9VJ1jnOsn/Pu7NIdHqE1dJVdF6mGsjpa1HRUF1i1/oN5d3YpIzXccSoSrUvKfFRmou4s0PR1t5fqACvzT69rWR4rLSNlm0dq23nnnWcbNmxwdUx1V5kyebW8NA+V4atMUN2FEErj03hDt2W1O9w+NaPzXvWYvYxH3TUQmk2uDNLg4YLpODhgwIBk+z61V3cyePuiG2+8McX+y6shfKz7j4zOq3ijmrxa93VukBnrZDTo7hvRnV3h6jfrrpbQfUVG1/3UZHTf5GWEa/sI7VNGx6FIGcvHsn2ktW/IzO+X2nmB5rXuJAvHOy55xykgHlEKA4hzXvF//aDJTLotSD86UzthVBkIP8L9YNKPUf3Y3blzZ9j3vRNrL4Ce0aCyOpnQ7es6edYtUJn1ndV2vz0Ce7cy6fazcD80TznlFNdZhNeZU3roOz3//PPupFE/urwTIN3OqDbrVmsFTjzeLe0aTrexiQIn3rMe3m2mkdqh2ybD0a2UOpHS7aq6VVKdgejEVI/MPtnu0qWL66hJJ5tavvoBKrq9Wye7Chykd5p+2p0Z8y8zxqfb3kTrd/BthtGgWwhFAddw09K2rPd0K6XWcc2/YJFuz9NtjMe6jR9L+3T741dffeWCYvq/bk1U5zT6cajb5HXLowLLCph5QWf9+Ar+UZZdtqdoLqNI3y8j+16vU7dQXgemsdyW0yuzl2usjq/Her6Q2noRL8cG0T4htYv43ndXZ1bhLghoG9LFZC/Q7mdeeOuogteaTvD66T1rn7Rt2zYXONf5w7F8zjtHCe58LFijRo1cOa9wARidD+kihwLJXlBft3+rlIHeDw1QpkUXc1QeRIEWlRNRB8wKsGQ2LR+ViInkySefdBdngoNA6VnHFcRS+aVw0wu37WV03nvHv0id3HmdWnvrQXAQWRdDwq3X3jYT6cJPZu0/Mjqv4o3Ot+O5DEbwOaPKmqRXRtf91GR03+TtZ1WWIxy9PnDgwEzdPtLaN2Tm91M5JJUT0fdQCSntB3RcCO0kOpR3LNOxHohXBJaBOKcTQlE9VWXBRsqm8UN1GvUjVz3fKhip/+ugpwOXTu71uoKXqtvqR6TAl3cAD/e+9553MPZLB3QFizR/lDGk+pJZ+Z3D0Y8kidRbvXdC7yeIoR7mVT959uzZrp6s6qYFZzCHBtO9k0D1Av7mm2+mOu5IJ/Pej45wwQzVxVP2n7KlvZq3CqIrWPf444+nqwZpemhaymZRNoFqauqHp5aRVwvVTy1HP+3OjPkXLKPj8/6f3mz5zFhvIy33tH5oprX9Z3QbP9b2eZnHCh7r4oyXkaz9hgJE+sGhYLQu3unHiU7c9ZrWl+y2PUVzGUX6fhnZ92oZeZlXwRRIVGA5lttyemX2co3F8TUzjp2pba/xcmwQr+5mpACKt/8JzaILpmN+aoHlSPPCm+ZHH32UZjuD19GMfi6tc5TUlpnmubIJP/jgA1dzWoFCTV93k+gCt3fOml7KMNRdZqrjq+DW66+/bh06dHD1lLUfjpTx71dq30kXf5R5qO1FF4QU6NFyVqav6I41tS/cOu53n5rReZ/W8c879qmNqtkaHEjOyL4jte+QUVk1nWjRRSy11Tv/jkd+zxmPZd1PzbHumyLtZyNtN8eyfWTkGJXR76cLnkpm0HFLWc/qJ8DLqtbdHjqOhbsI5CWXZUYMAIgWAstAnNNVTV31VEbIhx9+6Dt7Nhz92NWPQf0A0O2MXla0R9NJBDrZ0Q+ZTZs2uUzlSEHlrP7OXqcPupUzktTei0TBYwWWFUzWia2ugitYpow175b+0DYoO06dr6QVtPZLJ336UamHbg+cN2+eywpVpqHKEOj2c3WclBm0zuskbMiQIe42PXUmovIQyjZNb8dMftud2fMvo+PzTiJ14STa0rPeqiMUCe38JCtktH116tRxP7J0C6uyRxS01Il7/fr13fsK8ikTSbdhe9lkwWUwstv2lNUysu/VPA53G2/wj8pYbcs5bbnG8/lCZh8bRBfww/HWo9T2xVrGGaFxK/igbF0vezMSBSAy43MKxGhfGlqOIa19rPat6nRK67A68VPpBq8MRkY67dPn9VCmpTrs0zg1bj1OPvlkl5muILPKNUSLpiuRkhNCy60ci4zOe29Z6/3QW/2Dj326MyOzS+fh/wJ7yk7VHQvhllu80Dmj1hPtp3QHRazW/WPdN6n94eZzpH1sVm8fGf1+og4C9dBFW+331AGuloMurOnvzz77LMU4dO6a1oVNINYILANxTlf4FVDUibtuV2rbtm2qJzWquas6ZQqmROL9MFIGbOiPRFEvt/FOveqqB2D9CNRtUarTl5qs/M7evNdJqG6vDb31T7dQZeQHaOfOnd1tVKofqewg3Xqqq+96PTi7UnTyKwq69+rVy1ftML/0408PBbeV0fbII4+4K/FpBUy824lTu/1OdDu5ajsq8Keai96JbqRahJnR7syefxkdn/c5fffg270zY75GWm918WLz5s0pTmD1mnoPDx42K2W0fcp40+2RyizRtqNgntYnLyNHmcuigHOkwHIibE/RkNF16Vj3vVo+esR6W86M75+eNsazWJwvxOLYoMDluHHjItZ59coF6LiuwEdocOLXX3/N0AVj0TqqcwLt0/wkD2T0c9o/arkqgKELLqF0B0da9a0V+NV56UUXXeQuPujYdCwlAjR/1f+Est9Vl1SBFrVDAS89VH9YAWZl/Gk7isY63rJlyxTv6UKFd1zIDBmd9/qclrWyZsPd7u+VaYjFsTkn0H5O+6N4LoPh7RMURNUdBZHKSRzrup+e/XNG903aD6hNmt/hLg7qHC4eto+Mfr9gOgf1ymPpopz2ayoNtHHjxhS/870SIdG8wAYcKzrvAxKAAsqq/6SDjU4UZsyYkWIY3UKmA64OUMEdUYXjBac0HgVjgumHgncFO14psKTAj4LKqkWXVlD5WL6zhtVJgx4K5qaHfoArU0DDqxah6rYGZz3oR1lGbvlTZrI6W9FVbmX1eG0OV1Nat7NpXdCJoX6MhevwQbeD6eRTmc9+aP1SAC/cd/B+lHv1KlPjZeOmp8MWr6Mm1Vj1OmZSJlO02p3Z8y+j41PQSZ/Ve7o9WPuAYDqx9y4wZGS+BtNt+erITFkYt956q7tLwqP/6zXNHwXFItWHjKZjaZ8XKH7mmWfc9hMcOFZtO2Wc6IeMgs66EBT6gz8RtqdoyOi6FO3jTVZty8fy/eN5ufoRi/OFrD42iLfPUA32SMd17Vs0D1S+QXWcPVqO2v9k9FZ+7zvoNmgFRsKNR2V6VFIlMz7ndWqoi/LKog+mzq3SykLX9qTtShfJvTb47bQvEpWKUX1YtUHHu0GDBrl9vwL3KiejMiyZXYrAW8dDv7f2B5pXwceaY5XRee99TqUJQjvPVT163bUn2sch83mBSSX3xDPvrgGtJyqzELpPUAm+4PUnI+u+t39Wh3+Rj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<div class="col"><h2>Claim 2b &mdash; batch-dependent draft length <span class="chip toy" style="background:var(--warn)">TOY</span></h2>
<p>Roofline throughput model with <b>measured</b> &alpha;=0.72: optimal draft length <span class="v">k* = 3&rarr;2&rarr;1</span> as batch grows (memory-bound&rarr;compute-bound). CPU hardware is compute-bound throughout (k*=1, no crossover) &mdash; mechanism reproduced, exact crossover is GPU-specific.</p>
<img 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"></div>
</div>
<div class="row" style="margin-top:14px;">
<div class="col" style="flex:2"><h2>Outcome</h2>
<table><tr><th>Official claim</th><th>Verdict</th><th>Evidence</th></tr>
<tr><td>1 · synthetic overestimates throughput</td><td class="inc"><b>inconclusive (toy)</b></td><td>real 1.90 vs synthetic 1.84 AL, within noise</td></tr>
<tr><td>2 · low-diversity bias</td><td class="full"><b>FULL</b></td><td>diversity selection 0.492&rarr;0.382, 11/11 categories</td></tr>
<tr><td>2 · batch-dependent optimal draft length</td><td class="toy"><b>TOY</b></td><td>roofline (measured &alpha;) k*=3&rarr;1; CPU compute-bound null</td></tr></table></div>
<div class="col"><h2>Method &amp; honesty</h2>
<p style="font-size:12px">Production speedup tables (70B&ndash;235B models, EAGLE3/MTP, prod engines) infeasible &mdash; <b>not attempted</b>. Greedy lossless SD, real dataset (11 cat &times; 80), fixed seeds, 5 unit tests pass. Diversity reproduces bit-identically. Results labelled honestly, not forced.</p></div>
</div>
<p class="foot">Reproduction bundle (code · outputs · figures · tests) published as Trackio logbook artifacts. Resumed from a stale sibling reservation via sanctioned lease takeover.</p>
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