Text Generation
Safetensors
English
qwen3_5
reasoning
agent-traces
distillation
dora
qwen
nitrai
opengcm
conversational
Instructions to use NitrAI/OpenGCM-v2 with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Inference
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| <linearGradient id="orange-grad" x1="0" y1="0" x2="0" y2="1"> | |
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| <linearGradient id="green-grad" x1="0" y1="0" x2="0" y2="1"> | |
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| </defs> | |
| <!-- Page Background --> | |
| <rect width="1400" height="640" fill="#f1f5f9" rx="0"/> | |
| <!-- ── HEADER ── --> | |
| <g transform="translate(48,36)"> | |
| <text x="0" y="0" font-size="26" font-weight="800" fill="#0f172a" letter-spacing="-0.5">OpenGCM-v2: | |
| <tspan font-weight="400" fill="#475569">Performance Evaluation vs. Top-Tier Models</tspan> | |
| </text> | |
| <text x="0" y="22" font-size="12" font-weight="500" fill="#94a3b8">June 2026 · N/A = no publicly available score · † tau2-bench telecom community eval</text> | |
| </g> | |
| <!-- ── MAIN CARD ── --> | |
| <rect x="40" y="76" width="1320" height="534" rx="12" fill="#ffffff" filter="url(#shadow)"/> | |
| <!-- ── LEGEND (inside card, top) ── --> | |
| <g transform="translate(120, 96)"> | |
| <rect x="0" y="0" width="16" height="10" rx="2" fill="url(#red-grad)"/> | |
| <text x="21" y="9" font-size="11" font-weight="700" fill="#0f172a">OpenGCM-v2 (Ours)</text> | |
| <rect x="170" y="0" width="16" height="10" rx="2" fill="url(#dark-grad)"/> | |
| <text x="191" y="9" font-size="11" font-weight="700" fill="#0f172a">GPT-5</text> | |
| <rect x="255" y="0" width="16" height="10" rx="2" fill="url(#orange-grad)"/> | |
| <text x="276" y="9" font-size="11" font-weight="700" fill="#0f172a">Claude Opus 4.6</text> | |
| <rect x="415" y="0" width="16" height="10" rx="2" fill="url(#blue-grad)"/> | |
| <text x="436" y="9" font-size="11" font-weight="700" fill="#0f172a">GLM-5V-Turbo</text> | |
| <rect x="570" y="0" width="16" height="10" rx="2" fill="url(#green-grad)"/> | |
| <text x="591" y="9" font-size="11" font-weight="700" fill="#0f172a">GLM-4.7</text> | |
| <rect x="670" y="0" width="16" height="10" rx="2" fill="url(#purple-grad)"/> | |
| <text x="691" y="9" font-size="11" font-weight="700" fill="#0f172a">gemma-4-12B-fable5-v2-tau2</text> | |
| </g> | |
| <!-- | |
| CHART COORDINATE SYSTEM | |
| translate(120, 112) = chart group origin | |
| Baseline y = 450 (0%) | |
| Chart top y = 50 (100%) | |
| Height = 400px → 1% = 4.0px | |
| bar height = value * 4.0 | |
| bar y = 450 - (value * 4.0) | |
| 6 groups, 6 bars each: bar-w=18, gap=5 → group-w=18*6+5*5=133px | |
| Group x offsets (translate within chart group): | |
| AIME-26: tx=30 | |
| SWE-Bench-Pro: tx=235 | |
| LiveCodeBench: tx=440 | |
| HMMT Feb 26: tx=645 | |
| GPQA Diamond: tx=850 | |
| Terminal-Bench: tx=1055 | |
| --> | |
| <g transform="translate(120, 112)"> | |
| <!-- ── Y-AXIS GRIDLINES & LABELS ── --> | |
| <!-- 100% → y=50 --> | |
| <line x1="0" y1="50" x2="1230" y2="50" stroke="#e2e8f0" stroke-width="1"/> | |
| <text x="-10" y="54" font-size="12" font-weight="600" fill="#64748b" text-anchor="end">100</text> | |
| <!-- 80% → y=130 --> | |
| <line x1="0" y1="130" x2="1230" y2="130" stroke="#e2e8f0" stroke-dasharray="4 4" stroke-width="1"/> | |
| <text x="-10" y="134" font-size="12" font-weight="600" fill="#64748b" text-anchor="end">80</text> | |
| <!-- 60% → y=210 --> | |
| <line x1="0" y1="210" x2="1230" y2="210" stroke="#e2e8f0" stroke-dasharray="4 4" stroke-width="1"/> | |
| <text x="-10" y="214" font-size="12" font-weight="600" fill="#64748b" text-anchor="end">60</text> | |
| <!-- 40% → y=290 --> | |
| <line x1="0" y1="290" x2="1230" y2="290" stroke="#e2e8f0" stroke-dasharray="4 4" stroke-width="1"/> | |
| <text x="-10" y="294" font-size="12" font-weight="600" fill="#64748b" text-anchor="end">40</text> | |
| <!-- 20% → y=370 --> | |
| <line x1="0" y1="370" x2="1230" y2="370" stroke="#e2e8f0" stroke-dasharray="4 4" stroke-width="1"/> | |
| <text x="-10" y="374" font-size="12" font-weight="600" fill="#64748b" text-anchor="end">20</text> | |
| <!-- 0% → y=450 baseline --> | |
| <line x1="0" y1="450" x2="1230" y2="450" stroke="#475569" stroke-width="2"/> | |
| <text x="-10" y="454" font-size="12" font-weight="600" fill="#64748b" text-anchor="end">0</text> | |
| <!-- Y-axis title --> | |
| <text transform="rotate(-90)" x="-250" y="-58" font-size="13" font-weight="700" fill="#334155" text-anchor="middle">Accuracy / Pass@1 (%)</text> | |
| <!-- ══════════════════════════════════════════════════════ --> | |
| <!-- GROUP 1: AIME-26 --> | |
| <!-- OpenGCM 93.2 | GPT-5 92.0 | Claude 88.0 --> | |
| <!-- GLM-5V N/A | GLM-4.7 87 | gemma N/A --> | |
| <!-- ══════════════════════════════════════════════════════ --> | |
| <g transform="translate(30,0)"> | |
| <!-- OpenGCM-v2: 93.2 → h=372.8, y=77.2 --> | |
| <rect x="0" y="77" width="18" height="373" rx="3" fill="url(#red-grad)"/> | |
| <text x="9" y="69" font-size="11" font-weight="800" fill="#991b1b" text-anchor="middle">93.2</text> | |
| <!-- GPT-5: 92.0 → h=368, y=82 --> | |
| <rect x="23" y="82" width="18" height="368" rx="3" fill="url(#dark-grad)"/> | |
| <text x="32" y="74" font-size="10" font-weight="600" fill="#334155" text-anchor="middle">92.0</text> | |
| <!-- Claude 4.6: 88.0 → h=352, y=98 --> | |
| <rect x="46" y="98" width="18" height="352" rx="3" fill="url(#orange-grad)"/> | |
| <text x="55" y="90" font-size="10" font-weight="600" fill="#9a3412" text-anchor="middle">88.0</text> | |
| <!-- GLM-5V-Turbo: N/A --> | |
| <rect x="69" y="443" width="18" height="7" rx="3" fill="url(#blue-grad)" opacity="0.35"/> | |
| <text x="78" y="438" font-size="9" fill="#0369a1" text-anchor="middle">N/A</text> | |
| <!-- GLM-4.7: 87.0 → h=348, y=102 --> | |
| <rect x="92" y="102" width="18" height="348" rx="3" fill="url(#green-grad)"/> | |
| <text x="101" y="94" font-size="10" font-weight="600" fill="#047857" text-anchor="middle">87.0</text> | |
| <!-- gemma: N/A --> | |
| <rect x="115" y="443" width="18" height="7" rx="3" fill="url(#purple-grad)" opacity="0.35"/> | |
| <text x="124" y="438" font-size="9" fill="#7e22ce" text-anchor="middle">N/A</text> | |
| <!-- Label --> | |
| <text x="66" y="472" font-size="13" font-weight="700" fill="#0f172a" text-anchor="middle">AIME-26</text> | |
| <text x="66" y="487" font-size="11" font-weight="500" fill="#64748b" text-anchor="middle">Math Olympiad</text> | |
| <text x="66" y="500" font-size="10" fill="#94a3b8" text-anchor="middle">(Pass@1)</text> | |
| </g> | |
| <!-- ══════════════════════════════════════════════════════ --> | |
| <!-- GROUP 2: SWE-Bench-Pro --> | |
| <!-- OpenGCM 35.6 | GPT-5 74.9 | Claude 57.3 --> | |
| <!-- GLM-5V N/A | GLM-4.7 38 | gemma N/A --> | |
| <!-- ══════════════════════════════════════════════════════ --> | |
| <g transform="translate(235,0)"> | |
| <!-- OpenGCM-v2: 35.6 → h=142.4, y=307.6 --> | |
| <rect x="0" y="308" width="18" height="142" rx="3" fill="url(#red-grad)"/> | |
| <text x="9" y="300" font-size="11" font-weight="800" fill="#991b1b" text-anchor="middle">35.6</text> | |
| <!-- GPT-5: 74.9 → h=299.6, y=150.4 --> | |
| <rect x="23" y="150" width="18" height="300" rx="3" fill="url(#dark-grad)"/> | |
| <text x="32" y="142" font-size="10" font-weight="600" fill="#334155" text-anchor="middle">74.9</text> | |
| <!-- Claude 4.6: 57.3 → h=229.2, y=220.8 --> | |
| <rect x="46" y="221" width="18" height="229" rx="3" fill="url(#orange-grad)"/> | |
| <text x="55" y="213" font-size="10" font-weight="600" fill="#9a3412" text-anchor="middle">57.3</text> | |
| <!-- GLM-5V: N/A --> | |
| <rect x="69" y="443" width="18" height="7" rx="3" fill="url(#blue-grad)" opacity="0.35"/> | |
| <text x="78" y="438" font-size="9" fill="#0369a1" text-anchor="middle">N/A</text> | |
| <!-- GLM-4.7: 38.0 → h=152, y=298 --> | |
| <rect x="92" y="298" width="18" height="152" rx="3" fill="url(#green-grad)"/> | |
| <text x="101" y="290" font-size="10" font-weight="600" fill="#047857" text-anchor="middle">38.0</text> | |
| <!-- gemma: N/A --> | |
| <rect x="115" y="443" width="18" height="7" rx="3" fill="url(#purple-grad)" opacity="0.35"/> | |
| <text x="124" y="438" font-size="9" fill="#7e22ce" text-anchor="middle">N/A</text> | |
| <text x="66" y="472" font-size="13" font-weight="700" fill="#0f172a" text-anchor="middle">SWE-Bench</text> | |
| <text x="66" y="487" font-size="11" font-weight="500" fill="#64748b" text-anchor="middle">Pro</text> | |
| <text x="66" y="500" font-size="10" fill="#94a3b8" text-anchor="middle">(Resolved %)</text> | |
| </g> | |
| <!-- ══════════════════════════════════════════════════════ --> | |
| <!-- GROUP 3: LiveCodeBench --> | |
| <!-- OpenGCM 73.1 | GPT-5 86.0 | Claude 71.0 --> | |
| <!-- GLM-5V N/A | GLM-4.7 84.9| gemma N/A --> | |
| <!-- ══════════════════════════════════════════════════════ --> | |
| <g transform="translate(440,0)"> | |
| <!-- OpenGCM-v2: 73.1 → h=292.4, y=157.6 --> | |
| <rect x="0" y="158" width="18" height="292" rx="3" fill="url(#red-grad)"/> | |
| <text x="9" y="150" font-size="11" font-weight="800" fill="#991b1b" text-anchor="middle">73.1</text> | |
| <!-- GPT-5: 86.0 → h=344, y=106 --> | |
| <rect x="23" y="106" width="18" height="344" rx="3" fill="url(#dark-grad)"/> | |
| <text x="32" y="98" font-size="10" font-weight="600" fill="#334155" text-anchor="middle">86.0</text> | |
| <!-- Claude 4.6: 71.0 → h=284, y=166 --> | |
| <rect x="46" y="166" width="18" height="284" rx="3" fill="url(#orange-grad)"/> | |
| <text x="55" y="158" font-size="10" font-weight="600" fill="#9a3412" text-anchor="middle">71.0</text> | |
| <!-- GLM-5V: N/A --> | |
| <rect x="69" y="443" width="18" height="7" rx="3" fill="url(#blue-grad)" opacity="0.35"/> | |
| <text x="78" y="438" font-size="9" fill="#0369a1" text-anchor="middle">N/A</text> | |
| <!-- GLM-4.7: 84.9 → h=339.6, y=110.4 --> | |
| <rect x="92" y="110" width="18" height="340" rx="3" fill="url(#green-grad)"/> | |
| <text x="101" y="102" font-size="10" font-weight="600" fill="#047857" text-anchor="middle">84.9</text> | |
| <!-- gemma: N/A --> | |
| <rect x="115" y="443" width="18" height="7" rx="3" fill="url(#purple-grad)" opacity="0.35"/> | |
| <text x="124" y="438" font-size="9" fill="#7e22ce" text-anchor="middle">N/A</text> | |
| <text x="66" y="472" font-size="13" font-weight="700" fill="#0f172a" text-anchor="middle">LiveCode</text> | |
| <text x="66" y="487" font-size="11" font-weight="500" fill="#64748b" text-anchor="middle">Bench</text> | |
| <text x="66" y="500" font-size="10" fill="#94a3b8" text-anchor="middle">(Pass@1)</text> | |
| </g> | |
| <!-- ══════════════════════════════════════════════════════ --> | |
| <!-- GROUP 4: HMMT Feb 26 --> | |
| <!-- OpenGCM 62.3 | GPT-5 72.0 | Claude 74.3 --> | |
| <!-- GLM-5V N/A | GLM-4.7 55 | gemma N/A --> | |
| <!-- ══════════════════════════════════════════════════════ --> | |
| <g transform="translate(645,0)"> | |
| <!-- OpenGCM-v2: 62.3 → h=249.2, y=200.8 --> | |
| <rect x="0" y="201" width="18" height="249" rx="3" fill="url(#red-grad)"/> | |
| <text x="9" y="193" font-size="11" font-weight="800" fill="#991b1b" text-anchor="middle">62.3</text> | |
| <!-- GPT-5: 72.0 → h=288, y=162 --> | |
| <rect x="23" y="162" width="18" height="288" rx="3" fill="url(#dark-grad)"/> | |
| <text x="32" y="154" font-size="10" font-weight="600" fill="#334155" text-anchor="middle">72.0</text> | |
| <!-- Claude 4.6: 74.3 → h=297.2, y=152.8 --> | |
| <rect x="46" y="153" width="18" height="297" rx="3" fill="url(#orange-grad)"/> | |
| <text x="55" y="145" font-size="10" font-weight="600" fill="#9a3412" text-anchor="middle">74.3</text> | |
| <!-- GLM-5V: N/A --> | |
| <rect x="69" y="443" width="18" height="7" rx="3" fill="url(#blue-grad)" opacity="0.35"/> | |
| <text x="78" y="438" font-size="9" fill="#0369a1" text-anchor="middle">N/A</text> | |
| <!-- GLM-4.7: 55.0 → h=220, y=230 --> | |
| <rect x="92" y="230" width="18" height="220" rx="3" fill="url(#green-grad)"/> | |
| <text x="101" y="222" font-size="10" font-weight="600" fill="#047857" text-anchor="middle">55.0</text> | |
| <!-- gemma: N/A --> | |
| <rect x="115" y="443" width="18" height="7" rx="3" fill="url(#purple-grad)" opacity="0.35"/> | |
| <text x="124" y="438" font-size="9" fill="#7e22ce" text-anchor="middle">N/A</text> | |
| <text x="66" y="472" font-size="13" font-weight="700" fill="#0f172a" text-anchor="middle">HMMT Feb 26</text> | |
| <text x="66" y="487" font-size="11" font-weight="500" fill="#64748b" text-anchor="middle">Harvard-MIT Math</text> | |
| <text x="66" y="500" font-size="10" fill="#94a3b8" text-anchor="middle">(Accuracy)</text> | |
| </g> | |
| <!-- ══════════════════════════════════════════════════════ --> | |
| <!-- GROUP 5: GPQA Diamond --> | |
| <!-- OpenGCM 81.9 | GPT-5 88.4 | Claude 91.3 --> | |
| <!-- GLM-5V 80.9 | GLM-4.7 85.7| gemma N/A --> | |
| <!-- ══════════════════════════════════════════════════════ --> | |
| <g transform="translate(850,0)"> | |
| <!-- OpenGCM-v2: 81.9 → h=327.6, y=122.4 --> | |
| <rect x="0" y="122" width="18" height="328" rx="3" fill="url(#red-grad)"/> | |
| <text x="9" y="114" font-size="11" font-weight="800" fill="#991b1b" text-anchor="middle">81.9</text> | |
| <!-- GPT-5: 88.4 → h=353.6, y=96.4 --> | |
| <rect x="23" y="96" width="18" height="354" rx="3" fill="url(#dark-grad)"/> | |
| <text x="32" y="88" font-size="10" font-weight="600" fill="#334155" text-anchor="middle">88.4</text> | |
| <!-- Claude 4.6: 91.3 → h=365.2, y=84.8 --> | |
| <rect x="46" y="85" width="18" height="365" rx="3" fill="url(#orange-grad)"/> | |
| <text x="55" y="77" font-size="10" font-weight="600" fill="#9a3412" text-anchor="middle">91.3</text> | |
| <!-- GLM-5V-Turbo: 80.9 → h=323.6, y=126.4 --> | |
| <rect x="69" y="126" width="18" height="324" rx="3" fill="url(#blue-grad)"/> | |
| <text x="78" y="118" font-size="10" font-weight="600" fill="#075985" text-anchor="middle">80.9</text> | |
| <!-- GLM-4.7: 85.7 → h=342.8, y=107.2 --> | |
| <rect x="92" y="107" width="18" height="343" rx="3" fill="url(#green-grad)"/> | |
| <text x="101" y="99" font-size="10" font-weight="600" fill="#047857" text-anchor="middle">85.7</text> | |
| <!-- gemma: N/A --> | |
| <rect x="115" y="443" width="18" height="7" rx="3" fill="url(#purple-grad)" opacity="0.35"/> | |
| <text x="124" y="438" font-size="9" fill="#7e22ce" text-anchor="middle">N/A</text> | |
| <text x="66" y="472" font-size="13" font-weight="700" fill="#0f172a" text-anchor="middle">GPQA Diamond</text> | |
| <text x="66" y="487" font-size="11" font-weight="500" fill="#64748b" text-anchor="middle">PhD-Level Science</text> | |
| <text x="66" y="500" font-size="10" fill="#94a3b8" text-anchor="middle">(Pass@1)</text> | |
| </g> | |
| <!-- ══════════════════════════════════════════════════════ --> | |
| <!-- GROUP 6: Terminal-Bench 2.0 --> | |
| <!-- OpenGCM 40.3 | GPT-5 78.0 | Claude 59.3 --> | |
| <!-- GLM-5V N/A | GLM-4.7 56.2| gemma 55† --> | |
| <!-- ══════════════════════════════════════════════════════ --> | |
| <g transform="translate(1055,0)"> | |
| <!-- OpenGCM-v2: 40.3 → h=161.2, y=288.8 --> | |
| <rect x="0" y="289" width="18" height="161" rx="3" fill="url(#red-grad)"/> | |
| <text x="9" y="281" font-size="11" font-weight="800" fill="#991b1b" text-anchor="middle">40.3</text> | |
| <!-- GPT-5: 78.0 → h=312, y=138 --> | |
| <rect x="23" y="138" width="18" height="312" rx="3" fill="url(#dark-grad)"/> | |
| <text x="32" y="130" font-size="10" font-weight="600" fill="#334155" text-anchor="middle">78.0</text> | |
| <!-- Claude 4.6: 59.3 → h=237.2, y=212.8 --> | |
| <rect x="46" y="213" width="18" height="237" rx="3" fill="url(#orange-grad)"/> | |
| <text x="55" y="205" font-size="10" font-weight="600" fill="#9a3412" text-anchor="middle">59.3</text> | |
| <!-- GLM-5V: N/A --> | |
| <rect x="69" y="443" width="18" height="7" rx="3" fill="url(#blue-grad)" opacity="0.35"/> | |
| <text x="78" y="438" font-size="9" fill="#0369a1" text-anchor="middle">N/A</text> | |
| <!-- GLM-4.7: 56.2 → h=224.8, y=225.2 --> | |
| <rect x="92" y="225" width="18" height="225" rx="3" fill="url(#green-grad)"/> | |
| <text x="101" y="217" font-size="10" font-weight="600" fill="#047857" text-anchor="middle">56.2</text> | |
| <!-- gemma-4-12B: ~55 → h=220, y=230 --> | |
| <rect x="115" y="230" width="18" height="220" rx="3" fill="url(#purple-grad)" opacity="0.88"/> | |
| <text x="124" y="222" font-size="10" font-weight="600" fill="#6b21a8" text-anchor="middle">55†</text> | |
| <text x="66" y="472" font-size="13" font-weight="700" fill="#0f172a" text-anchor="middle">Terminal-Bench</text> | |
| <text x="66" y="487" font-size="11" font-weight="500" fill="#64748b" text-anchor="middle">2.0</text> | |
| <text x="66" y="500" font-size="10" fill="#94a3b8" text-anchor="middle">(Accuracy)</text> | |
| </g> | |
| <!-- ── CATEGORY BRACKETS ── --> | |
| <path d="M 20 525 L 20 534 L 495 534 L 495 525" fill="none" stroke="#cbd5e1" stroke-width="1.8"/> | |
| <text x="257" y="550" font-size="13" font-weight="800" fill="#64748b" text-anchor="middle" letter-spacing="1">KNOWLEDGE & REASONING</text> | |
| <path d="M 520 525 L 520 534 L 1205 534 L 1205 525" fill="none" stroke="#cbd5e1" stroke-width="1.8"/> | |
| <text x="862" y="550" font-size="13" font-weight="800" fill="#64748b" text-anchor="middle" letter-spacing="1">CODING & AGENTIC CAPABILITIES</text> | |
| </g> | |
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| <text x="50" y="624" font-size="10" fill="#94a3b8">† gemma-4-12B Terminal score from tau2-bench telecom (community eval by yuxinlu1). Sources: OpenAI, Artificial Analysis, Z.ai Docs, WhatLLM.org — June 2026.</text> | |
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