Inference
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MiniMax M2.7 vs Nemotron 3.5 Super VL 120B A12B

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MiniMax M2.7MiniMax
Nemotron 3.5 Super VL 120B A12BNVIDIA
IndexAll categories, out of 100.
51.2 ±4.5 best
51.0 ±5.1
GapIndex points below the top.
Top
−0.2 · no clear gap
CoverageIndex weight that has results.
85%
85%
SpeedOutput tokens per second.
35/s
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EloLMArena rating and rank.
1405
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ReleasedMonth of release.
2026-03
2026-10
Input / 1MUS dollars per 1M input tokens.
$0.21
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Output / 1MUS dollars per 1M output tokens.
$0.84
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1K chats2K tokens in, 500 out, each.
$0.84
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1K documents20K tokens in, 1K out, each.
$5.04
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1K agent tasks200K tokens in, 20K out, each.
$58.80
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ContextMaximum tokens in one request.
197K
1M best
AgenticMulti-step tasks with tools.
52.0 best
47.8
CodingCode writing and repair.
52.3
53.0 best
ReasoningLogic problems and puzzles.
49.5
56.1 best
MultimodalTasks with images and text.
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47.4
KnowledgeFacts and expert knowledge.
50.2
52.7 best
MultilingualTasks in many languages.
—
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InstructionTasks with strict prompt rules.
59.8 best
55.2
MathMath problems.
47.7
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Benchmarks

13 shared
Only MiniMax M2.7: 40Only Nemotron 3.5 Super VL 120B A12B: 15
MiniMax M2.7
Nemotron 3.5 Super VL 120B A12B
Artificial Analysis Humanity's Last ExamKnowledge
29.6%82 / 222
30.7% best74 / 222
Artificial Analysis Long Context ReasoningReasoning
78.3% best63 / 217
68.6%121 / 217
Critical Physics TasksReasoning
0.6%132 / 214
10.9% best62 / 214
Artificial Analysis Omniscience AccuracyKnowledge
26.8% best92 / 164
26.2%97 / 164
GDPval-AA normalizedAgentic
25.5%72 / 133
33.1% best55 / 133
Vibe Code Bench v1.1Coding
11.9% best103 / 123
3.7%111 / 123
Artificial Analysis SciCodeCoding
50.1% best52 / 114
47.8%61 / 114
Legal Research BenchLegal
10.6% best79 / 90
10.1%81 / 90
GPQA Diamond · BenchLMKnowledge
87.0%49 / 84
89.5% best33 / 84
SWE-bench ProCoding
56.2% best50 / 83
51.8%65 / 83
Tax Agent BenchFinance
6.9%75 / 82
11.6% best65 / 82
Humanity's Last ExamKnowledge
28.0%53 / 77
29.2% best49 / 77
τ³-Bench Tool-Agent-User EvaluationAgentic
67.6% best10 / 32
18.9%26 / 32