Ling 3.1 Flash vs MiMo-V2.6-Pro

Change models
Ling 3.1 FlashInclusionAI
IndexAll categories, out of 100.
67.2 ±7.2
70.2 ±4.7 best
GapIndex points below the top.
−3.0 · no clear gap
Top
CoverageIndex weight that has results.
70%
80% best
SpeedOutput tokens per second.
81/s best
31/s
EloLMArena rating and rank.
—
1492
ReleasedMonth of release.
2026-09
2026-09
Input / 1MUS dollars per 1M input tokens.
$0.045 best
$0.435
Output / 1MUS dollars per 1M output tokens.
$0.135 best
$0.87
1K chats2K tokens in, 500 out, each.
$0.158 best
$1.31
1K documents20K tokens in, 1K out, each.
$1.04 best
$9.57
1K agent tasks200K tokens in, 20K out, each.
$11.70 best
$104.40
ContextMaximum tokens in one request.
1M
1.05M best
AgenticMulti-step tasks with tools.
66.6
72.1 best
CodingCode writing and repair.
66.9 best
66.6
ReasoningLogic problems and puzzles.
68.0
68.3 best
MultimodalTasks with images and text.
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—
KnowledgeFacts and expert knowledge.
70.4 best
64.2
MultilingualTasks in many languages.
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InstructionTasks with strict prompt rules.
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MathMath problems.
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71.3

Benchmarks

9 shared
Only Ling 3.1 Flash: 9Only MiMo-V2.6-Pro: 49
Ling 3.1 Flash
MiMo-V2.6-Pro
39.4%50 / 222
49.4% best14 / 222
83.0%18 / 217
86.3% best3 / 217
18.0%35 / 214
26.6% best19 / 214
55.9%16 / 133
59.2% best9 / 133
54.1%36 / 114
60.9% best8 / 114
81.2%31 / 86
89.9% best4 / 86
DeepSWEAgentic
59.7%42 / 59
71.9% best18 / 59
52.5%8 / 32
53.1% best7 / 32
CyberGymAgentic
87.9%4 / 29
94.0% best2 / 29