Ling 3.0 Flash vs LLaDA2.2-mini
Change modelsLing 3.0 FlashInclusionAI
LLaDA2.2-miniInclusionAI
IndexAll categories, out of 100.
50.9 ±4.7 best
24.3 ±6.9
GapIndex points below the top.
Top
−26.6
CoverageIndex weight that has results.
85%
85%
SpeedOutput tokens per second.
73/s
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EloLMArena rating and rank.
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ReleasedMonth of release.
2026-07
2026-07
Input / 1MUS dollars per 1M input tokens.
$0.021
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Output / 1MUS dollars per 1M output tokens.
$0.063
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1K chats2K tokens in, 500 out, each.
$0.074
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1K documents20K tokens in, 1K out, each.
$0.483
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1K agent tasks200K tokens in, 20K out, each.
$5.46
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ContextMaximum tokens in one request.
262K best
128K
AgenticMulti-step tasks with tools.
53.5 best
34.8
CodingCode writing and repair.
50.0 best
7.5
ReasoningLogic problems and puzzles.
48.8 best
21.9
MultimodalTasks with images and text.
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KnowledgeFacts and expert knowledge.
46.1 best
17.9
MultilingualTasks in many languages.
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InstructionTasks with strict prompt rules.
58.6 best
12.3
MathMath problems.
54.5 best
10.5
Benchmarks
4 sharedOnly Ling 3.0 Flash: 39Only LLaDA2.2-mini: 5
Ling 3.0 Flash
LLaDA2.2-mini