Ling 3.0 Flash vs Ling 3.1 Flash
Change modelsLing 3.0 FlashInclusionAI
Ling 3.1 FlashInclusionAI
IndexAll categories, out of 100.
50.9 ±4.7
67.2 ±7.2 best
GapIndex points below the top.
−16.3
Top
CoverageIndex weight that has results.
85% best
70%
SpeedOutput tokens per second.
73/s
81/s best
EloLMArena rating and rank.
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ReleasedMonth of release.
2026-07
2026-09
Input / 1MUS dollars per 1M input tokens.
$0.021 best
$0.045
Output / 1MUS dollars per 1M output tokens.
$0.063 best
$0.135
1K chats2K tokens in, 500 out, each.
$0.074 best
$0.158
1K documents20K tokens in, 1K out, each.
$0.483 best
$1.04
1K agent tasks200K tokens in, 20K out, each.
$5.46 best
$11.70
ContextMaximum tokens in one request.
262K
1M best
AgenticMulti-step tasks with tools.
53.5
66.6 best
CodingCode writing and repair.
50.0
66.9 best
ReasoningLogic problems and puzzles.
48.8
68.0 best
MultimodalTasks with images and text.
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KnowledgeFacts and expert knowledge.
46.1
70.4 best
MultilingualTasks in many languages.
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InstructionTasks with strict prompt rules.
58.6
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MathMath problems.
54.5
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Benchmarks
12 sharedOnly Ling 3.0 Flash: 31Only Ling 3.1 Flash: 6
Ling 3.0 Flash
Ling 3.1 Flash