Gemma 4 12B vs LongCat-Flash-Lite-Sparse
Change modelsGemma 4 12BGoogle
LongCat-Flash-Lite-SparseMeituan
IndexAll categories, out of 100.
39.0 ±4.0
39.2 ±7.8 best
GapIndex points below the top.
−0.2 · no clear gap
Top
CoverageIndex weight that has results.
100% best
65%
SpeedOutput tokens per second.
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EloLMArena rating and rank.
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ReleasedMonth of release.
2026-06
2026-07
Input / 1MUS dollars per 1M input tokens.
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Output / 1MUS dollars per 1M output tokens.
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1K chats2K tokens in, 500 out, each.
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1K documents20K tokens in, 1K out, each.
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1K agent tasks200K tokens in, 20K out, each.
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ContextMaximum tokens in one request.
256K
1M best
AgenticMulti-step tasks with tools.
30.5
39.5 best
CodingCode writing and repair.
43.4
47.4 best
ReasoningLogic problems and puzzles.
41.5
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MultimodalTasks with images and text.
36.1
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KnowledgeFacts and expert knowledge.
41.4 best
39.6
MultilingualTasks in many languages.
29.9
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InstructionTasks with strict prompt rules.
57.6
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MathMath problems.
41.0 best
32.5
Benchmarks
3 sharedOnly Gemma 4 12B: 25Only LongCat-Flash-Lite-Sparse: 12
Gemma 4 12B
LongCat-Flash-Lite-Sparse