DeepSeek V3.1 vs DeepSeek V3.2 (Thinking)

Change models
IndexAll categories, out of 100.
37.9 ±5.8
49.4 ±8.6 best
GapIndex points below the top.
−11.5
Top
CoverageIndex weight that has results.
85% best
65%
SpeedOutput tokens per second.
98/s
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EloLMArena rating and rank.
1420
1420
ReleasedMonth of release.
2025-08
2025-12
Input / 1MUS dollars per 1M input tokens.
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$0.55
Output / 1MUS dollars per 1M output tokens.
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$2.19
1K chats2K tokens in, 500 out, each.
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$2.20
1K documents20K tokens in, 1K out, each.
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$13.19
1K agent tasks200K tokens in, 20K out, each.
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$153.80
ContextMaximum tokens in one request.
128K
128K
AgenticMulti-step tasks with tools.
38.0
47.7 best
CodingCode writing and repair.
43.0
49.2 best
ReasoningLogic problems and puzzles.
38.2
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MultimodalTasks with images and text.
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KnowledgeFacts and expert knowledge.
41.5
51.2 best
MultilingualTasks in many languages.
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InstructionTasks with strict prompt rules.
24.3
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MathMath problems.
29.9
51.0 best

Benchmarks

5 shared
Only DeepSeek V3.1: 12Only DeepSeek V3.2 (Thinking): 12
DeepSeek V3.1
DeepSeek V3.2 (Thinking)
CorpFin v2Finance
51.5% best103 / 131
51.0%105 / 131
22.5%56 / 66
36.0% best41 / 66
49.8%42 / 53
93.1% best11 / 53
53.9%38 / 53
55.4% best34 / 53
41.3% best18 / 47
40.0%22 / 47