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

Change models
IndexAll categories, out of 100.
44.2 ±4.9
49.4 ±8.6 best
GapIndex points below the top.
−5.2 · no clear gap
Top
CoverageIndex weight that has results.
85% best
65%
SpeedOutput tokens per second.
19/s
—
EloLMArena rating and rank.
1425 best
1420
ReleasedMonth of release.
2025-12
2025-12
Input / 1MUS dollars per 1M input tokens.
$0.26 best
$0.55
Output / 1MUS dollars per 1M output tokens.
$0.38 best
$2.19
1K chats2K tokens in, 500 out, each.
$0.71 best
$2.20
1K documents20K tokens in, 1K out, each.
$5.58 best
$13.19
1K agent tasks200K tokens in, 20K out, each.
$59.60 best
$153.80
ContextMaximum tokens in one request.
164K best
128K
AgenticMulti-step tasks with tools.
43.1
47.7 best
CodingCode writing and repair.
48.8
49.2 best
ReasoningLogic problems and puzzles.
42.9
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MultimodalTasks with images and text.
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KnowledgeFacts and expert knowledge.
43.2
51.2 best
MultilingualTasks in many languages.
—
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InstructionTasks with strict prompt rules.
34.8
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MathMath problems.
46.8
51.0 best

Benchmarks

12 shared
Only DeepSeek V3.2: 26Only DeepSeek V3.2 (Thinking): 5
DeepSeek V3.2
DeepSeek V3.2 (Thinking)
66.0%135 / 149
76.1% best112 / 149
69.9%91 / 142
80.7% best65 / 142
76.3%78 / 135
80.3% best66 / 135
MMLU ProKnowledge
83.1%74 / 135
84.9% best59 / 135
CorpFin v2Finance
47.9%110 / 131
51.0% best105 / 131
AIMEMath
64.8%55 / 95
84.6% best39 / 95
MedQAHealthcare
89.5%51 / 95
93.9% best20 / 95
MGSMMultilingual
90.9% best31 / 74
86.0%65 / 74
34.8%42 / 66
36.0% best41 / 66
IOI v1Coding
14.4% best31 / 61
10.7%34 / 61
0.0%51 / 51
2.3% best49 / 51
50.0% best10 / 47
40.0%22 / 47