Model comparison

DeepSeek-V3.2-Speciale vs Inkling-Small

Inkling-Small is the stronger model overall, scoring 46.5 to 39.7 on the Noometry Index.

Last verified . 1 shared benchmarks.

DeepSeek-V3.2-Speciale DeepSeek

39.7

Rank #162 Reported

Inkling-Small Thinking Machines Lab

46.5

Rank #63 Confirmed

Summary

  • They share 1 benchmark with published results for both. DeepSeek-V3.2-Speciale scores higher in 0 categories and Inkling-Small in 3 categories; 3 gaps are clear of the uncertainty.
  • The widest gap is in writing & preference, where Inkling-Small leads 59.6 to 46.0.
  • Inkling-Small is cheaper at $0.45 / $1.20 per million input/output tokens, against $0.58 / $1.68 for DeepSeek-V3.2-Speciale.
  • Inkling-Small accepts more context: 524K tokens versus 128K.

Side by side

DeepSeek-V3.2-Speciale and Inkling-Small specifications
DeepSeek-V3.2-SpecialeInkling-Small
ProviderDeepSeekThinking Machines Lab
Noometry Index39.746.5
Released2025-12-012026-07-15
WeightsOpenOpen
Context window128K524K
Max output128K1.05M
Input $ / M tokens$0.58$0.45
Output $ / M tokens$1.68$1.20
Results tracked333

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Category by category

Coding Inkling-Small leads

DeepSeek-V3.2-Speciale: 40.4 (#140), Inkling-Small: 43.6 (#85)

Coding benchmarks
BenchmarkDeepSeek-V3.2-SpecialeInkling-Small
LMArena WebDev—1409
SciCode—48.7%
WeirdML46.7%—
LMArena Coding—1451

Reasoning Inkling-Small leads

DeepSeek-V3.2-Speciale: 32.9 (#73), Inkling-Small: 38.6 (#63)

Reasoning benchmarks
BenchmarkDeepSeek-V3.2-SpecialeInkling-Small
ARC-AGI-2—40.1%
SimpleBench52.6%—
ARC-AGI-1—84%
CritPt—8.3%
Chess Puzzles—18%
LMArena Hard Prompts—1423
Mystery Game Puzzles—6%
Epoch Capabilities Index—150.15

Math Not comparable

DeepSeek-V3.2-Speciale: —, Inkling-Small: 45.1 (#77)

Math benchmarks
BenchmarkDeepSeek-V3.2-SpecialeInkling-Small
FrontierMath (Tiers 1-3)—46.3%
FrontierMath Tier 4—17.1%
OTIS Mock AIME 2024-2025—90%
ProofBench—6%
LMArena Math—1459

Knowledge Not comparable

DeepSeek-V3.2-Speciale: —, Inkling-Small: 48.2 (#77)

Knowledge benchmarks
BenchmarkDeepSeek-V3.2-SpecialeInkling-Small
GPQA Diamond—88.5%
SimpleQA Verified—19.1%
LMArena Expert—1442

Multimodal Not comparable

DeepSeek-V3.2-Speciale: —, Inkling-Small: 39.1 (#62)

Multimodal benchmarks
BenchmarkDeepSeek-V3.2-SpecialeInkling-Small
LMArena Vision—1235

Multilingual Not comparable

DeepSeek-V3.2-Speciale: —, Inkling-Small: 51.7 (#104)

Multilingual benchmarks
BenchmarkDeepSeek-V3.2-SpecialeInkling-Small
LMArena Non-English—1402
LMArena Chinese—1465
LMArena French—1436
LMArena German—1405
LMArena Japanese—1405
LMArena Korean—1363
LMArena Russian—1391
LMArena Spanish—1428

Instruction Following Not comparable

DeepSeek-V3.2-Speciale: —, Inkling-Small: 73.8 (#114)

Instruction Following benchmarks
BenchmarkDeepSeek-V3.2-SpecialeInkling-Small
LMArena Instruction Following—1399

Long Context Not comparable

DeepSeek-V3.2-Speciale: —, Inkling-Small: 42.7 (#118)

Long Context benchmarks
BenchmarkDeepSeek-V3.2-SpecialeInkling-Small
LMArena Longer Query—1401

Writing & Preference Inkling-Small leads

DeepSeek-V3.2-Speciale: 46.0 (#222), Inkling-Small: 59.6 (#107)

Writing & Preference benchmarks
BenchmarkDeepSeek-V3.2-SpecialeInkling-Small
EQ-Bench Creative Writing12761491
LMArena Text—1414
LMArena Creative Writing—1331
LMArena Multi-Turn—1418

Frequently asked questions

Is DeepSeek-V3.2-Speciale better than Inkling-Small?

Inkling-Small is the stronger model overall, scoring 46.5 to 39.7 on the Noometry Index.

Which is cheaper, DeepSeek-V3.2-Speciale or Inkling-Small?

Inkling-Small is cheaper. It lists at $0.45 per million input tokens and $1.20 per million output tokens; DeepSeek-V3.2-Speciale lists at $0.58 and $1.68.

Is DeepSeek-V3.2-Speciale or Inkling-Small better for coding?

Inkling-Small scores higher on coding benchmarks: 43.6 versus 40.4 in the Noometry coding category.

Which has the bigger context window?

Inkling-Small does, with 524K tokens against 128K.

How many benchmarks do DeepSeek-V3.2-Speciale and Inkling-Small share?

1 benchmark has published results for both models. DeepSeek-V3.2-Speciale has 3 scored results on Noometry and Inkling-Small has 33.

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