Model comparison

Gemma 2B vs Inkling

Inkling is the stronger model overall, scoring 44.1 to 29.6 on the Noometry Index.

Last verified . 12 shared benchmarks.

Gemma 2B Google

29.6

Rank #307 Confirmed

Inkling Thinking Machines Lab

44.1

Rank #80 Confirmed

Summary

  • They share 12 benchmarks with published results for both. Gemma 2B scores higher in 0 categories and Inkling in 7 categories; 7 gaps are clear of the uncertainty.
  • The widest gap is in writing & preference, where Inkling leads 65.2 to 24.0.

Side by side

Gemma 2B and Inkling specifications
Gemma 2BInkling
ProviderGoogleThinking Machines Lab
Noometry Index29.644.1
Released2024-02-212026-07-15
WeightsOpenOpen
Context window—66K
Max output—66K
Input $ / M tokens—$1.87
Output $ / M tokens—$4.68
Results tracked2341

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Category by category

Coding Inkling leads

Gemma 2B: 29.4 (#305), Inkling: 34.5 (#234)

Coding benchmarks
BenchmarkGemma 2BInkling
LMArena Coding10101464
FrontierCode—14%
LMArena WebDev—1413
FrontierSWE—4.1%
SciCode—47%
WeirdML—32.3%
ALE-Bench—946
HumanEval+20.7%—
MBPP+34.1%—

Agentic & Tool Use Not comparable

Gemma 2B: —, Inkling: 29.6 (#85)

Agentic & Tool Use benchmarks
BenchmarkGemma 2BInkling
APEX-Agents—33.8%
τ²-bench Banking—25%

Reasoning Inkling leads

Gemma 2B: 18.8 (#275), Inkling: 40.4 (#56)

Reasoning benchmarks
BenchmarkGemma 2BInkling
LMArena Hard Prompts9891451
Epoch Capabilities Index94.2148.54
ARC-AGI-2—36.5%
SimpleBench—50%
ARC-AGI-1—79.5%
CritPt—5.4%
Chess Puzzles—21%
DTBench—87.5%
LMCA—37.6%
BIG-Bench Hard35.2%—
HellaSwag71.4%—
PIQA77.3%—
WinoGrande65.4%—

Math Inkling leads

Gemma 2B: 30.0 (#239), Inkling: 31.3 (#225)

Math benchmarks
BenchmarkGemma 2BInkling
LMArena Math10091479
FrontierMath (Tiers 1-3)—33.3%
FrontierMath Tier 4—4.9%
OTIS Mock AIME 2024-2025—88.9%
ProofBench—0%
GSM8K17.7%—

Knowledge Not comparable

Gemma 2B: —, Inkling: 55.1 (#49)

Knowledge benchmarks
BenchmarkGemma 2BInkling
GPQA Diamond—88.3%
SimpleQA Verified—40.3%
LMArena Expert—1465
ARC (AI2) Challenge42.1%—
BoolQ69.4%—
MMLU42.3%—
TriviaQA53.2%—

Multilingual Inkling leads

Gemma 2B: 23.0 (#294), Inkling: 54.0 (#52)

Multilingual benchmarks
BenchmarkGemma 2BInkling
LMArena Non-English9581434
LMArena Chinese9861490
LMArena Russian9371429
LMArena French—1458
LMArena German—1446
LMArena Japanese—1429
LMArena Korean—1404
LMArena Spanish—1448

Instruction Following Inkling leads

Gemma 2B: 48.5 (#302), Inkling: 75.1 (#71)

Instruction Following benchmarks
BenchmarkGemma 2BInkling
LMArena Instruction Following9701426

Long Context Inkling leads

Gemma 2B: 29.9 (#291), Inkling: 43.8 (#86)

Long Context benchmarks
BenchmarkGemma 2BInkling
LMArena Longer Query9811434

Writing & Preference Inkling leads

Gemma 2B: 24.0 (#308), Inkling: 65.2 (#51)

Writing & Preference benchmarks
BenchmarkGemma 2BInkling
LMArena Text10021441
LMArena Creative Writing9871387
LMArena Multi-Turn9451436
EQ-Bench Creative Writing—1611
EQ-Bench 4—1226

Frequently asked questions

Is Gemma 2B better than Inkling?

Inkling is the stronger model overall, scoring 44.1 to 29.6 on the Noometry Index.

Is Gemma 2B or Inkling better for coding?

Inkling scores higher on coding benchmarks: 34.5 versus 29.4 in the Noometry coding category.

How many benchmarks do Gemma 2B and Inkling share?

12 benchmarks have published results for both models. Gemma 2B has 23 scored results on Noometry and Inkling has 41.

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