Model comparison

Gemini 2.0 Flash (Feb 2025) vs Inkling-Small

Inkling-Small is the stronger model overall, scoring 46.5 to 35.1 on the Noometry Index.

Last verified . 23 shared benchmarks.

Gemini 2.0 Flash (Feb 2025) Google

35.1

Rank #228 Confirmed

Inkling-Small Thinking Machines Lab

46.5

Rank #63 Confirmed

Summary

  • They share 23 benchmarks with published results for both. Gemini 2.0 Flash (Feb 2025) scores higher in 1 category and Inkling-Small in 8 categories; 8 gaps are clear of the uncertainty.
  • The widest gap is in reasoning, where Inkling-Small leads 38.6 to 15.2.
  • The biggest single-benchmark swing is ARC-AGI-2: 1.3% for Gemini 2.0 Flash (Feb 2025) and 40.1% for Inkling-Small.
  • Inkling-Small has downloadable open weights; the other is API-only.

Side by side

Gemini 2.0 Flash (Feb 2025) and Inkling-Small specifications
Gemini 2.0 Flash (Feb 2025)Inkling-Small
ProviderGoogleThinking Machines Lab
Noometry Index35.146.5
Released2024-12-062026-07-15
WeightsProprietaryOpen
Context window—524K
Max output—1.05M
Input $ / M tokens—$0.45
Output $ / M tokens—$1.20
Results tracked5433

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Category by category

Coding Inkling-Small leads

Gemini 2.0 Flash (Feb 2025): 28.4 (#315), Inkling-Small: 43.6 (#85)

Coding benchmarks
BenchmarkGemini 2.0 Flash (Feb 2025)Inkling-Small
LMArena Coding13501451
SWE-bench Verified (bash only)13.5%—
Aider Polyglot38.2%—
LMArena WebDev—1409
SciCode—48.7%
WeirdML25.8%—
BigCodeBench Instruct45.9%—
LiveBench Coding63.4%—
BigCodeBench Complete59.9%—
CadEval30%—

Agentic & Tool Use Not comparable

Gemini 2.0 Flash (Feb 2025): 28.1 (#92), Inkling-Small: —

Agentic & Tool Use benchmarks
BenchmarkGemini 2.0 Flash (Feb 2025)Inkling-Small
TheAgentCompany11.4%—

Reasoning Inkling-Small leads

Gemini 2.0 Flash (Feb 2025): 15.2 (#318), Inkling-Small: 38.6 (#63)

Reasoning benchmarks
BenchmarkGemini 2.0 Flash (Feb 2025)Inkling-Small
ARC-AGI-21.3%40.1%
LMArena Hard Prompts13461423
Epoch Capabilities Index135.36150.15
SimpleBench31.1%—
Kagi LLM Benchmark37.8%—
ARC-AGI-1—84%
CritPt—8.3%
Chess Puzzles—18%
EnigmaEval1.1%—
LiveBench Reasoning78.2%—
Mystery Game Puzzles—6%
DTBench63.2%—
LiveBench Data Analysis69.4%—
LiveBench66.9%—

Math Inkling-Small leads

Gemini 2.0 Flash (Feb 2025): 37.9 (#146), Inkling-Small: 45.1 (#77)

Math benchmarks
BenchmarkGemini 2.0 Flash (Feb 2025)Inkling-Small
OTIS Mock AIME 2024-202557.8%90%
LMArena Math13521459
FrontierMath (Tiers 1-3)—46.3%
FrontierMath Tier 4—17.1%
ProofBench—6%
Omni-MATH45.9%—
LiveBench Math75.8%—
MATH Level 582.2%—
FrontierMath (Feb 2025 set)1.7%—

Knowledge Inkling-Small leads

Gemini 2.0 Flash (Feb 2025): 32.0 (#213), Inkling-Small: 48.2 (#77)

Knowledge benchmarks
BenchmarkGemini 2.0 Flash (Feb 2025)Inkling-Small
GPQA Diamond64.1%88.5%
LMArena Expert13391442
Humanity's Last Exam6.6%—
SimpleQA Verified—19.1%
MMLU-Pro73.7%—
Confabulations12.4%—
GPQA (HELM)55.6%—
MMLU79.7%—

Multimodal Inkling-Small leads

Gemini 2.0 Flash (Feb 2025): 36.5 (#79), Inkling-Small: 39.1 (#62)

Multimodal benchmarks
BenchmarkGemini 2.0 Flash (Feb 2025)Inkling-Small
LMArena Vision11581235
GeoBench77%—

Multilingual Inkling-Small leads

Gemini 2.0 Flash (Feb 2025): 47.4 (#149), Inkling-Small: 51.7 (#104)

Multilingual benchmarks
BenchmarkGemini 2.0 Flash (Feb 2025)Inkling-Small
LMArena Non-English13421402
LMArena Chinese13731465
LMArena French13911436
LMArena German13531405
LMArena Japanese12941405
LMArena Korean13131363
LMArena Russian13511391
LMArena Spanish13631428

Instruction Following Too close to call

Gemini 2.0 Flash (Feb 2025): 74.4 (#97), Inkling-Small: 73.8 (#114)

Instruction Following benchmarks
BenchmarkGemini 2.0 Flash (Feb 2025)Inkling-Small
LMArena Instruction Following13361399
LiveBench Instruction Following85.8%—
IFEval84.1%—

Long Context Inkling-Small leads

Gemini 2.0 Flash (Feb 2025): 38.1 (#203), Inkling-Small: 42.7 (#118)

Long Context benchmarks
BenchmarkGemini 2.0 Flash (Feb 2025)Inkling-Small
LMArena Longer Query13441401
Fiction.LiveBench61.1%—

Writing & Preference Inkling-Small leads

Gemini 2.0 Flash (Feb 2025): 49.5 (#190), Inkling-Small: 59.6 (#107)

Writing & Preference benchmarks
BenchmarkGemini 2.0 Flash (Feb 2025)Inkling-Small
LMArena Text13541414
LMArena Creative Writing13401331
EQ-Bench Creative Writing11281491
LMArena Multi-Turn13501418
Short-Story Creative Writing73.8%—
WildBench80%—
LiveBench Language51.3%—

Frequently asked questions

Is Gemini 2.0 Flash (Feb 2025) better than Inkling-Small?

Inkling-Small is the stronger model overall, scoring 46.5 to 35.1 on the Noometry Index.

Is Gemini 2.0 Flash (Feb 2025) or Inkling-Small better for coding?

Inkling-Small scores higher on coding benchmarks: 43.6 versus 28.4 in the Noometry coding category.

How many benchmarks do Gemini 2.0 Flash (Feb 2025) and Inkling-Small share?

23 benchmarks have published results for both models. Gemini 2.0 Flash (Feb 2025) has 54 scored results on Noometry and Inkling-Small has 33.

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