Model comparison

Gemini 2.5 Flash vs Inkling-Small

Inkling-Small is the stronger model overall, scoring 46.5 to 39.3 on the Noometry Index.

Last verified . 24 shared benchmarks.

Gemini 2.5 Flash Google

39.3

Rank #170 Confirmed

Inkling-Small Thinking Machines Lab

46.5

Rank #63 Confirmed

Summary

  • They share 24 benchmarks with published results for both. Gemini 2.5 Flash scores higher in 4 categories and Inkling-Small in 5 categories; 8 gaps are clear of the uncertainty.
  • The widest gap is in reasoning, where Inkling-Small leads 38.6 to 18.1.
  • The biggest single-benchmark swing is ARC-AGI-1: 33.3% for Gemini 2.5 Flash and 84% for Inkling-Small.
  • Inkling-Small is cheaper at $0.45 / $1.20 per million input/output tokens, against $0.30 / $2.50 for Gemini 2.5 Flash.
  • Gemini 2.5 Flash accepts more context: 1.05M tokens versus 524K.
  • Inkling-Small has downloadable open weights; the other is API-only.

Side by side

Gemini 2.5 Flash and Inkling-Small specifications
Gemini 2.5 FlashInkling-Small
ProviderGoogleThinking Machines Lab
Noometry Index39.346.5
Released2025-04-172026-07-15
WeightsProprietaryOpen
Context window1.05M524K
Max output66K1.05M
Input $ / M tokens$0.30$0.45
Output $ / M tokens$2.50$1.20
Results tracked5433

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Category by category

Coding Inkling-Small leads

Gemini 2.5 Flash: 35.8 (#220), Inkling-Small: 43.6 (#85)

Coding benchmarks
BenchmarkGemini 2.5 FlashInkling-Small
LMArena Coding14241451
SWE-bench Verified (bash only)28.7%—
Aider Polyglot55.1%—
LMArena WebDev—1409
SciCode—48.7%
WeirdML41.9%—
ALE-Bench661.88—

Agentic & Tool Use Not comparable

Gemini 2.5 Flash: 30.8 (#74), Inkling-Small: —

Agentic & Tool Use benchmarks
BenchmarkGemini 2.5 FlashInkling-Small
Terminal-Bench17.1%—
Berkeley Function Calling Leaderboard56.2%—
TheAgentCompany41.1%—
BALROG33.5%—
Vending-Bench 2548.84—

Reasoning Inkling-Small leads

Gemini 2.5 Flash: 18.1 (#286), Inkling-Small: 38.6 (#63)

Reasoning benchmarks
BenchmarkGemini 2.5 FlashInkling-Small
ARC-AGI-22.5%40.1%
ARC-AGI-133.3%84%
CritPt1.1%8.3%
LMArena Hard Prompts14221423
Epoch Capabilities Index143.03150.15
SimpleBench41.2%—
Kagi LLM Benchmark56.8%—
Chess Puzzles—18%
EnigmaEval2.7%—
Mystery Game Puzzles—6%
DTBench76.5%—
LMCA27.5%—
ForecastBench60.6—

Math Inkling-Small leads

Gemini 2.5 Flash: 39.9 (#98), Inkling-Small: 45.1 (#77)

Math benchmarks
BenchmarkGemini 2.5 FlashInkling-Small
OTIS Mock AIME 2024-202573.1%90%
LMArena Math14151459
FrontierMath (Tiers 1-3)—46.3%
FrontierMath Tier 4—17.1%
ProofBench—6%
Omni-MATH38.5%—
FrontierMath (Feb 2025 set)4.8%—
FrontierMath Tier 4 (v1)4.2%—

Knowledge Inkling-Small leads

Gemini 2.5 Flash: 36.4 (#168), Inkling-Small: 48.2 (#77)

Knowledge benchmarks
BenchmarkGemini 2.5 FlashInkling-Small
LMArena Expert14261442
GPQA Diamond—88.5%
Humanity's Last Exam12.1%—
SimpleQA Verified—19.1%
MMLU-Pro63.9%—
Confabulations16.8%—
Vectara Hallucination Rate7.8%—
GPQA (HELM)39%—

Multimodal Gemini 2.5 Flash leads

Gemini 2.5 Flash: 41.8 (#32), Inkling-Small: 39.1 (#62)

Multimodal benchmarks
BenchmarkGemini 2.5 FlashInkling-Small
LMArena Vision12531235
GeoBench76%—
VPCT46.2%—
SpatialViz-Bench36.9%—

Multilingual Too close to call

Gemini 2.5 Flash: 52.3 (#88), Inkling-Small: 51.7 (#104)

Multilingual benchmarks
BenchmarkGemini 2.5 FlashInkling-Small
LMArena Non-English14091402
LMArena Chinese14501465
LMArena French14331436
LMArena German14181405
LMArena Japanese14051405
LMArena Korean13851363
LMArena Russian14151391
LMArena Spanish14211428

Instruction Following Gemini 2.5 Flash leads

Gemini 2.5 Flash: 75.7 (#54), Inkling-Small: 73.8 (#114)

Instruction Following benchmarks
BenchmarkGemini 2.5 FlashInkling-Small
LMArena Instruction Following14051399
IFEval89.8%—

Long Context Gemini 2.5 Flash leads

Gemini 2.5 Flash: 47.5 (#17), Inkling-Small: 42.7 (#118)

Long Context benchmarks
BenchmarkGemini 2.5 FlashInkling-Small
LMArena Longer Query14191401
Fiction.LiveBench77.8%—

Writing & Preference Inkling-Small leads

Gemini 2.5 Flash: 53.8 (#157), Inkling-Small: 59.6 (#107)

Writing & Preference benchmarks
BenchmarkGemini 2.5 FlashInkling-Small
LMArena Text14171414
LMArena Creative Writing14001331
EQ-Bench Creative Writing11371491
LMArena Multi-Turn14081418
Short-Story Creative Writing76.5%—
WildBench81.7%—

Frequently asked questions

Is Gemini 2.5 Flash better than Inkling-Small?

Inkling-Small is the stronger model overall, scoring 46.5 to 39.3 on the Noometry Index.

Which is cheaper, Gemini 2.5 Flash or Inkling-Small?

Inkling-Small is cheaper. It lists at $0.45 per million input tokens and $1.20 per million output tokens; Gemini 2.5 Flash lists at $0.30 and $2.50.

Is Gemini 2.5 Flash or Inkling-Small better for coding?

Inkling-Small scores higher on coding benchmarks: 43.6 versus 35.8 in the Noometry coding category.

Which has the bigger context window?

Gemini 2.5 Flash does, with 1.05M tokens against 524K.

How many benchmarks do Gemini 2.5 Flash and Inkling-Small share?

24 benchmarks have published results for both models. Gemini 2.5 Flash has 54 scored results on Noometry and Inkling-Small has 33.

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