Model comparison

Inkling-Small vs Llama 3.2 90B

Inkling-Small is the stronger model overall, scoring 46.5 to 27.5 on the Noometry Index.

Last verified . 4 shared benchmarks.

Inkling-Small Thinking Machines Lab

46.5

Rank #63 Confirmed

Llama 3.2 90B Meta

27.5

Rank #331 Confirmed

Summary

  • They share 4 benchmarks with published results for both. Inkling-Small scores higher in 4 categories and Llama 3.2 90B in 0 categories; 4 gaps are clear of the uncertainty.
  • The widest gap is in math, where Inkling-Small leads 45.1 to 11.1.
  • The biggest single-benchmark swing is OTIS Mock AIME 2024-2025: 90% for Inkling-Small and 2.6% for Llama 3.2 90B.

Side by side

Inkling-Small and Llama 3.2 90B specifications
Inkling-SmallLlama 3.2 90B
ProviderThinking Machines LabMeta
Noometry Index46.527.5
Released2026-07-152024-09-24
WeightsOpenOpen
Context window524K—
Max output1.05M—
Input $ / M tokens$0.45—
Output $ / M tokens$1.20—
Results tracked339

Sponsored placements are available on pages like this one. Advertise on Noometry

Category by category

Coding Not comparable

Inkling-Small: 43.6 (#85), Llama 3.2 90B: —

Coding benchmarks
BenchmarkInkling-SmallLlama 3.2 90B
LMArena WebDev1409—
SciCode48.7%—
LMArena Coding1451—

Agentic & Tool Use Not comparable

Inkling-Small: —, Llama 3.2 90B: 30.0 (#80)

Agentic & Tool Use benchmarks
BenchmarkInkling-SmallLlama 3.2 90B
BALROG—27.3%

Reasoning Inkling-Small leads

Inkling-Small: 38.6 (#63), Llama 3.2 90B: 21.7 (#217)

Reasoning benchmarks
BenchmarkInkling-SmallLlama 3.2 90B
Epoch Capabilities Index150.15125.5
ARC-AGI-240.1%—
ARC-AGI-184%—
CritPt8.3%—
Chess Puzzles18%—
EnigmaEval—0.4%
LMArena Hard Prompts1423—
Mystery Game Puzzles6%—

Math Inkling-Small leads

Inkling-Small: 45.1 (#77), Llama 3.2 90B: 11.1 (#308)

Math benchmarks
BenchmarkInkling-SmallLlama 3.2 90B
OTIS Mock AIME 2024-202590%2.6%
FrontierMath (Tiers 1-3)46.3%—
FrontierMath Tier 417.1%—
ProofBench6%—
LMArena Math1459—
MATH Level 5—39.4%

Knowledge Inkling-Small leads

Inkling-Small: 48.2 (#77), Llama 3.2 90B: 21.7 (#274)

Knowledge benchmarks
BenchmarkInkling-SmallLlama 3.2 90B
GPQA Diamond88.5%41%
SimpleQA Verified19.1%—
LMArena Expert1442—
MMLU—80.3%

Multimodal Inkling-Small leads

Inkling-Small: 39.1 (#62), Llama 3.2 90B: 25.4 (#124)

Multimodal benchmarks
BenchmarkInkling-SmallLlama 3.2 90B
LMArena Vision12351000
GeoBench—52%

Multilingual Not comparable

Inkling-Small: 51.7 (#104), Llama 3.2 90B: —

Multilingual benchmarks
BenchmarkInkling-SmallLlama 3.2 90B
LMArena Non-English1402—
LMArena Chinese1465—
LMArena French1436—
LMArena German1405—
LMArena Japanese1405—
LMArena Korean1363—
LMArena Russian1391—
LMArena Spanish1428—

Instruction Following Not comparable

Inkling-Small: 73.8 (#114), Llama 3.2 90B: —

Instruction Following benchmarks
BenchmarkInkling-SmallLlama 3.2 90B
LMArena Instruction Following1399—

Long Context Not comparable

Inkling-Small: 42.7 (#118), Llama 3.2 90B: —

Long Context benchmarks
BenchmarkInkling-SmallLlama 3.2 90B
LMArena Longer Query1401—

Writing & Preference Not comparable

Inkling-Small: 59.6 (#107), Llama 3.2 90B: —

Writing & Preference benchmarks
BenchmarkInkling-SmallLlama 3.2 90B
LMArena Text1414—
LMArena Creative Writing1331—
EQ-Bench Creative Writing1491—
LMArena Multi-Turn1418—

Frequently asked questions

Is Inkling-Small better than Llama 3.2 90B?

Inkling-Small is the stronger model overall, scoring 46.5 to 27.5 on the Noometry Index.

How many benchmarks do Inkling-Small and Llama 3.2 90B share?

4 benchmarks have published results for both models. Inkling-Small has 33 scored results on Noometry and Llama 3.2 90B has 9.

Related comparisons

Go deeper