Model comparison

Codellama 70b Instruct vs Inkling-Small

Inkling-Small is the stronger model overall, scoring 46.5 to 33.7 on the Noometry Index.

Last verified . 4 shared benchmarks.

Codellama 70b Instruct Meta

33.7

Rank #237 Confirmed

Inkling-Small Thinking Machines Lab

46.5

Rank #63 Confirmed

Summary

  • They share 4 benchmarks with published results for both. Codellama 70b Instruct scores higher in 0 categories and Inkling-Small in 5 categories; 5 gaps are clear of the uncertainty.
  • The widest gap is in multilingual, where Inkling-Small leads 51.7 to 24.8.

Side by side

Codellama 70b Instruct and Inkling-Small specifications
Codellama 70b InstructInkling-Small
ProviderMetaThinking Machines Lab
Noometry Index33.746.5
Released—2026-07-15
WeightsOpenOpen
Context window—524K
Max output—1.05M
Input $ / M tokens—$0.45
Output $ / M tokens—$1.20
Results tracked733

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Category by category

Coding Inkling-Small leads

Codellama 70b Instruct: 37.6 (#193), Inkling-Small: 43.6 (#85)

Coding benchmarks
BenchmarkCodellama 70b InstructInkling-Small
LMArena WebDev—1409
SciCode—48.7%
BigCodeBench Instruct40.7%—
LMArena Coding—1451
BigCodeBench Complete49.6%—
HumanEval+65.9%—

Reasoning Inkling-Small leads

Codellama 70b Instruct: 20.1 (#242), Inkling-Small: 38.6 (#63)

Reasoning benchmarks
BenchmarkCodellama 70b InstructInkling-Small
LMArena Hard Prompts10521423
ARC-AGI-2—40.1%
ARC-AGI-1—84%
CritPt—8.3%
Chess Puzzles—18%
Mystery Game Puzzles—6%
Epoch Capabilities Index—150.15

Math Not comparable

Codellama 70b Instruct: —, Inkling-Small: 45.1 (#77)

Math benchmarks
BenchmarkCodellama 70b InstructInkling-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

Codellama 70b Instruct: —, Inkling-Small: 48.2 (#77)

Knowledge benchmarks
BenchmarkCodellama 70b InstructInkling-Small
GPQA Diamond—88.5%
SimpleQA Verified—19.1%
LMArena Expert—1442

Multimodal Not comparable

Codellama 70b Instruct: —, Inkling-Small: 39.1 (#62)

Multimodal benchmarks
BenchmarkCodellama 70b InstructInkling-Small
LMArena Vision—1235

Multilingual Inkling-Small leads

Codellama 70b Instruct: 24.8 (#288), Inkling-Small: 51.7 (#104)

Multilingual benchmarks
BenchmarkCodellama 70b InstructInkling-Small
LMArena Non-English9921402
LMArena Chinese—1465
LMArena French—1436
LMArena German—1405
LMArena Japanese—1405
LMArena Korean—1363
LMArena Russian—1391
LMArena Spanish—1428

Instruction Following Inkling-Small leads

Codellama 70b Instruct: 51.9 (#293), Inkling-Small: 73.8 (#114)

Instruction Following benchmarks
BenchmarkCodellama 70b InstructInkling-Small
LMArena Instruction Following10241399

Long Context Not comparable

Codellama 70b Instruct: —, Inkling-Small: 42.7 (#118)

Long Context benchmarks
BenchmarkCodellama 70b InstructInkling-Small
LMArena Longer Query—1401

Writing & Preference Inkling-Small leads

Codellama 70b Instruct: 33.4 (#277), Inkling-Small: 59.6 (#107)

Writing & Preference benchmarks
BenchmarkCodellama 70b InstructInkling-Small
LMArena Text10571414
LMArena Creative Writing—1331
EQ-Bench Creative Writing—1491
LMArena Multi-Turn—1418

Frequently asked questions

Is Codellama 70b Instruct better than Inkling-Small?

Inkling-Small is the stronger model overall, scoring 46.5 to 33.7 on the Noometry Index.

Is Codellama 70b Instruct or Inkling-Small better for coding?

Inkling-Small scores higher on coding benchmarks: 43.6 versus 37.6 in the Noometry coding category.

How many benchmarks do Codellama 70b Instruct and Inkling-Small share?

4 benchmarks have published results for both models. Codellama 70b Instruct has 7 scored results on Noometry and Inkling-Small has 33.

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