Model comparison

Claude 2 vs Inkling

Inkling is the stronger model overall, scoring 44.1 to 25.0 on the Noometry Index.

Last verified . 4 shared benchmarks.

Claude 2 Anthropic

25.0

Rank #346 Reported

Inkling Thinking Machines Lab

44.1

Rank #80 Confirmed

Summary

  • They share 4 benchmarks with published results for both. Claude 2 scores higher in 0 categories and Inkling in 3 categories; 3 gaps are clear of the uncertainty.
  • The widest gap is in knowledge, where Inkling leads 55.1 to 16.9.
  • The biggest single-benchmark swing is OTIS Mock AIME 2024-2025: 2.5% for Claude 2 and 88.9% for Inkling.
  • Inkling has downloadable open weights; the other is API-only.

Side by side

Claude 2 and Inkling specifications
Claude 2Inkling
ProviderAnthropicThinking Machines Lab
Noometry Index25.044.1
Released2023-07-112026-07-15
WeightsProprietaryOpen
Context window—66K
Max output—66K
Input $ / M tokens—$1.87
Output $ / M tokens—$4.68
Results tracked841

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Category by category

Coding Not comparable

Claude 2: —, Inkling: 34.5 (#234)

Coding benchmarks
BenchmarkClaude 2Inkling
FrontierCode—14%
LMArena WebDev—1413
FrontierSWE—4.1%
SciCode—47%
WeirdML—32.3%
LMArena Coding—1464
ALE-Bench—946
HumanEval+61.6%—

Agentic & Tool Use Not comparable

Claude 2: —, Inkling: 29.6 (#85)

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

Reasoning Inkling leads

Claude 2: 21.7 (#216), Inkling: 40.4 (#56)

Reasoning benchmarks
BenchmarkClaude 2Inkling
DTBench51.9%87.5%
Epoch Capabilities Index120.13148.54
ARC-AGI-2—36.5%
SimpleBench—50%
ARC-AGI-1—79.5%
CritPt—5.4%
Chess Puzzles—21%
LMArena Hard Prompts—1451
LMCA—37.6%

Math Inkling leads

Claude 2: 9.3 (#320), Inkling: 31.3 (#225)

Math benchmarks
BenchmarkClaude 2Inkling
OTIS Mock AIME 2024-20252.5%88.9%
FrontierMath (Tiers 1-3)—33.3%
FrontierMath Tier 4—4.9%
ProofBench—0%
LMArena Math—1479
MATH Level 511.7%—

Knowledge Inkling leads

Claude 2: 16.9 (#287), Inkling: 55.1 (#49)

Knowledge benchmarks
BenchmarkClaude 2Inkling
GPQA Diamond34.7%88.3%
SimpleQA Verified—40.3%
LMArena Expert—1465
MMLU78.5%—
TriviaQA87.5%—

Multilingual Not comparable

Claude 2: —, Inkling: 54.0 (#52)

Multilingual benchmarks
BenchmarkClaude 2Inkling
LMArena Non-English—1434
LMArena Chinese—1490
LMArena French—1458
LMArena German—1446
LMArena Japanese—1429
LMArena Korean—1404
LMArena Russian—1429
LMArena Spanish—1448

Instruction Following Not comparable

Claude 2: —, Inkling: 75.1 (#71)

Instruction Following benchmarks
BenchmarkClaude 2Inkling
LMArena Instruction Following—1426

Long Context Not comparable

Claude 2: —, Inkling: 43.8 (#86)

Long Context benchmarks
BenchmarkClaude 2Inkling
LMArena Longer Query—1434

Writing & Preference Not comparable

Claude 2: —, Inkling: 65.2 (#51)

Writing & Preference benchmarks
BenchmarkClaude 2Inkling
LMArena Text—1441
LMArena Creative Writing—1387
EQ-Bench Creative Writing—1611
EQ-Bench 4—1226
LMArena Multi-Turn—1436

Frequently asked questions

Is Claude 2 better than Inkling?

Inkling is the stronger model overall, scoring 44.1 to 25.0 on the Noometry Index.

How many benchmarks do Claude 2 and Inkling share?

4 benchmarks have published results for both models. Claude 2 has 8 scored results on Noometry and Inkling has 41.

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