Model comparison

Inkling-Small vs Qwen3.7 Plus

Inkling-Small is the stronger model overall, scoring 46.5 to 45.3 on the Noometry Index.

Last verified . 26 shared benchmarks.

Inkling-Small Thinking Machines Lab

46.5

Rank #63 Confirmed

Qwen3.7 Plus Alibaba (Qwen)

45.3

Rank #72 Confirmed

Summary

  • They share 26 benchmarks with published results for both. Inkling-Small scores higher in 1 category and Qwen3.7 Plus in 8 categories; 8 gaps are clear of the uncertainty.
  • The widest gap is in coding, where Inkling-Small leads 43.6 to 36.6.
  • The biggest single-benchmark swing is FrontierMath (Tiers 1-3): 46.3% for Inkling-Small and 34.4% for Qwen3.7 Plus.
  • Inkling-Small is cheaper at $0.45 / $1.20 per million input/output tokens, against $0.40 / $1.60 for Qwen3.7 Plus.
  • Qwen3.7 Plus accepts more context: 1M tokens versus 524K.
  • Inkling-Small has downloadable open weights; the other is API-only.

Side by side

Inkling-Small and Qwen3.7 Plus specifications
Inkling-SmallQwen3.7 Plus
ProviderThinking Machines LabAlibaba (Qwen)
Noometry Index46.545.3
Released2026-07-152026-06-02
WeightsOpenProprietary
Context window524K1M
Max output1.05M131K
Input $ / M tokens$0.45$0.40
Output $ / M tokens$1.20$1.60
Results tracked3332

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Category by category

Coding Inkling-Small leads

Inkling-Small: 43.6 (#85), Qwen3.7 Plus: 36.6 (#206)

Coding benchmarks
BenchmarkInkling-SmallQwen3.7 Plus
SciCode48.7%45.5%
LMArena Coding14511473
FrontierCode—10.2%
LMArena WebDev1409—

Agentic & Tool Use Not comparable

Inkling-Small: —, Qwen3.7 Plus: 21.4 (#138)

Agentic & Tool Use benchmarks
BenchmarkInkling-SmallQwen3.7 Plus
OSWorld 2.0—2.8%

Reasoning Too close to call

Inkling-Small: 38.6 (#63), Qwen3.7 Plus: 39.3 (#59)

Reasoning benchmarks
BenchmarkInkling-SmallQwen3.7 Plus
CritPt8.3%9.1%
Chess Puzzles18%24%
LMArena Hard Prompts14231460
Mystery Game Puzzles6%17%
Epoch Capabilities Index150.15147.37
ARC-AGI-240.1%—
NYT Connections (extended)—74.8%
ARC-AGI-184%—
DTBench—84%
LMCA—37.6%

Math Qwen3.7 Plus leads

Inkling-Small: 45.1 (#77), Qwen3.7 Plus: 50.5 (#56)

Math benchmarks
BenchmarkInkling-SmallQwen3.7 Plus
FrontierMath (Tiers 1-3)46.3%34.4%
OTIS Mock AIME 2024-202590%93.3%
LMArena Math14591466
FrontierMath Tier 417.1%—
ProofBench6%—

Knowledge Qwen3.7 Plus leads

Inkling-Small: 48.2 (#77), Qwen3.7 Plus: 54.9 (#51)

Knowledge benchmarks
BenchmarkInkling-SmallQwen3.7 Plus
GPQA Diamond88.5%87.9%
LMArena Expert14421467
SimpleQA Verified19.1%—

Multimodal Qwen3.7 Plus leads

Inkling-Small: 39.1 (#62), Qwen3.7 Plus: 41.8 (#33)

Multimodal benchmarks
BenchmarkInkling-SmallQwen3.7 Plus
LMArena Vision12351279
LMArena Document—1444

Multilingual Qwen3.7 Plus leads

Inkling-Small: 51.7 (#104), Qwen3.7 Plus: 54.8 (#38)

Multilingual benchmarks
BenchmarkInkling-SmallQwen3.7 Plus
LMArena Non-English14021445
LMArena Chinese14651510
LMArena French14361473
LMArena German14051471
LMArena Japanese14051413
LMArena Korean13631415
LMArena Russian13911457
LMArena Spanish14281457

Instruction Following Qwen3.7 Plus leads

Inkling-Small: 73.8 (#114), Qwen3.7 Plus: 75.8 (#52)

Instruction Following benchmarks
BenchmarkInkling-SmallQwen3.7 Plus
LMArena Instruction Following13991440

Long Context Qwen3.7 Plus leads

Inkling-Small: 42.7 (#118), Qwen3.7 Plus: 44.5 (#65)

Long Context benchmarks
BenchmarkInkling-SmallQwen3.7 Plus
LMArena Longer Query14011455

Writing & Preference Qwen3.7 Plus leads

Inkling-Small: 59.6 (#107), Qwen3.7 Plus: 64.3 (#56)

Writing & Preference benchmarks
BenchmarkInkling-SmallQwen3.7 Plus
LMArena Text14141455
LMArena Creative Writing13311439
LMArena Multi-Turn14181460
EQ-Bench Creative Writing1491—

Frequently asked questions

Is Inkling-Small better than Qwen3.7 Plus?

Inkling-Small is the stronger model overall, scoring 46.5 to 45.3 on the Noometry Index.

Which is cheaper, Inkling-Small or Qwen3.7 Plus?

Inkling-Small is cheaper. It lists at $0.45 per million input tokens and $1.20 per million output tokens; Qwen3.7 Plus lists at $0.40 and $1.60.

Is Inkling-Small or Qwen3.7 Plus better for coding?

Inkling-Small scores higher on coding benchmarks: 43.6 versus 36.6 in the Noometry coding category.

Which has the bigger context window?

Qwen3.7 Plus does, with 1M tokens against 524K.

How many benchmarks do Inkling-Small and Qwen3.7 Plus share?

26 benchmarks have published results for both models. Inkling-Small has 33 scored results on Noometry and Qwen3.7 Plus has 32.

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