Model comparison

Llama 4 Scout vs Qwen3 Coder Next

Qwen3 Coder Next is the stronger model overall, scoring 33.8 to 27.4 on the Noometry Index. Llama 4 Scout costs 1.9× less per token, which makes it the better buy when Qwen3 Coder Next's lead doesn't matter for your workload.

Last verified . 2 shared benchmarks.

Llama 4 Scout Meta

27.4

Rank #323 Confirmed

Qwen3 Coder Next Alibaba (Qwen)

33.8

Rank #229 Reported

Summary

  • They share 2 benchmarks with published results for both. Llama 4 Scout scores higher in 0 categories and Qwen3 Coder Next in 2 categories; 2 gaps are clear of the uncertainty.
  • The widest gap is in coding, where Qwen3 Coder Next leads 35.8 to 19.9.
  • The biggest single-benchmark swing is SciCode: 17% for Llama 4 Scout and 32.3% for Qwen3 Coder Next.
  • Llama 4 Scout is cheaper at $0.10 / $0.30 per million input/output tokens, against $0.12 / $0.80 for Qwen3 Coder Next.
  • Qwen3 Coder Next accepts more context: 262K tokens versus 128K.

Side by side

Llama 4 Scout and Qwen3 Coder Next specifications
Llama 4 ScoutQwen3 Coder Next
ProviderMetaAlibaba (Qwen)
Noometry Index27.433.8
Released2025-04-052026-02-02
WeightsOpenOpen
Context window128K262K
Max output4K66K
Input $ / M tokens$0.10$0.12
Output $ / M tokens$0.30$0.80
Results tracked433

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Category by category

Coding Qwen3 Coder Next leads

Llama 4 Scout: 19.9 (#334), Qwen3 Coder Next: 35.8 (#206)

Coding benchmarks
BenchmarkLlama 4 ScoutQwen3 Coder Next
SciCode17%32.3%
SWE-bench Verified (bash only)9.1%—
WeirdML—34.4%
LMArena Coding1286—
BigCodeBench Complete43.1%—

Agentic & Tool Use Not comparable

Llama 4 Scout: 24.4 (#109), Qwen3 Coder Next: —

Agentic & Tool Use benchmarks
BenchmarkLlama 4 ScoutQwen3 Coder Next
Berkeley Function Calling Leaderboard28.1%—

Reasoning Qwen3 Coder Next leads

Llama 4 Scout: 9.2 (#339), Qwen3 Coder Next: 21.7 (#191)

Reasoning benchmarks
BenchmarkLlama 4 ScoutQwen3 Coder Next
CritPt0%0%
ARC-AGI-20%—
Kagi LLM Benchmark36.9%—
ARC-AGI-10.5%—
LMArena Hard Prompts1266—
DTBench57.9%—
LMCA12%—
Epoch Capabilities Index129.64—
ForecastBench57.5—

Math Not comparable

Llama 4 Scout: 18.4 (#280), Qwen3 Coder Next: —

Math benchmarks
BenchmarkLlama 4 ScoutQwen3 Coder Next
OTIS Mock AIME 2024-20257.8%—
Omni-MATH37.3%—
LMArena Math1286—
MATH Level 562.3%—
FrontierMath (Feb 2025 set)0%—

Knowledge Not comparable

Llama 4 Scout: 31.8 (#208), Qwen3 Coder Next: —

Knowledge benchmarks
BenchmarkLlama 4 ScoutQwen3 Coder Next
GPQA Diamond51.8%—
MMLU-Pro74.2%—
Vectara Hallucination Rate7.7%—
GPQA (HELM)50.7%—
LMArena Expert1236—

Multimodal Not comparable

Llama 4 Scout: 31.6 (#98), Qwen3 Coder Next: —

Multimodal benchmarks
BenchmarkLlama 4 ScoutQwen3 Coder Next
LMArena Vision1118—
SpatialViz-Bench34.2%—

Multilingual Not comparable

Llama 4 Scout: 41.3 (#207), Qwen3 Coder Next: —

Multilingual benchmarks
BenchmarkLlama 4 ScoutQwen3 Coder Next
LMArena Non-English1253—
LMArena Chinese1256—
LMArena French1283—
LMArena German1274—
LMArena Japanese1209—
LMArena Korean1207—
LMArena Russian1263—
LMArena Spanish1277—

Instruction Following Not comparable

Llama 4 Scout: 66.0 (#212), Qwen3 Coder Next: —

Instruction Following benchmarks
BenchmarkLlama 4 ScoutQwen3 Coder Next
IFEval81.8%—
LMArena Instruction Following1248—

Long Context Not comparable

Llama 4 Scout: 27.5 (#289), Qwen3 Coder Next: —

Long Context benchmarks
BenchmarkLlama 4 ScoutQwen3 Coder Next
Fiction.LiveBench36%—
LMArena Longer Query1265—

Writing & Preference Not comparable

Llama 4 Scout: 37.1 (#256), Qwen3 Coder Next: —

Writing & Preference benchmarks
BenchmarkLlama 4 ScoutQwen3 Coder Next
LMArena Text1279—
LMArena Creative Writing1249—
EQ-Bench Creative Writing783—
WildBench78%—
LMArena Multi-Turn1281—

Frequently asked questions

Is Llama 4 Scout better than Qwen3 Coder Next?

Qwen3 Coder Next is the stronger model overall, scoring 33.8 to 27.4 on the Noometry Index. Llama 4 Scout costs 1.9× less per token, which makes it the better buy when Qwen3 Coder Next's lead doesn't matter for your workload.

Which is cheaper, Llama 4 Scout or Qwen3 Coder Next?

Llama 4 Scout is cheaper. It lists at $0.10 per million input tokens and $0.30 per million output tokens; Qwen3 Coder Next lists at $0.12 and $0.80.

Is Llama 4 Scout or Qwen3 Coder Next better for coding?

Qwen3 Coder Next scores higher on coding benchmarks: 35.8 versus 19.9 in the Noometry coding category.

Which has the bigger context window?

Qwen3 Coder Next does, with 262K tokens against 128K.

How many benchmarks do Llama 4 Scout and Qwen3 Coder Next share?

2 benchmarks have published results for both models. Llama 4 Scout has 43 scored results on Noometry and Qwen3 Coder Next has 3.

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