Model comparison

Llama 3.1-8B vs Llama 4 Maverick

Llama 4 Maverick is the stronger model overall, scoring 30.9 to 23.0 on the Noometry Index. Llama 3.1-8B costs 5.3× less per token, which makes it the better buy when Llama 4 Maverick's lead doesn't matter for your workload.

Last verified . 35 shared benchmarks.

Llama 3.1-8B Meta

23.0

Rank #352 Confirmed

Llama 4 Maverick Meta

30.9

Rank #282 Confirmed

Summary

  • They share 35 benchmarks with published results for both. Llama 3.1-8B scores higher in 2 categories and Llama 4 Maverick in 7 categories; 9 gaps are clear of the uncertainty.
  • The widest gap is in knowledge, where Llama 4 Maverick leads 33.4 to 8.0.
  • The biggest single-benchmark swing is MATH Level 5: 22.9% for Llama 3.1-8B and 73% for Llama 4 Maverick.
  • Llama 3.1-8B is cheaper at $0.05 / $0.08 per million input/output tokens, against $0.19 / $0.65 for Llama 4 Maverick.

Side by side

Llama 3.1-8B and Llama 4 Maverick specifications
Llama 3.1-8BLlama 4 Maverick
ProviderMetaMeta
Noometry Index23.030.9
Released2024-07-232025-04-05
WeightsOpenOpen
Context window128K128K
Max output4K4K
Input $ / M tokens$0.05$0.19
Output $ / M tokens$0.08$0.65
Results tracked4354

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Category by category

Coding Llama 4 Maverick leads

Llama 3.1-8B: 20.2 (#340), Llama 4 Maverick: 26.6 (#324)

Coding benchmarks
BenchmarkLlama 3.1-8BLlama 4 Maverick
SciCode13.2%33.1%
WeirdML1.7%24.5%
BigCodeBench Instruct32.8%49.7%
LMArena Coding11951302
BigCodeBench Complete40.5%61.4%
SWE-bench Verified (bash only)—21%
Aider Polyglot—15.6%
ALE-Bench—172.97
HumanEval+62.8%—
MBPP+55.6%—

Agentic & Tool Use Llama 4 Maverick leads

Llama 3.1-8B: 22.5 (#131), Llama 4 Maverick: 28.2 (#91)

Agentic & Tool Use benchmarks
BenchmarkLlama 3.1-8BLlama 4 Maverick
Berkeley Function Calling Leaderboard25.8%37.3%
BALROG15.1%—

Reasoning Llama 3.1-8B leads

Llama 3.1-8B: 14.9 (#321), Llama 4 Maverick: 10.1 (#342)

Reasoning benchmarks
BenchmarkLlama 3.1-8BLlama 4 Maverick
CritPt0%0%
LMArena Hard Prompts11751281
DTBench50.9%61.9%
LMCA5.4%15.9%
Epoch Capabilities Index116.57132.2
ARC-AGI-2—0%
SimpleBench—27.7%
Kagi LLM Benchmark—55.9%
NYT Connections (extended)—8%
ARC-AGI-1—4.4%
Chess Puzzles0%—
EnigmaEval—0.6%
ForecastBench—57.5
PIQA81.2%—

Math Llama 4 Maverick leads

Llama 3.1-8B: 10.2 (#317), Llama 4 Maverick: 26.0 (#262)

Math benchmarks
BenchmarkLlama 3.1-8BLlama 4 Maverick
OTIS Mock AIME 2024-20251.7%20.6%
Omni-MATH13.7%42.2%
LMArena Math11791299
MATH Level 522.9%73%
FrontierMath (Feb 2025 set)—0.7%
GSM8K82.4%—

Knowledge Llama 4 Maverick leads

Llama 3.1-8B: 8.0 (#307), Llama 4 Maverick: 33.4 (#204)

Knowledge benchmarks
BenchmarkLlama 3.1-8BLlama 4 Maverick
GPQA Diamond27%67%
MMLU-Pro40.6%81%
GPQA (HELM)24.7%65%
LMArena Expert11441259
Humanity's Last Exam—5.7%
Confabulations—22.6%
Vectara Hallucination Rate—8.2%
BoolQ82.8%—
MMLU56.1%—

Multimodal Not comparable

Llama 3.1-8B: —, Llama 4 Maverick: 31.6 (#105)

Multimodal benchmarks
BenchmarkLlama 3.1-8BLlama 4 Maverick
LMArena Vision—1142
GeoBench—52%
SpatialViz-Bench—31.8%

Multilingual Llama 4 Maverick leads

Llama 3.1-8B: 34.0 (#249), Llama 4 Maverick: 42.2 (#195)

Multilingual benchmarks
BenchmarkLlama 3.1-8BLlama 4 Maverick
LMArena Non-English11481269
LMArena Chinese11511277
LMArena French11771259
LMArena German11441291
LMArena Japanese10611207
LMArena Korean10531203
LMArena Russian11581286
LMArena Spanish11691293

Instruction Following Llama 4 Maverick leads

Llama 3.1-8B: 58.9 (#258), Llama 4 Maverick: 71.7 (#146)

Instruction Following benchmarks
BenchmarkLlama 3.1-8BLlama 4 Maverick
IFEval74.3%90.8%
LMArena Instruction Following11591267

Long Context Llama 3.1-8B leads

Llama 3.1-8B: 35.8 (#238), Llama 4 Maverick: 31.4 (#279)

Long Context benchmarks
BenchmarkLlama 3.1-8BLlama 4 Maverick
LMArena Longer Query11821280
Fiction.LiveBench—46.2%

Writing & Preference Llama 4 Maverick leads

Llama 3.1-8B: 29.7 (#290), Llama 4 Maverick: 38.8 (#252)

Writing & Preference benchmarks
BenchmarkLlama 3.1-8BLlama 4 Maverick
LMArena Text11871287
LMArena Creative Writing11541267
EQ-Bench Creative Writing713860
WildBench68.7%80%
LMArena Multi-Turn11721289
Short-Story Creative Writing—62%

Frequently asked questions

Is Llama 3.1-8B better than Llama 4 Maverick?

Llama 4 Maverick is the stronger model overall, scoring 30.9 to 23.0 on the Noometry Index. Llama 3.1-8B costs 5.3× less per token, which makes it the better buy when Llama 4 Maverick's lead doesn't matter for your workload.

Which is cheaper, Llama 3.1-8B or Llama 4 Maverick?

Llama 3.1-8B is cheaper. It lists at $0.05 per million input tokens and $0.08 per million output tokens; Llama 4 Maverick lists at $0.19 and $0.65.

Is Llama 3.1-8B or Llama 4 Maverick better for coding?

Llama 4 Maverick scores higher on coding benchmarks: 26.6 versus 20.2 in the Noometry coding category.

Which has the bigger context window?

Both accept 128K tokens.

How many benchmarks do Llama 3.1-8B and Llama 4 Maverick share?

35 benchmarks have published results for both models. Llama 3.1-8B has 43 scored results on Noometry and Llama 4 Maverick has 54.

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