Model comparison

Llama 2-70B vs o4-mini

o4-mini is the stronger model overall, scoring 41.6 to 24.4 on the Noometry Index.

Last verified . 23 shared benchmarks.

Llama 2-70B Meta

24.4

Rank #349 Confirmed

o4-mini OpenAI

41.6

Rank #132 Confirmed

Summary

  • They share 23 benchmarks with published results for both. Llama 2-70B scores higher in 0 categories and o4-mini in 8 categories; 8 gaps are clear of the uncertainty.
  • The widest gap is in knowledge, where o4-mini leads 43.6 to 7.4.
  • The biggest single-benchmark swing is MATH Level 5: 3.3% for Llama 2-70B and 97.8% for o4-mini.
  • Llama 2-70B has downloadable open weights; the other is API-only.

Side by side

Llama 2-70B and o4-mini specifications
Llama 2-70Bo4-mini
ProviderMetaOpenAI
Noometry Index24.441.6
Released2023-07-182025-04-16
WeightsOpenProprietary
Context window—200K
Max output—100K
Input $ / M tokens—$1.10
Output $ / M tokens—$4.40
Results tracked3560

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Category by category

Coding o4-mini leads

Llama 2-70B: 31.4 (#286), o4-mini: 40.9 (#127)

Coding benchmarks
BenchmarkLlama 2-70Bo4-mini
LMArena Coding10791368
SWE-bench Verified (bash only)—45%
Aider Polyglot—72%
GSO—3.6%
WeirdML—52.6%
CadEval—62%
ALE-Bench—826.17
AlgoTune—1.72

Agentic & Tool Use Not comparable

Llama 2-70B: —, o4-mini: 32.6 (#61)

Agentic & Tool Use benchmarks
BenchmarkLlama 2-70Bo4-mini
Berkeley Function Calling Leaderboard—53.2%
GDPval—25.3%
METR Time Horizons—63.9%

Reasoning o4-mini leads

Llama 2-70B: 14.4 (#325), o4-mini: 24.6 (#162)

Reasoning benchmarks
BenchmarkLlama 2-70Bo4-mini
LMArena Hard Prompts10731351
DTBench41.6%77.6%
Epoch Capabilities Index113.79145.64
ForecastBench51.461.8
ARC-AGI-2—6.1%
SimpleBench—38.7%
Kagi LLM Benchmark—67.6%
ARC-AGI-1—58.7%
CritPt—0.6%
Chess Puzzles—26%
EnigmaEval—9.2%
Mystery Game Puzzles—5%
LMCA—26.5%
BIG-Bench Hard64.9%—
CommonsenseQA 2.050%—
HellaSwag85.3%—
LAMBADA78.9%—
PIQA82.8%—
WinoGrande80.2%—

Math o4-mini leads

Llama 2-70B: 8.1 (#326), o4-mini: 40.8 (#89)

Math benchmarks
BenchmarkLlama 2-70Bo4-mini
OTIS Mock AIME 2024-20250%81.7%
LMArena Math10911389
MATH Level 53.3%97.8%
FrontierMath (Tiers 1-3)—36.1%
FrontierMath Tier 4—4.9%
Omni-MATH—72%
FrontierMath (Feb 2025 set)—24.8%
FrontierMath Tier 4 (v1)—6.3%
GSM8K69.6%—

Knowledge o4-mini leads

Llama 2-70B: 7.4 (#310), o4-mini: 43.6 (#91)

Knowledge benchmarks
BenchmarkLlama 2-70Bo4-mini
GPQA Diamond26.3%79.6%
LMArena Expert10391343
Humanity's Last Exam—18.1%
SimpleQA Verified—19.6%
MMLU-Pro—82%
Confabulations—15.8%
Vectara Hallucination Rate—18.6%
GPQA (HELM)—73.5%
ARC (AI2) Challenge78.3%—
BoolQ88.6%—
MMLU69.9%—
OpenBookQA60.2%—
TriviaQA87.6%—

Multimodal Not comparable

Llama 2-70B: —, o4-mini: 40.2 (#49)

Multimodal benchmarks
BenchmarkLlama 2-70Bo4-mini
LMArena Vision—1194
GeoBench—64%
VPCT—57.5%

Multilingual o4-mini leads

Llama 2-70B: 27.7 (#274), o4-mini: 47.0 (#154)

Multilingual benchmarks
BenchmarkLlama 2-70Bo4-mini
LMArena Non-English10451337
LMArena Chinese9951354
LMArena French10901364
LMArena German10411336
LMArena Japanese9271308
LMArena Korean9641312
LMArena Russian10831334
LMArena Spanish11431347

Instruction Following o4-mini leads

Llama 2-70B: 54.9 (#278), o4-mini: 75.2 (#68)

Instruction Following benchmarks
BenchmarkLlama 2-70Bo4-mini
LMArena Instruction Following10711321
IFEval—92.8%

Long Context o4-mini leads

Llama 2-70B: 32.3 (#270), o4-mini: 45.5 (#33)

Long Context benchmarks
BenchmarkLlama 2-70Bo4-mini
LMArena Longer Query10621315
Fiction.LiveBench—77.8%

Writing & Preference o4-mini leads

Llama 2-70B: 32.3 (#279), o4-mini: 54.0 (#152)

Writing & Preference benchmarks
BenchmarkLlama 2-70Bo4-mini
LMArena Text11151353
LMArena Creative Writing10751294
LMArena Multi-Turn10881350
Short-Story Creative Writing—75%
WildBench—85.4%

Frequently asked questions

Is Llama 2-70B better than o4-mini?

o4-mini is the stronger model overall, scoring 41.6 to 24.4 on the Noometry Index.

Is Llama 2-70B or o4-mini better for coding?

o4-mini scores higher on coding benchmarks: 40.9 versus 31.4 in the Noometry coding category.

How many benchmarks do Llama 2-70B and o4-mini share?

23 benchmarks have published results for both models. Llama 2-70B has 35 scored results on Noometry and o4-mini has 60.

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