Model comparison

Amazon Nova Pro vs Llama 3.1-70B

Amazon Nova Pro is the stronger model overall, scoring 31.0 to 29.6 on the Noometry Index. Llama 3.1-70B costs 3.5× less per token, which makes it the better buy when Amazon Nova Pro's lead doesn't matter for your workload.

Last verified . 25 shared benchmarks.

Amazon Nova Pro Amazon

31.0

Rank #281 Confirmed

Llama 3.1-70B Meta

29.6

Rank #308 Confirmed

Summary

  • They share 25 benchmarks with published results for both. Amazon Nova Pro scores higher in 6 categories and Llama 3.1-70B in 3 categories; 6 gaps are clear of the uncertainty.
  • The widest gap is in math, where Amazon Nova Pro leads 28.5 to 13.5.
  • The biggest single-benchmark swing is TheAgentCompany: 1.7% for Amazon Nova Pro and 6.9% for Llama 3.1-70B.
  • Llama 3.1-70B is cheaper at $0.40 / $0.40 per million input/output tokens, against $0.80 / $3.20 for Amazon Nova Pro.
  • Amazon Nova Pro accepts more context: 300K tokens versus 128K.
  • Llama 3.1-70B has downloadable open weights; the other is API-only.

Side by side

Amazon Nova Pro and Llama 3.1-70B specifications
Amazon Nova ProLlama 3.1-70B
ProviderAmazonMeta
Noometry Index31.029.6
Released2024-12-032024-07-23
WeightsProprietaryOpen
Context window300K128K
Max output10K4K
Input $ / M tokens$0.80$0.40
Output $ / M tokens$3.20$0.40
Results tracked3835

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Category by category

Coding Amazon Nova Pro leads

Amazon Nova Pro: 35.1 (#229), Llama 3.1-70B: 30.3 (#296)

Coding benchmarks
BenchmarkAmazon Nova ProLlama 3.1-70B
LMArena Coding12701260
WeirdML—9%
BigCodeBench Instruct—46.1%
LiveBench Coding38.1%—
BigCodeBench Complete—54.8%

Agentic & Tool Use Llama 3.1-70B leads

Amazon Nova Pro: 16.7 (#147), Llama 3.1-70B: 25.1 (#112)

Agentic & Tool Use benchmarks
BenchmarkAmazon Nova ProLlama 3.1-70B
TheAgentCompany1.7%6.9%
Berkeley Function Calling Leaderboard25%—
BALROG—27.9%

Reasoning Llama 3.1-70B leads

Amazon Nova Pro: 20.0 (#243), Llama 3.1-70B: 21.6 (#220)

Reasoning benchmarks
BenchmarkAmazon Nova ProLlama 3.1-70B
LMArena Hard Prompts12461241
Epoch Capabilities Index123.8125.92
LiveBench Reasoning32.6%—
DTBench—60%
LiveBench Data Analysis48.3%—
LMCA—14.8%
LiveBench43.5%—

Math Amazon Nova Pro leads

Amazon Nova Pro: 28.5 (#243), Llama 3.1-70B: 13.5 (#304)

Math benchmarks
BenchmarkAmazon Nova ProLlama 3.1-70B
Omni-MATH24.2%21%
LMArena Math12521252
OTIS Mock AIME 2024-2025—3.6%
LiveBench Math38%—
MATH Level 5—36.7%

Knowledge Amazon Nova Pro leads

Amazon Nova Pro: 27.4 (#250), Llama 3.1-70B: 24.2 (#269)

Knowledge benchmarks
BenchmarkAmazon Nova ProLlama 3.1-70B
MMLU-Pro67.3%65.3%
GPQA (HELM)44.6%42.6%
LMArena Expert12111209
MMLU82%80.1%
GPQA Diamond—44.2%
Humanity's Last Exam4.4%—
Confabulations30.1%—
Vectara Hallucination Rate5.1%—

Multimodal Not comparable

Amazon Nova Pro: 25.0 (#126), Llama 3.1-70B: —

Multimodal benchmarks
BenchmarkAmazon Nova ProLlama 3.1-70B
LMArena Vision980—

Multilingual Too close to call

Amazon Nova Pro: 39.7 (#223), Llama 3.1-70B: 38.8 (#225)

Multilingual benchmarks
BenchmarkAmazon Nova ProLlama 3.1-70B
LMArena Non-English12341219
LMArena Chinese12441215
LMArena French12711261
LMArena German12431222
LMArena Japanese12001132
LMArena Korean12031140
LMArena Russian12401234
LMArena Spanish11821253

Instruction Following Too close to call

Amazon Nova Pro: 64.9 (#226), Llama 3.1-70B: 65.3 (#223)

Instruction Following benchmarks
BenchmarkAmazon Nova ProLlama 3.1-70B
IFEval81.5%82.1%
LMArena Instruction Following12351231
LiveBench Instruction Following67.1%—

Long Context Too close to call

Amazon Nova Pro: 38.1 (#205), Llama 3.1-70B: 37.6 (#214)

Long Context benchmarks
BenchmarkAmazon Nova ProLlama 3.1-70B
LMArena Longer Query12551241

Writing & Preference Amazon Nova Pro leads

Amazon Nova Pro: 43.9 (#226), Llama 3.1-70B: 35.4 (#267)

Writing & Preference benchmarks
BenchmarkAmazon Nova ProLlama 3.1-70B
LMArena Text12591261
LMArena Creative Writing12121232
WildBench77.7%75.8%
LMArena Multi-Turn12461256
Short-Story Creative Writing60.5%—
EQ-Bench Creative Writing—784
LiveBench Language37%—

Frequently asked questions

Is Amazon Nova Pro better than Llama 3.1-70B?

Amazon Nova Pro is the stronger model overall, scoring 31.0 to 29.6 on the Noometry Index. Llama 3.1-70B costs 3.5× less per token, which makes it the better buy when Amazon Nova Pro's lead doesn't matter for your workload.

Which is cheaper, Amazon Nova Pro or Llama 3.1-70B?

Llama 3.1-70B is cheaper. It lists at $0.40 per million input tokens and $0.40 per million output tokens; Amazon Nova Pro lists at $0.80 and $3.20.

Is Amazon Nova Pro or Llama 3.1-70B better for coding?

Amazon Nova Pro scores higher on coding benchmarks: 35.1 versus 30.3 in the Noometry coding category.

Which has the bigger context window?

Amazon Nova Pro does, with 300K tokens against 128K.

How many benchmarks do Amazon Nova Pro and Llama 3.1-70B share?

25 benchmarks have published results for both models. Amazon Nova Pro has 38 scored results on Noometry and Llama 3.1-70B has 35.

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