Model comparison

DeepSeek V4 Pro vs Llama 2-70B

DeepSeek V4 Pro is the stronger model overall, scoring 54.3 to 24.4 on the Noometry Index.

Last verified . 22 shared benchmarks.

DeepSeek V4 Pro DeepSeek

54.3

Rank #31 Confirmed

Llama 2-70B Meta

24.4

Rank #349 Confirmed

Summary

  • They share 22 benchmarks with published results for both. DeepSeek V4 Pro scores higher in 8 categories and Llama 2-70B in 0 categories; 8 gaps are clear of the uncertainty.
  • The widest gap is in math, where DeepSeek V4 Pro leads 64.8 to 8.1.
  • The biggest single-benchmark swing is OTIS Mock AIME 2024-2025: 98.6% for DeepSeek V4 Pro and 0% for Llama 2-70B.

Side by side

DeepSeek V4 Pro and Llama 2-70B specifications
DeepSeek V4 ProLlama 2-70B
ProviderDeepSeekMeta
Noometry Index54.324.4
Released2026-04-242023-07-18
WeightsOpenOpen
Context window1M—
Max output393K—
Input $ / M tokens$0.66—
Output $ / M tokens$1.98—
Results tracked4835

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Category by category

Coding DeepSeek V4 Pro leads

DeepSeek V4 Pro: 52.4 (#34), Llama 2-70B: 31.4 (#286)

Coding benchmarks
BenchmarkDeepSeek V4 ProLlama 2-70B
LMArena Coding14701079
SWE-bench Verified77.6%—
FrontierCode28.6%—
LMArena WebDev1582—
SciCode51%—
WeirdML66.2%—
ALE-Bench1,403—

Agentic & Tool Use Not comparable

DeepSeek V4 Pro: 32.8 (#58), Llama 2-70B: —

Agentic & Tool Use benchmarks
BenchmarkDeepSeek V4 ProLlama 2-70B
APEX-Agents47.3%—
Vending-Bench 23,285—

Reasoning DeepSeek V4 Pro leads

DeepSeek V4 Pro: 56.5 (#24), Llama 2-70B: 14.4 (#325)

Reasoning benchmarks
BenchmarkDeepSeek V4 ProLlama 2-70B
LMArena Hard Prompts14611073
DTBench93.9%41.6%
Epoch Capabilities Index155.31113.79
ForecastBench56.151.4
ARC-AGI-261.3%—
Kagi LLM Benchmark53.5%—
NYT Connections (extended)91.3%—
ARC-AGI-190.5%—
CritPt18%—
Chess Puzzles47%—
Mystery Game Puzzles43%—
LMCA45.5%—
Surface Evolver Bench40%—
BIG-Bench Hard—64.9%
CommonsenseQA 2.0—50%
HellaSwag—85.3%
LAMBADA—78.9%
PIQA—82.8%
WinoGrande—80.2%

Math DeepSeek V4 Pro leads

DeepSeek V4 Pro: 64.8 (#30), Llama 2-70B: 8.1 (#326)

Math benchmarks
BenchmarkDeepSeek V4 ProLlama 2-70B
OTIS Mock AIME 2024-202598.6%0%
LMArena Math14551091
FrontierMath (Tiers 1-3)64.6%—
FrontierMath Tier 426.8%—
MathArena Final-Answer Competitions76.6%—
ProofBench50%—
MATH Level 5—3.3%
GSM8K—69.6%

Knowledge DeepSeek V4 Pro leads

DeepSeek V4 Pro: 59.5 (#31), Llama 2-70B: 7.4 (#310)

Knowledge benchmarks
BenchmarkDeepSeek V4 ProLlama 2-70B
GPQA Diamond91.7%26.3%
LMArena Expert14641039
SimpleQA Verified52.9%—
Vectara Hallucination Rate8.6%—
ARC (AI2) Challenge—78.3%
BoolQ—88.6%
MMLU—69.9%
OpenBookQA—60.2%
TriviaQA—87.6%

Multilingual DeepSeek V4 Pro leads

DeepSeek V4 Pro: 54.4 (#45), Llama 2-70B: 27.7 (#274)

Multilingual benchmarks
BenchmarkDeepSeek V4 ProLlama 2-70B
LMArena Non-English14391045
LMArena Chinese1486995
LMArena French14721090
LMArena German14581041
LMArena Japanese1445927
LMArena Korean1447964
LMArena Russian14531083
LMArena Spanish14581143

Instruction Following DeepSeek V4 Pro leads

DeepSeek V4 Pro: 76.1 (#47), Llama 2-70B: 54.9 (#278)

Instruction Following benchmarks
BenchmarkDeepSeek V4 ProLlama 2-70B
LMArena Instruction Following14481071

Long Context DeepSeek V4 Pro leads

DeepSeek V4 Pro: 45.0 (#51), Llama 2-70B: 32.3 (#270)

Long Context benchmarks
BenchmarkDeepSeek V4 ProLlama 2-70B
LMArena Longer Query14581062
CL-bench Life13.5%—

Writing & Preference DeepSeek V4 Pro leads

DeepSeek V4 Pro: 65.5 (#46), Llama 2-70B: 32.3 (#279)

Writing & Preference benchmarks
BenchmarkDeepSeek V4 ProLlama 2-70B
LMArena Text14511115
LMArena Creative Writing14461075
LMArena Multi-Turn14671088
EQ-Bench Creative Writing1553—
EQ-Bench 41166—

Frequently asked questions

Is DeepSeek V4 Pro better than Llama 2-70B?

DeepSeek V4 Pro is the stronger model overall, scoring 54.3 to 24.4 on the Noometry Index.

Is DeepSeek V4 Pro or Llama 2-70B better for coding?

DeepSeek V4 Pro scores higher on coding benchmarks: 52.4 versus 31.4 in the Noometry coding category.

How many benchmarks do DeepSeek V4 Pro and Llama 2-70B share?

22 benchmarks have published results for both models. DeepSeek V4 Pro has 48 scored results on Noometry and Llama 2-70B has 35.

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