Model comparison

GLM-5.1 vs Llama 3-70B

GLM-5.1 is the stronger model overall, scoring 47.8 to 28.8 on the Noometry Index.

Last verified . 20 shared benchmarks.

GLM-5.1 Z.ai (Zhipu)

47.8

Rank #59 Confirmed

Llama 3-70B Meta

28.8

Rank #323 Confirmed

Summary

  • They share 20 benchmarks with published results for both. GLM-5.1 scores higher in 9 categories and Llama 3-70B in 0 categories; 9 gaps are clear of the uncertainty.
  • The widest gap is in math, where GLM-5.1 leads 49.7 to 12.8.
  • The biggest single-benchmark swing is OTIS Mock AIME 2024-2025: 93.3% for GLM-5.1 and 4.3% for Llama 3-70B.

Side by side

GLM-5.1 and Llama 3-70B specifications
GLM-5.1Llama 3-70B
ProviderZ.ai (Zhipu)Meta
Noometry Index47.828.8
Released2026-04-072024-04-18
WeightsOpenOpen
Context window200K—
Max output131K—
Input $ / M tokens$1.40—
Output $ / M tokens$4.40—
Results tracked4131

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Category by category

Coding GLM-5.1 leads

GLM-5.1: 48.7 (#55), Llama 3-70B: 35.8 (#218)

Coding benchmarks
BenchmarkGLM-5.1Llama 3-70B
LMArena Coding14851206
SWE-bench Verified74.2%—
LMArena WebDev1508—
SciCode43.8%—
WeirdML57.1%—
BigCodeBench Instruct—43.6%
BigCodeBench Complete—54.5%
ALE-Bench887.1—
HumanEval+—72%
MBPP+—69%

Agentic & Tool Use GLM-5.1 leads

GLM-5.1: 24.9 (#113), Llama 3-70B: 21.1 (#139)

Agentic & Tool Use benchmarks
BenchmarkGLM-5.1Llama 3-70B
APEX-Agents40.9%—
Cybench—5%
ExploitBench18.1%—
GBAEval0%—
Vending-Bench 25,634—

Reasoning GLM-5.1 leads

GLM-5.1: 39.1 (#60), Llama 3-70B: 18.0 (#288)

Reasoning benchmarks
BenchmarkGLM-5.1Llama 3-70B
LMArena Hard Prompts14721195
Epoch Capabilities Index149.84122.93
SimpleBench55.1%—
Kagi LLM Benchmark—35.1%
NYT Connections (extended)77.7%—
CritPt4.6%—
Chess Puzzles19%—
Thematic Generalization69.8%—
DTBench—54.2%
ForecastBench—57.1
WinoGrande—83.5%

Math GLM-5.1 leads

GLM-5.1: 49.7 (#60), Llama 3-70B: 12.8 (#305)

Knowledge GLM-5.1 leads

GLM-5.1: 54.9 (#50), Llama 3-70B: 20.8 (#277)

Knowledge benchmarks
BenchmarkGLM-5.1Llama 3-70B
GPQA Diamond89.9%40.6%
LMArena Expert14761149
SimpleQA Verified34%—
MMLU—79.3%

Multilingual GLM-5.1 leads

GLM-5.1: 55.0 (#36), Llama 3-70B: 33.6 (#251)

Multilingual benchmarks
BenchmarkGLM-5.1Llama 3-70B
LMArena Non-English14471142
LMArena Chinese15151114
LMArena French14741232
LMArena German14651169
LMArena Japanese14341017
LMArena Korean14181017
LMArena Russian14541159
LMArena Spanish14691241

Instruction Following GLM-5.1 leads

GLM-5.1: 76.3 (#42), Llama 3-70B: 62.5 (#238)

Instruction Following benchmarks
BenchmarkGLM-5.1Llama 3-70B
LMArena Instruction Following14511194

Long Context GLM-5.1 leads

GLM-5.1: 44.9 (#53), Llama 3-70B: 35.6 (#240)

Long Context benchmarks
BenchmarkGLM-5.1Llama 3-70B
LMArena Longer Query14661174

Writing & Preference GLM-5.1 leads

GLM-5.1: 66.9 (#31), Llama 3-70B: 42.8 (#231)

Writing & Preference benchmarks
BenchmarkGLM-5.1Llama 3-70B
LMArena Text14611221
LMArena Creative Writing14531210
LMArena Multi-Turn14721223
EQ-Bench Creative Writing1592—

Frequently asked questions

Is GLM-5.1 better than Llama 3-70B?

GLM-5.1 is the stronger model overall, scoring 47.8 to 28.8 on the Noometry Index.

Is GLM-5.1 or Llama 3-70B better for coding?

GLM-5.1 scores higher on coding benchmarks: 48.7 versus 35.8 in the Noometry coding category.

How many benchmarks do GLM-5.1 and Llama 3-70B share?

20 benchmarks have published results for both models. GLM-5.1 has 41 scored results on Noometry and Llama 3-70B has 31.

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