Model comparison

GLM-5.1 vs Phi 3 Mini 4k Instruct

GLM-5.1 is the stronger model overall, scoring 47.8 to 27.9 on the Noometry Index.

Last verified . 18 shared benchmarks.

GLM-5.1 Z.ai (Zhipu)

47.8

Rank #59 Confirmed

Phi 3 Mini 4k Instruct Microsoft

27.9

Rank #328 Confirmed

Summary

  • They share 18 benchmarks with published results for both. GLM-5.1 scores higher in 8 categories and Phi 3 Mini 4k Instruct in 0 categories; 8 gaps are clear of the uncertainty.
  • The widest gap is in writing & preference, where GLM-5.1 leads 66.9 to 27.6.
  • The biggest single-benchmark swing is Chess Puzzles: 19% for GLM-5.1 and 0% for Phi 3 Mini 4k Instruct.

Side by side

GLM-5.1 and Phi 3 Mini 4k Instruct specifications
GLM-5.1Phi 3 Mini 4k Instruct
ProviderZ.ai (Zhipu)Microsoft
Noometry Index47.827.9
Released2026-04-072024-04-23
WeightsOpenOpen
Context window200K—
Max output131K—
Input $ / M tokens$1.40—
Output $ / M tokens$4.40—
Results tracked4135

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Category by category

Coding GLM-5.1 leads

GLM-5.1: 48.7 (#55), Phi 3 Mini 4k Instruct: 26.6 (#323)

Coding benchmarks
BenchmarkGLM-5.1Phi 3 Mini 4k Instruct
LMArena Coding14851093
SWE-bench Verified74.2%—
LMArena WebDev1508—
SciCode43.8%—
WeirdML57.1%—
LiveBench Coding—15.5%
ALE-Bench887.1—
HumanEval+—59.1%
MBPP+—54.2%

Agentic & Tool Use Not comparable

GLM-5.1: 24.9 (#113), Phi 3 Mini 4k Instruct: —

Agentic & Tool Use benchmarks
BenchmarkGLM-5.1Phi 3 Mini 4k Instruct
APEX-Agents40.9%—
ExploitBench18.1%—
GBAEval0%—
Vending-Bench 25,634—

Reasoning GLM-5.1 leads

GLM-5.1: 39.1 (#60), Phi 3 Mini 4k Instruct: 14.1 (#328)

Reasoning benchmarks
BenchmarkGLM-5.1Phi 3 Mini 4k Instruct
Chess Puzzles19%0%
LMArena Hard Prompts14721072
SimpleBench55.1%—
NYT Connections (extended)77.7%—
CritPt4.6%—
Thematic Generalization69.8%—
LiveBench Reasoning—26.8%
LiveBench Data Analysis—34.7%
Adversarial NLI—52.8%
BIG-Bench Hard—71.7%
Epoch Capabilities Index149.84—
HellaSwag—76.7%
LiveBench—22.4%
WinoGrande—70.8%

Math GLM-5.1 leads

GLM-5.1: 49.7 (#60), Phi 3 Mini 4k Instruct: 26.6 (#257)

Math benchmarks
BenchmarkGLM-5.1Phi 3 Mini 4k Instruct
LMArena Math14731111
FrontierMath (Tiers 1-3)36.8%—
MathArena Final-Answer Competitions67.1%—
OTIS Mock AIME 2024-202593.3%—
ProofBench22.2%—
LiveBench Math—15.7%
FrontierMath (Feb 2025 set)33.4%—
FrontierMath Tier 4 (v1)12.5%—

Knowledge GLM-5.1 leads

GLM-5.1: 54.9 (#50), Phi 3 Mini 4k Instruct: 28.5 (#246)

Knowledge benchmarks
BenchmarkGLM-5.1Phi 3 Mini 4k Instruct
LMArena Expert14761045
GPQA Diamond89.9%—
SimpleQA Verified34%—
ARC (AI2) Challenge—84.9%
MMLU—68.8%
OpenBookQA—88%
TriviaQA—64%

Multilingual GLM-5.1 leads

GLM-5.1: 55.0 (#36), Phi 3 Mini 4k Instruct: 26.3 (#280)

Multilingual benchmarks
BenchmarkGLM-5.1Phi 3 Mini 4k Instruct
LMArena Non-English14471021
LMArena Chinese15151021
LMArena French14741076
LMArena German14651044
LMArena Japanese1434935
LMArena Korean1418905
LMArena Russian14541022
LMArena Spanish14691085

Instruction Following GLM-5.1 leads

GLM-5.1: 76.3 (#42), Phi 3 Mini 4k Instruct: 47.7 (#303)

Instruction Following benchmarks
BenchmarkGLM-5.1Phi 3 Mini 4k Instruct
LMArena Instruction Following14511053
LiveBench Instruction Following—39.1%

Long Context GLM-5.1 leads

GLM-5.1: 44.9 (#53), Phi 3 Mini 4k Instruct: 31.7 (#276)

Long Context benchmarks
BenchmarkGLM-5.1Phi 3 Mini 4k Instruct
LMArena Longer Query14661044

Writing & Preference GLM-5.1 leads

GLM-5.1: 66.9 (#31), Phi 3 Mini 4k Instruct: 27.6 (#300)

Writing & Preference benchmarks
BenchmarkGLM-5.1Phi 3 Mini 4k Instruct
LMArena Text14611073
LMArena Creative Writing14531037
LMArena Multi-Turn14721018
EQ-Bench Creative Writing1592—
LiveBench Language—9.2%

Frequently asked questions

Is GLM-5.1 better than Phi 3 Mini 4k Instruct?

GLM-5.1 is the stronger model overall, scoring 47.8 to 27.9 on the Noometry Index.

Is GLM-5.1 or Phi 3 Mini 4k Instruct better for coding?

GLM-5.1 scores higher on coding benchmarks: 48.7 versus 26.6 in the Noometry coding category.

How many benchmarks do GLM-5.1 and Phi 3 Mini 4k Instruct share?

18 benchmarks have published results for both models. GLM-5.1 has 41 scored results on Noometry and Phi 3 Mini 4k Instruct has 35.

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