Model comparison

ERNIE 5.1 vs GLM-5.3

GLM-5.3 is the stronger model overall, scoring 54.8 to 43.8 on the Noometry Index.

Last verified . 18 shared benchmarks.

ERNIE 5.1 Baidu

43.8

Rank #83 Confirmed

GLM-5.3 Z.ai (Zhipu)

54.8

Rank #26 Confirmed

Summary

  • They share 18 benchmarks with published results for both. ERNIE 5.1 scores higher in 0 categories and GLM-5.3 in 8 categories; 5 gaps are clear of the uncertainty.
  • The widest gap is in reasoning, where GLM-5.3 leads 46.1 to 21.9.
  • The biggest single-benchmark swing is NYT Connections (extended): 23.4% for ERNIE 5.1 and 74.2% for GLM-5.3.
  • GLM-5.3 has downloadable open weights; the other is API-only.

Side by side

ERNIE 5.1 and GLM-5.3 specifications
ERNIE 5.1GLM-5.3
ProviderBaiduZ.ai (Zhipu)
Noometry Index43.854.8
Released—2026-08-14
WeightsProprietaryOpen
Context window—1M
Max output—131K
Input $ / M tokens—$1.40
Output $ / M tokens—$4.40
Results tracked1942

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Category by category

Coding GLM-5.3 leads

ERNIE 5.1: 44.0 (#76), GLM-5.3: 59.5 (#14)

Coding benchmarks
BenchmarkERNIE 5.1GLM-5.3
LMArena Coding14881496
DeepSWE—69%
FrontierCode—40.1%
CursorBench—42.6%
LMArena WebDev—1622
FrontierSWE—30.2%
SciCode—59%
WeirdML—75.4%
ALE-Bench—1,317

Agentic & Tool Use Not comparable

ERNIE 5.1: —, GLM-5.3: 36.4 (#38)

Agentic & Tool Use benchmarks
BenchmarkERNIE 5.1GLM-5.3
APEX-Agents—56.6%
LMArena Search1227—
Vending-Bench 2—8,164

Reasoning GLM-5.3 leads

ERNIE 5.1: 21.9 (#211), GLM-5.3: 46.1 (#46)

Reasoning benchmarks
BenchmarkERNIE 5.1GLM-5.3
NYT Connections (extended)23.4%74.2%
LMArena Hard Prompts14811489
CritPt—19.1%
Chess Puzzles—21%
Mystery Game Puzzles—33%
DTBench—87.7%
LMCA—55.5%
Bench to the Future 3—0.15
Epoch Capabilities Index—155.61

Math GLM-5.3 leads

ERNIE 5.1: 40.3 (#92), GLM-5.3: 62.3 (#33)

Math benchmarks
BenchmarkERNIE 5.1GLM-5.3
LMArena Math14811489
FrontierMath (Tiers 1-3)—68.8%
FrontierMath Tier 4—29.3%
OTIS Mock AIME 2024-2025—91.1%
ProofBench—49%

Knowledge GLM-5.3 leads

ERNIE 5.1: 41.9 (#102), GLM-5.3: 58.3 (#37)

Knowledge benchmarks
BenchmarkERNIE 5.1GLM-5.3
LMArena Expert14921516
GPQA Diamond—90.9%
SimpleQA Verified—41%

Multilingual Too close to call

ERNIE 5.1: 55.5 (#29), GLM-5.3: 55.7 (#28)

Multilingual benchmarks
BenchmarkERNIE 5.1GLM-5.3
LMArena Non-English14541457
LMArena Chinese15081528
LMArena French14881499
LMArena German14701499
LMArena Japanese14221453
LMArena Korean14271472
LMArena Russian14591463
LMArena Spanish14731460

Instruction Following Too close to call

ERNIE 5.1: 76.7 (#37), GLM-5.3: 77.5 (#23)

Instruction Following benchmarks
BenchmarkERNIE 5.1GLM-5.3
LMArena Instruction Following14601477

Long Context Too close to call

ERNIE 5.1: 44.7 (#59), GLM-5.3: 45.4 (#41)

Long Context benchmarks
BenchmarkERNIE 5.1GLM-5.3
LMArena Longer Query14621482

Writing & Preference GLM-5.3 leads

ERNIE 5.1: 65.1 (#52), GLM-5.3: 75.7 (#6)

Writing & Preference benchmarks
BenchmarkERNIE 5.1GLM-5.3
LMArena Text14681471
LMArena Creative Writing14411457
LMArena Multi-Turn14711472
EQ-Bench Creative Writing—2075

Frequently asked questions

Is ERNIE 5.1 better than GLM-5.3?

GLM-5.3 is the stronger model overall, scoring 54.8 to 43.8 on the Noometry Index.

Is ERNIE 5.1 or GLM-5.3 better for coding?

GLM-5.3 scores higher on coding benchmarks: 59.5 versus 44.0 in the Noometry coding category.

How many benchmarks do ERNIE 5.1 and GLM-5.3 share?

18 benchmarks have published results for both models. ERNIE 5.1 has 19 scored results on Noometry and GLM-5.3 has 42.

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