Model comparison

ERNIE 5.1 vs GLM-4.6

ERNIE 5.1 is the stronger model overall, scoring 43.1 to 40.9 on the Noometry Index.

Last verified . 17 shared benchmarks.

ERNIE 5.1 Baidu

43.1

Rank #87 Confirmed

GLM-4.6 Z.ai (Zhipu)

40.9

Rank #132 Confirmed

Summary

  • They share 17 benchmarks with published results for both. ERNIE 5.1 scores higher in 7 categories and GLM-4.6 in 1 category; 8 gaps are clear of the uncertainty.
  • The widest gap is in writing & preference, where ERNIE 5.1 leads 65.3 to 61.3.
  • GLM-4.6 has downloadable open weights; the other is API-only.

Side by side

ERNIE 5.1 and GLM-4.6 specifications
ERNIE 5.1GLM-4.6
ProviderBaiduZ.ai (Zhipu)
Noometry Index43.140.9
Released—2025-09-30
WeightsProprietaryOpen
Context window—205K
Max output—131K
Input $ / M tokens—$0.60
Output $ / M tokens—$2.20
Results tracked1929

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Category by category

Coding ERNIE 5.1 leads

ERNIE 5.1: 43.4 (#78), GLM-4.6: 39.9 (#137)

Coding benchmarks
BenchmarkERNIE 5.1GLM-4.6
LMArena Coding14881449
SWE-bench Verified (bash only)—55.4%
LMArena WebDev—1339
SciCode—38.4%
ALE-Bench—340.82

Agentic & Tool Use Not comparable

ERNIE 5.1: —, GLM-4.6: 32.1 (#60)

Agentic & Tool Use benchmarks
BenchmarkERNIE 5.1GLM-4.6
Terminal-Bench—24.5%
Berkeley Function Calling Leaderboard—72.4%
LMArena Search1227—

Reasoning GLM-4.6 leads

ERNIE 5.1: 20.9 (#209), GLM-4.6: 23.1 (#168)

Reasoning benchmarks
BenchmarkERNIE 5.1GLM-4.6
LMArena Hard Prompts14811440
Kagi LLM Benchmark—47.4%
NYT Connections (extended)23.4%—
CritPt—1.1%

Math ERNIE 5.1 leads

ERNIE 5.1: 37.5 (#96), GLM-4.6: 36.4 (#115)

Math benchmarks
BenchmarkERNIE 5.1GLM-4.6
LMArena Math14811431
FrontierMath (Feb 2025 set)—3.8%
FrontierMath Tier 4 (v1)—2.1%

Knowledge ERNIE 5.1 leads

ERNIE 5.1: 41.2 (#103), GLM-4.6: 39.6 (#118)

Knowledge benchmarks
BenchmarkERNIE 5.1GLM-4.6
LMArena Expert14911432
Vectara Hallucination Rate—9.5%

Multilingual ERNIE 5.1 leads

ERNIE 5.1: 55.7 (#28), GLM-4.6: 53.6 (#62)

Multilingual benchmarks
BenchmarkERNIE 5.1GLM-4.6
LMArena Non-English14551426
LMArena Chinese15071500
LMArena French14861459
LMArena German14701447
LMArena Japanese14221394
LMArena Korean14281401
LMArena Russian14591418
LMArena Spanish14721436

Instruction Following ERNIE 5.1 leads

ERNIE 5.1: 76.9 (#35), GLM-4.6: 74.5 (#93)

Instruction Following benchmarks
BenchmarkERNIE 5.1GLM-4.6
LMArena Instruction Following14601410

Long Context ERNIE 5.1 leads

ERNIE 5.1: 44.7 (#56), GLM-4.6: 43.4 (#91)

Long Context benchmarks
BenchmarkERNIE 5.1GLM-4.6
LMArena Longer Query14621423

Writing & Preference ERNIE 5.1 leads

ERNIE 5.1: 65.3 (#50), GLM-4.6: 61.3 (#86)

Writing & Preference benchmarks
BenchmarkERNIE 5.1GLM-4.6
LMArena Text14681440
LMArena Creative Writing14401411
LMArena Multi-Turn14711427
EQ-Bench Creative Writing—1411

Frequently asked questions

Is ERNIE 5.1 better than GLM-4.6?

ERNIE 5.1 is the stronger model overall, scoring 43.1 to 40.9 on the Noometry Index.

Is ERNIE 5.1 or GLM-4.6 better for coding?

ERNIE 5.1 scores higher on coding benchmarks: 43.4 versus 39.9 in the Noometry coding category.

How many benchmarks do ERNIE 5.1 and GLM-4.6 share?

17 benchmarks have published results for both models. ERNIE 5.1 has 19 scored results on Noometry and GLM-4.6 has 29.

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