Model comparison

Claude 3.5 Haiku vs GLM-5.3

GLM-5.3 is the stronger model overall, scoring 54.6 to 28.9 on the Noometry Index.

Last verified . 25 shared benchmarks.

Claude 3.5 Haiku Anthropic

28.9

Rank #309 Confirmed

GLM-5.3 Z.ai (Zhipu)

54.6

Rank #25 Confirmed

Summary

  • They share 25 benchmarks with published results for both. Claude 3.5 Haiku scores higher in 0 categories and GLM-5.3 in 9 categories; 9 gaps are clear of the uncertainty.
  • The widest gap is in math, where GLM-5.3 leads 62.1 to 13.7.
  • The biggest single-benchmark swing is OTIS Mock AIME 2024-2025: 4.3% for Claude 3.5 Haiku and 91.1% for GLM-5.3.
  • GLM-5.3 has downloadable open weights; the other is API-only.

Side by side

Claude 3.5 Haiku and GLM-5.3 specifications
Claude 3.5 HaikuGLM-5.3
ProviderAnthropicZ.ai (Zhipu)
Noometry Index28.954.6
Released2024-10-222026-08-14
WeightsProprietaryOpen
Context window—1M
Max output—131K
Input $ / M tokens—$1.40
Output $ / M tokens—$4.40
Results tracked4941

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Category by category

Coding GLM-5.3 leads

Claude 3.5 Haiku: 32.6 (#258), GLM-5.3: 59.0 (#12)

Coding benchmarks
BenchmarkClaude 3.5 HaikuGLM-5.3
SciCode27.4%59%
WeirdML30.7%75.4%
LMArena Coding12871499
DeepSWE—69%
FrontierCode—40.1%
Aider Polyglot28%—
LMArena WebDev—1623
FrontierSWE—30.2%
BigCodeBench Instruct46.1%—
LiveBench Coding51.4%—
BigCodeBench Complete59%—
CadEval32%—
ALE-Bench—1,317

Agentic & Tool Use GLM-5.3 leads

Claude 3.5 Haiku: 27.7 (#90), GLM-5.3: 36.3 (#34)

Agentic & Tool Use benchmarks
BenchmarkClaude 3.5 HaikuGLM-5.3
APEX-Agents—56.6%
BALROG19.3%—
Vending-Bench 2—8,164

Reasoning GLM-5.3 leads

Claude 3.5 Haiku: 17.1 (#286), GLM-5.3: 45.2 (#42)

Reasoning benchmarks
BenchmarkClaude 3.5 HaikuGLM-5.3
CritPt0%19.1%
LMArena Hard Prompts12511491
DTBench56.7%87.7%
Epoch Capabilities Index127.15155.56
NYT Connections (extended)—74.2%
Chess Puzzles—21%
LiveBench Reasoning28.1%—
Mystery Game Puzzles—33%
LiveBench Data Analysis48.5%—
LMCA—55.5%
Bench to the Future 3—0.15
LiveBench43.5%—

Math GLM-5.3 leads

Claude 3.5 Haiku: 13.7 (#294), GLM-5.3: 62.1 (#27)

Math benchmarks
BenchmarkClaude 3.5 HaikuGLM-5.3
OTIS Mock AIME 2024-20254.3%91.1%
LMArena Math12441493
FrontierMath (Tiers 1-3)—68.8%
FrontierMath Tier 4—29.3%
ProofBench—49%
Omni-MATH22.4%—
LiveBench Math35.5%—
MATH Level 546.4%—
FrontierMath (Feb 2025 set)0.3%—

Knowledge GLM-5.3 leads

Claude 3.5 Haiku: 18.7 (#276), GLM-5.3: 58.3 (#34)

Knowledge benchmarks
BenchmarkClaude 3.5 HaikuGLM-5.3
GPQA Diamond38.1%90.9%
LMArena Expert12081512
SimpleQA Verified—41%
MMLU-Pro60.5%—
Confabulations36.7%—
GPQA (HELM)36.3%—
MMLU74.3%—

Multimodal Not comparable

Claude 3.5 Haiku: 26.3 (#113), GLM-5.3: —

Multimodal benchmarks
BenchmarkClaude 3.5 HaikuGLM-5.3
LMArena Vision1092—
GeoBench34%—

Multilingual GLM-5.3 leads

Claude 3.5 Haiku: 40.2 (#213), GLM-5.3: 55.9 (#27)

Multilingual benchmarks
BenchmarkClaude 3.5 HaikuGLM-5.3
LMArena Non-English12381457
LMArena Chinese12291523
LMArena French12621499
LMArena German12371505
LMArena Japanese11751438
LMArena Korean11721478
LMArena Russian12531460
LMArena Spanish12611444

Instruction Following GLM-5.3 leads

Claude 3.5 Haiku: 63.1 (#229), GLM-5.3: 77.8 (#15)

Instruction Following benchmarks
BenchmarkClaude 3.5 HaikuGLM-5.3
LMArena Instruction Following12411481
LiveBench Instruction Following61.9%—
IFEval79.2%—

Long Context GLM-5.3 leads

Claude 3.5 Haiku: 38.3 (#195), GLM-5.3: 45.5 (#32)

Long Context benchmarks
BenchmarkClaude 3.5 HaikuGLM-5.3
LMArena Longer Query12611485

Writing & Preference GLM-5.3 leads

Claude 3.5 Haiku: 42.9 (#228), GLM-5.3: 75.9 (#6)

Writing & Preference benchmarks
BenchmarkClaude 3.5 HaikuGLM-5.3
LMArena Text12551473
LMArena Creative Writing12331459
EQ-Bench Creative Writing11462075
LMArena Multi-Turn12651473
Short-Story Creative Writing73.5%—
WildBench76%—
LiveBench Language35.4%—

Frequently asked questions

Is Claude 3.5 Haiku better than GLM-5.3?

GLM-5.3 is the stronger model overall, scoring 54.6 to 28.9 on the Noometry Index.

Is Claude 3.5 Haiku or GLM-5.3 better for coding?

GLM-5.3 scores higher on coding benchmarks: 59.0 versus 32.6 in the Noometry coding category.

How many benchmarks do Claude 3.5 Haiku and GLM-5.3 share?

25 benchmarks have published results for both models. Claude 3.5 Haiku has 49 scored results on Noometry and GLM-5.3 has 41.

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