Language

GLM-5.3-Flash

By Z.ai (Zhipu AI), in the GLM family.

Released
26 Aug 2026
Status
Current
Context
1M
Max output
131.1K
Input per 1M tokens
$0.15
Output per 1M tokens
$0.50
Open weights
Yes
License
mit
Parameters
320B, 18B active
Knowledge cutoff
—
Reasoning
Yes
Modalities
text, image, video, pdf → text

Category scores

Out of 100, from independent and third-party results only, by method category-2026-09-29.1.

Category scores
CategoryScoreRankCoverage
Knowledge & reasoning9.5Not ranked1 of 4
Coding & software engineering47.6Not ranked2 of 5
Human preference68.9Not ranked2 of 5

Benchmark results

Every result we hold for this model, with who ran it and where it was published.

Knowledge & reasoning

Knowledge & reasoning results
BenchmarkMetricValueProvenanceSettingEvaluatedSource
Chess PuzzlesPuzzles solved14.0%Independentmax26 Aug 2026Epoch AI
Humanity's Last Exam (HLE)Accuracy55.3%Self-reported——GLM-5.3-Flash model card via Hugging Face Community Evals
Mystery Game PuzzlesPuzzles solved8.0%Independentmax28 Aug 2026Epoch AI

Scientific reasoning

Scientific reasoning results
BenchmarkMetricValueProvenanceSettingEvaluatedSource
GPQA DiamondAccuracy90.2%Independentmax26 Aug 2026Epoch AI
Surface Evolver BenchMean score (partial credit)52.5%Third partymax—https://yhenon.github.io/surface-evolver-llm-eval/ via Epoch AI

Mathematics

Mathematics results
BenchmarkMetricValueProvenanceSettingEvaluatedSource
FrontierMath Tier 4Accuracy17.1%Independentmax27 Aug 2026Epoch AI
FrontierMath Tiers 1-3Accuracy55.8%Independentmax27 Aug 2026Epoch AI
OTIS Mock AIME 2024-2025Accuracy93.9%Independentmax26 Aug 2026Epoch AI

Coding & software engineering

Coding & software engineering results
BenchmarkMetricValueProvenanceSettingEvaluatedSource
DeepSWEPass@163.4%Third partymax—https://deepswe.datacurve.ai/ via Epoch AI
FrontierCodeMain score (Mean@5)31.8%Third partymax—https://cognition.com/frontiercode via Epoch AI

Professional knowledge work

Professional knowledge work results
BenchmarkMetricValueProvenanceSettingEvaluatedSource
APEX-AgentsPass@1 (all rubric criteria met)52.8%Source not statedunknown—Epoch AI via Epoch AI

Human preference

Human preference results
BenchmarkMetricValueProvenanceSettingEvaluatedSource
Code Arena: WebDev (arena.ai)Arena score (Elo scale)1613Independent—25 Sep 2026Arena
Code Arena: WebDev (arena.ai)Votes6665Independent—25 Sep 2026Arena
Text Arena (arena.ai)Arena score (Elo scale)1474Independent—25 Sep 2026Arena
Text Arena (arena.ai)Votes19103Independent—25 Sep 2026Arena
Vision Arena (arena.ai)Arena score (Elo scale)1281Independent—28 Sep 2026Arena
Vision Arena (arena.ai)Votes4832Independent—28 Sep 2026Arena

Other GLM versions

Sources