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GLM-5.3 Flash

Zhipu AI (Z.ai) · 2026-08-26 · 321.3B parameters

GLM-5.3 Flash is Z.ai's first natively multimodal GLM-5 model, built from a new base with hybrid sparse and linear attention. It accepts text, image, and video inputs, supports low, high, and max reasoning effort, and releases its weights under MIT. The released language configuration supports 1,048,576 positions, while Z.ai reports 320B total and 18B activated parameters; the released checkpoint holds 321,323,019,006 parameters excluding FP8 scale tensors and router bias buffers.

Benchmark scores

BenchmarkScore
AA-3D v1.0 Elo937
AA-AnalystAgent (pass@1)53.3
AA-AnalystAgent (pass@5)78.8
AA-AnalystAgent (pass^5)25.0
AA-Briefcase Elo1449
AA-Briefcase v1.1 Elo1451
AA-Omniscience Index7.5
AA-Omniscience v1.1 Accuracy28.2
AA-Omniscience v1.1 Hallucination Rate38.3
AA-Omniscience v1.1 Index0.7
AIM Routing87.2
ALE-Bench1283
APEX (Mercor)12.9
APEX-Accounting10.8
APEX-Accounting Pass@11.7
APEX-Agents 1.166.8
APEX-Agents 1.1 Pass@152.8
APEX-SWE46.1
APEX-v1-extended58.7
ARC-AGI-1 Semi-Private91.0
ARC-AGI-265.8
Arena Code WebDev — Brand & Marketing1623
Arena Code WebDev — Consumer Product1558
Arena Code WebDev — Content Creation Tools1554
Arena Code WebDev — Data & Analytics1551
Arena Code WebDev — Frontend1621
Arena Code WebDev — Fullstack1606
Arena Code WebDev — Gaming1650
Arena Code WebDev — HTML1577
Arena Code WebDev — React1625
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