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A · open · GLM

GLM-5

Zhipu AI

B · open · GLM

GLM-5.3

Zhipu AI

0:10

overall capability wins (0 ties across 10 scored). GLM-5.3 leads overall.

  • Reasoning0:5
  • Coding0:2
  • Arena0:1
  • Specs0:2

Verdict

GLM-5.3 leads coding (widest gap: +178.5 on WebDev Elo); GLM-5.3 ranks higher on LMArena (+25 Elo); GLM-5.3 offers ~5.0x larger context (1M vs 200K).

  • GLM-5.3 leads coding (widest gap: +178.5 on WebDev Elo)
  • GLM-5.3 ranks higher on LMArena (+25 Elo)
  • GLM-5.3 offers ~5.0x larger context (1M vs 200K)
  • GLM-5.3 allows ~3.9x more max output (128K vs 33K)

Cost for 1M in + 250K out

Illustrative chat workload at primary-provider list prices.

GLM-5
$0.70
GLM-5.3
-

Price per 1M tokens

Full comparison

Organization

Zhipu AI

Zhipu AI

Family

GLM

GLM

License

MIT

GLM-5.3 License

Open weights

Yes

Yes

Release

Feb 1, 2026

Aug 14, 2026

Knowledge cutoff

-

-

API / provider

Zhipu / Z.ai

No primary API price listed

Modalities

text → text

text → text

Specs

Context window

200K

1M

B +800K

Max output

33K

128K

B +95K

Parameters

—

744B (40B act.)

—

Pricing

Input $/1M

$0.40

—

—

Output $/1M

$1.20

—

—

Blended $/1M (3∶1)

$0.60

-

—

Speed

tok/s

80

-

—

TTFT (s)

0.35

-

—

Reasoning

MMLU-Pro

—

—

—

GPQA Diamond

82.0

91.7

B +9.7 pts

Humanity's Last Exam

29.3

42.3

B +13.0 pts

AIME 2025

—

—

—

MATH-500

—

—

—

Humanity's Last Exam (with tools)

—

—

—

AA-Omniscience Accuracy

26.3

33.9

B +7.6 pts

AA-LCR v1.1

75.7

79.7

B +4.0 pts

CritPt

2.0

19.1

B +17.1 pts

MMMU-Pro

—

—

—

IFBench

72.3

—

—

Chartography

—

—

—

Chartography (With Tools)

—

—

—

Coding

SWE-bench Verified

72.8

—

—

SWE-bench Pro

—

—

—

SWE-bench Multilingual

69.7

—

—

LiveCodeBench

—

—

—

Terminal-Bench 2.1

—

83.9

—

Aider Polyglot

—

—

—

Terminal-Bench 3

—

28.3

—

BigCodeBench

—

—

—

SciCode

46.2

59.0

B +12.8 pts

CursorBench

—

—

—

SWE-Rebench

53.3

—

—

NL2Repo-Bench

—

58.0

—

DeepSWE

—

66.9

—

WebDev Arena

1,436

1,614

B +179 Elo

Terminal-Bench 4.0

—

41.8

—

CursorBench 4.0

—

—

—

FrontierCode v1.1 (Main)

—

—

—

Arena

LMArena Elo

1,458

1,483

B +25 Elo

GLM-5

Context
200K / 33K out
Parameters
—
Price
$0.40 / $1.20
Speed
80 tok/s · 0.35s TTFT
Modalities
text → text
License
MIT

GLM-5 open release - solid all-rounder before the 5.2 bump.

GLM-5.3

Context
1M / 128K out
Parameters
744B (40B act.)
Price
—
Speed
—
Modalities
text → text
License
GLM-5.3 License

Zhipu's Aug 14, 2026 flagship — GLM-5.2 base re-post-trained for complex software engineering, terminal, and real-world agent tasks, with SOTA open-weights coding and emergent cybersecurity skills (CyberGym 84.5). Open weights (744B MoE / 40B active) are on Hugging Face under the GLM-5.3 license; thinking effort is low/high/max (default max).

Benchmark charts

Winner bars are emphasized. Per-benchmark deltas sit above each chart.

Reasoning & knowledge

GPQA: B +9.7HLE: B +13.0CritPt: B +17.1AA-LCR: B +4.0Omniscience Acc.: B +7.6

Coding

SciCode: B +12.8WebDev Elo: B +179

Arena

Arena Elo: B +25

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