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Compare / head-to-head

GLM-5.3vsLlama 4 Scout

GLM-5.3 leads 1 of 1 shared benchmark. Llama 4 Scout has the larger context window (10M tokens).

Benchmarks from cited public sources; pricing from official pages; status from official provider feeds.

Shared benchmarks
1 – 0
GLM-5.3 leads
Cheaper per token
list price, input + output
Larger context
Llama 4 Scout
10M tokens
Provider uptime (30d)
— · —
Z.ai · Meta
GLM-5.3
Z.ai · released 2026-08-14
text
Context
1M
Max out
131K
Input /1M
$1.4
Output /1M
$4.4
Cached /1M
$0.26
Scores
33 · 6 core
Llama 4 Scout
Meta · released 2025-04-05
textvision
Context
10M
Max out
Input /1M
Output /1M
Cached /1M
Scores
2 · 2 core
Quality

Benchmark matrix

BenchmarkGLM-5.3Llama 4 ScoutΔEdge
Reported by both · 1
GPQA Diamond90.9% epoch57.2% +33.7 ptGLM-5.3
Only GLM-5.3 reports · 23
Agents' Last Exam28.5% not reported
Agents' Last Exam (ALE-CLI)28.5% not reported
AutomationBench v1.0.648.2% not reported
CyberGym84.5% not reported
DeepSWE v1.166.9% not reported
ExploitBench54.4% not reported
ExploitGym 2h105 not reported
ExploitGym 6h130 not reported
FrontierMath Tier 4 v2 (Epoch AI run)29.3% epochnot reported
FrontierMath Tiers 1-3 v2 (Epoch AI run)68.8% epochnot reported
FrontierSWE78.1% not reported
GDPval-AA v21769 not reported
HLE (with tools)62.5% not reported
NL2Repo58% not reported
OTIS Mock AIME 2024-2025 (Epoch AI run)91.1% epochnot reported
PostTrainBench39.8% not reported
ProgramBench (Almost Solved)19% not reported
SimpleQA Verified41% epochnot reported
SWE-Marathon v1.142.5% not reported
Terminal-Bench 2.188.2% not reported
Terminal-Bench 3.028.3% not reported
Toolathlon Verified73% not reported
Z.ai Code Bench (max effort)34.5% not reported
Only Llama 4 Scout reports · 1
MMLU-Pronot reported74.3%
Scores tagged "epoch" or "matharena" are independent runs, used only where the lab has not published its own; ⚠ marks rows MathArena flags as released after the competition. Higher is better on every row. Δ is GLM-5.3 minus Llama 4 Scout in the benchmark's own unit. "Not reported" means the lab has not published that figure; it is not a zero. ↗ opens the source.
Specs & pricing

Side by side

SpecGLM-5.3Llama 4 ScoutEdge
Context window1M tokens10M tokensLlama 4 Scout
Max output131K tokens
Input price / 1M$1.4
Output price / 1M$4.4
Cached input / 1M$0.26
Input + output / 1M
Lower is cheaper. List prices; batch, tool and regional fees excluded.
$5.8
Modalitiestexttext · visionLlama 4 Scout
Released2026-08-142025-04-05
Cited benchmark scores332
Reliability

Provider status

All providers
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GLM-5.3 vs …

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