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GLM-5.3vsHy3

GLM-5.3 leads 3 of 3 shared benchmarks. GLM-5.3 has the larger context window (1M tokens).

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

Shared benchmarks
3 – 0
GLM-5.3 leads
Cheaper per token
list price, input + output
Larger context
GLM-5.3
1M tokens
Provider uptime (30d)
— · —
Z.ai · Tencent Hunyuan
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
Hy3
Tencent Hunyuan · released 2026-07-06
text
Context
256K
Max out
Input /1M
Output /1M
Cached /1M
Scores
41 · 8 core
Quality

Benchmark matrix

BenchmarkGLM-5.3Hy3ΔEdge
Reported by both · 3
GPQA Diamond90.9% epoch90.4% +0.5 ptGLM-5.3
NL2Repo58% 45.6% +12.4 ptGLM-5.3
Terminal-Bench 2.188.2% 71.7% +16.5 ptGLM-5.3
Only GLM-5.3 reports · 21
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
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 3.028.3% not reported
Toolathlon Verified73% not reported
Z.ai Code Bench (max effort)34.5% not reported
Only Hy3 reports · 38
SWE-bench Verifiednot reported78%
Humanity's Last Exam (no tools)not reported37%
LMArena Elonot reported1440.6
AA-LCRnot reported73.4%
Apex-Agentnot reported25.6%
ArxivMathnot reported52.2%
BrowseCompnot reported84.2%
CL-benchnot reported23.8%
CL-bench Lifenot reported17%
ClawEvalnot reported68.5%
CMT-Benchmarknot reported37.8%
DeepSearchQAnot reported91%
DeepSWEnot reported28%
e-benchnot reported50.2%
FrontierScience-Olympiadnot reported74.8%
FrontierScience-Researchnot reported21.3%
HLE (with tools, text-only)not reported53.2%
HorizonMathnot reported7.1%
Hy-Backend 2.0not reported25%
Hy-CompanyBenchnot reported41.7%
Hy-Euler Pronot reported24.2%
Hy-FinModelBenchnot reported69%
Hy-Mathnot reported60.9%
Hy-SkillsWorldnot reported45.8%
Hy-SWE Maxnot reported49%
IMOAnswerBenchnot reported90%
MathArena Apexnot reported38.7%
MCP Atlasnot reported79.1%
PHYBenchnot reported77.4%
ProdBenchnot reported23%
SkillsBenchnot reported55.3%
SuperChemnot reported54.9%
SWE-bench Multilingualnot reported75.8%
SWE-bench Pronot reported57.9%
Toolathlonnot reported48.5%
USAMO 2026not reported72%
WideSearchnot reported76.4%
WildClawBenchnot reported53.6%
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 Hy3 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-5.3Hy3Edge
Context window1M tokens256K tokensGLM-5.3
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
ModalitiestexttextTie
Released2026-08-142026-07-06
Cited benchmark scores3341
Reliability

Provider status

All providers
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GLM-5.3 vs …

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