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Hy3vsStep 3.5 Flash

Hy3 leads 4 of 4 shared benchmarks. Both offer a 256K-token context window.

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

Shared benchmarks
4 – 0
Hy3 leads
Cheaper per token
list price, input + output
Larger context
Tie
both 256K tokens
Provider uptime (30d)
— · —
Tencent Hunyuan · StepFun
Hy3
Tencent Hunyuan · released 2026-07-06
text
Context
256K
Max out
Input /1M
Output /1M
Cached /1M
Scores
41 · 8 core
Step 3.5 Flash
StepFun · released 2026-02-12
text
Context
256K
Max out
Input /1M
Output /1M
Cached /1M
Scores
18 · 5 core
Quality

Benchmark matrix

BenchmarkHy3Step 3.5 FlashΔEdge
Reported by both · 4
SWE-bench Verified78% 74.4% +3.6 ptHy3
LMArena Elo1440.6 1403.7 +36.9Hy3
BrowseComp84.2% 51.6% +32.6 ptHy3
IMOAnswerBench90% 85.4% +4.6 ptHy3
Only Hy3 reports · 37
GPQA Diamond90.4% not reported
Humanity's Last Exam (no tools)37% not reported
AA-LCR73.4% not reported
Apex-Agent25.6% not reported
ArxivMath52.2% not reported
CL-bench23.8% not reported
CL-bench Life17% not reported
ClawEval68.5% not reported
CMT-Benchmark37.8% not reported
DeepSearchQA91% not reported
DeepSWE28% not reported
e-bench50.2% not reported
FrontierScience-Olympiad74.8% not reported
FrontierScience-Research21.3% not reported
HLE (with tools, text-only)53.2% not reported
HorizonMath7.1% not reported
Hy-Backend 2.025% not reported
Hy-CompanyBench41.7% not reported
Hy-Euler Pro24.2% not reported
Hy-FinModelBench69% not reported
Hy-Math60.9% not reported
Hy-SkillsWorld45.8% not reported
Hy-SWE Max49% not reported
MathArena Apex38.7% not reported
MCP Atlas79.1% not reported
NL2Repo45.6% not reported
PHYBench77.4% not reported
ProdBench23% not reported
SkillsBench55.3% not reported
SuperChem54.9% not reported
SWE-bench Multilingual75.8% not reported
SWE-bench Pro57.9% not reported
Terminal-Bench 2.171.7% not reported
Toolathlon48.5% not reported
USAMO 202672% not reported
WideSearch76.4% not reported
WildClawBench53.6% not reported
Only Step 3.5 Flash reports · 13
AIME 2025not reported97.3%
AIME 2026not reported96.7% matharena
BrowseComp (with context manager)not reported69%
BrowseComp-ZHnot reported66.9%
BrowseComp-ZH (with context manager)not reported73.7%
GAIA (no file)not reported84.5%
HMMT 2025 (Feb/Nov average)not reported96.2%
LiveCodeBench v6not reported86.4%
ResearchRubricsnot reported65.3%
Tau2-Benchnot reported88.2%
Terminal-Bench 2.0not reported51%
xbench-DeepSearch 2025.05not reported83.7%
xbench-DeepSearch 2025.10not reported56.3%
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 Hy3 minus Step 3.5 Flash 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

SpecHy3Step 3.5 FlashEdge
Context window256K tokens256K tokensTie
Max output
Input price / 1M
Output price / 1M
Cached input / 1M
Input + output / 1M
Lower is cheaper. List prices; batch, tool and regional fees excluded.
ModalitiestexttextTie
Released2026-07-062026-02-12
Cited benchmark scores4118
Reliability

Provider status

All providers
More matchups

Step 3.5 Flash vs …

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