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Hy4 preview

TencentOpen WeightApache 2.0 · Commercial OK

Description

Hy4 preview is a new-generation Mixture-of-Experts (MoE) flagship model from the Tencent Hy Team (released 2026-08-28). It has 770B total parameters with 49B activated per token, plus a native MTP layer (10B total / 0.7B activated) for speculative decoding. The backbone uses 78 layers (first dense FFN, then 77 MoE layers with 256 routed experts + 1 shared expert, top-8 routing), Gated DeepSeek Sparse Attention with IndexCache, and identity Hyper-Connections, with a 1,048,576-token context window. It is text-in / text-out, Apache 2.0 licensed, and a hybrid-thinking model defaulting to high reasoning effort (also supports no_think). Training targets productivity workloads — software engineering, office/analysis, game development, and scientific research — and is co-designed with Tencent products such as CodeBuddy and WorkBuddy. As an early preview, known limitations include longer-than-necessary reasoning on complex tasks and a tendency to over-verify its own work.

Release Date
2026-08-28
Parameters
770.0B
Context Length
1.0M
Modalities
text

Capability Radar

57
general
60
coding
40
reasoning
68
scienceest.
60
agents
0
multimodal

Science is estimated from LLM Stats science scores or reasoning when no dedicated science benchmarks are available.

Rankings

Domain#RankScoreSource
Agentic Capability25
54.0
LS

Benchmark Scores (LLM Stats)

(LLM Stats (zeroeval))

Agents

BankerToolBench78.6%SR
DRACO77.2%SR
Toolathlon74.1%SR
OfficeQA Pro66.2%SR
OneMillion Bench65.4%SR
Job Bench61.7%SR
Workspace Bench60.2%SR
PostTrainBench35.6%SR
AutomationBench32.1%SR
Agents' Last Exam22.8%SR
Program Bench17.5%SR

Biology

BioMysteryBench71.3%SR

Chemistry

SuperChem66.4%SR

Code

CyberGym78.4%SR
DeepSWE64.3%SR
SkillsBench62.9%SR
NL2Repo58.9%SR
SWE-Marathon31.9%SR

General

GDPval-AA1678.00 / 3000SR

Math

MathArena Apex74.2%SR
ArXivMath66.6%SR
HorizonMath8.8%SR

Reasoning

GPQANYU + Cohere + Anthropic (2023)92.3%SR
Terminal-Bench 2.185.4%SR
MCP Atlas83.7%SR
SWE-bench Multilingual82.9%SR
SWE-Bench ProPrinceton NLP (2024)65.7%SR
Humanity's Last Exam (with tools, text-only)55.4%SR
Humanity's Last Exam (no tools, text-only)43.4%SR
APEX-Agents37.1%SR
CritPT16.9%SR

Search

WideSearch83.9%SR

AA Evaluation Indices

(Artificial Analysis)

No AA evaluation data available

LLM Stats Category Scores

(LLM Stats (zeroeval))
Legal
100
Finance
100
Agents
84
Reasoning
71
General
57
Physics
90
Safety
80
Search
80
Biology
80
Chemistry
80
Long Context
70
Science
70
Knowledge
70
Productivity
60
Code
60
Tool Calling
60
Math
40
Systems
40

Pricing

Input Price$0.834 / 1M tokens
Output Price$2.501 / 1M tokens
Blended Price (3:1)$1.25075 / 1M tokens
Cache Read Price$0.042 / 1M tokens

Speed

No speed data available

Provider Price Ranking

Provider Price Ranking

9 providers

Cheapest: TencentMost Expensive: CrossModel
ProviderInputOutput
1TencentPRIMARY
$0.834
$2.501
2NanoGPT
$0.834
$2.501
3OpenRouter
$0.834
$2.501
4OpenCode Go
$0.834
$2.501
5Kilo Gateway
$0.834
$2.501
6Vercel AI Gateway
$0.834
$2.501
7Tencent TokenHub
$0.834
$2.501
8Tencent Token Plan
$0.834
$2.501
9CrossModel
$0.96
$2.88

Compare pricing across different API providers for this model.

External Sources