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Hy4 preview

TencentOpen WeightApache 2.0 · Usage Commercial

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.

Date de sortie
2026-08-28
Paramètres
770.0B
Longueur du contexte
1.0M
Modalités
text

Radar de capacités

53
general
60
coding
40
reasoning
68
scienceest.
60
agents
0
multimodal

Science est estimé à partir des scores scientifiques de LLM Stats ou du raisonnement lorsque les benchmarks scientifiques dédiés ne sont pas disponibles.

Classements

Domaine#RangScoreSource
Capacité agentique68
46.0
LS

Scores de benchmarks (LLM Stats)

(LLM Stats (zeroeval))

Agents

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

Biology

BioMysteryBench71.3%Aut.

Chemistry

SuperChem66.4%Aut.

Code

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

General

GDPval-AA1678.00 / 3000Aut.

Math

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

Reasoning

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

Search

WideSearch83.9%Aut.

Indices d'évaluation AA

(Artificial Analysis)

Aucune donnée d'évaluation AA disponible

Scores par catégorie LLM Stats

(LLM Stats (zeroeval))
Legal
100
Finance
100
Agents
77
Reasoning
68
General
53
Physics
90
Safety
80
Search
80
Biology
80
Chemistry
80
Knowledge
70
Long Context
70
Science
70
Productivity
60
Code
60
Tool Calling
60
Math
40
Systems
40

Tarification

Prix d'entrée$0.7506 / 1M tokens
Prix de sortie$2.2509 / 1M tokens
Prix mixte (3:1)$1.12568 / 1M tokens
Prix de lecture cache$0.0378 / 1M tokens

Vitesse

Aucune donnée de vitesse disponible

Classement des Prix par Fournisseur

Classement des Prix par Fournisseur

18 fournisseurs

Moins cher: VancinePlus cher: Venice AI
FournisseurEntréeSortie
1VancineMoins cher
$0.67
$2
2TencentPRINCIPAL
$0.7506
$2.2509
3NanoGPT
$0.7506
$2.2509
4OpenRouter
$0.7506
$2.2509
5Kilo Gateway
$0.7506
$2.2509
6OpenCode Go
$0.834
$2.501
7Novita AI
$0.834
$2.501
8Vercel AI Gateway
$0.834
$2.501
9DevPass (LLM Gateway)
$0.834
$2.501
10Tencent TokenHub
$0.834
$2.501
11Tencent Token Plan
$0.834
$2.501
12Eden AI
$0.834
$2.501
13LLM Gateway
$0.834
$2.501
14CommandCode
$0.834
$2.501
15AIHubMix
$0.845
$2.535
16AI/ML API
$0.88237
$2.64606
17CrossModel
$0.96
$2.88
18Venice AI
$1.0425
$3.12625

Comparer les prix entre différents fournisseurs API pour ce modèle.

Sources externes