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Hy4 preview

TencentOpen WeightApache 2.0 · Uso Comercial

Descripción

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.

Fecha de lanzamiento
2026-08-28
Parámetros
770.0B
Longitud del contexto
1.0M
Modalidades
text

Radar de capacidades

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

Science se estima a partir de las puntuaciones científicas de LLM Stats o del razonamiento cuando no hay benchmarks científicos dedicados.

Rankings

Dominio#PosiciónPuntuaciónFuente
Capacidad agéntica68
46.0
LS

Puntuaciones 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.

Índices de evaluación AA

(Artificial Analysis)

No hay datos de evaluación AA disponibles

Puntuaciones por categoría 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

Precios

Precio de entrada$0.7506 / 1M tokens
Precio de salida$2.2509 / 1M tokens
Precio mixto (3:1)$1.12568 / 1M tokens
Precio de lectura caché$0.0378 / 1M tokens

Velocidad

No hay datos de velocidad disponibles

Ranking de Precios por Proveedor

Ranking de Precios por Proveedor

18 proveedores

Más barato: VancineMás caro: Venice AI
ProveedorEntradaSalida
1VancineMás barato
$0.67
$2
2TencentPRINCIPAL
$0.7506
$2.2509
3OpenRouter
$0.7506
$2.2509
4Kilo Gateway
$0.7506
$2.2509
5NanoGPT
$0.834
$2.501
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

Comparar precios entre diferentes proveedores de API para este modelo.

Fuentes externas