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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

57
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 agéntica25
54.0
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
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

Precios

Precio de entrada$0.834 / 1M tokens
Precio de salida$2.501 / 1M tokens
Precio mixto (3:1)$1.25075 / 1M tokens
Precio de lectura caché$0.042 / 1M tokens

Velocidad

No hay datos de velocidad disponibles

Ranking de Precios por Proveedor

Ranking de Precios por Proveedor

9 proveedores

Más barato: TencentMás caro: CrossModel
ProveedorEntradaSalida
1TencentPRINCIPAL
$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

Comparar precios entre diferentes proveedores de API para este modelo.

Fuentes externas