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Hy4 preview

TencentОткрытые весаApache 2.0 · Коммерческое использование

Описание

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.

Дата выхода
2026-08-28
Параметры
770.0B
Длина контекста
1.0M
Модальности
text

Радар способностей

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

При отсутствии специализированных научных бенчмарков Science оценивается по научным категориям LLM Stats или на основе рассуждений.

Рейтинги

Домен#МестоОценкаИсточник
Агентные возможности25
54.0
LS

Оценки бенчмарков (LLM Stats)

(LLM Stats (zeroeval))

Agents

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

Biology

BioMysteryBench71.3%Сам.

Chemistry

SuperChem66.4%Сам.

Code

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

General

GDPval-AA1678.00 / 3000Сам.

Math

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

Reasoning

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

Search

WideSearch83.9%Сам.

Индексы оценки AA

(Artificial Analysis)

Нет данных AA оценки

Оценки категорий 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

Цены

Цена ввода$0.834 / 1M токенов
Цена вывода$2.501 / 1M токенов
Смешанная цена (3:1)$1.25075 / 1M токенов
Цена чтения кэша$0.042 / 1M токенов

Скорость

Нет данных о скорости

Рейтинг цен провайдеров

Рейтинг цен провайдеров

9 провайдеров

Самый дешевый: TencentСамый дорогой: CrossModel
ПровайдерВводВывод
1TencentОсновной
$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

Сравнение цен разных API-провайдеров для этой модели.

Внешние ссылки