Tencent

Tencent Hy3

TencentBalanced
ThinkingTool UseStructured Output

About this model

Hy3 is a 295B-parameter Mixture-of-Experts model from Tencent (21B active, 192 experts with top-8 routing) built for reasoning, agentic workflows, and real-world production use. It supports a configurable reasoning effort:...

Performance Tier

Balanced

Tencent Hy3 is a balanced model from Tencent : strong performance at a reasonable price.

Strong cost-performance ratio. Reliable for most professional use cases without premium pricing.

Pricing

This model is included in Elosia plans
Affordable

Low cost. Suitable for sustained use and high-volume interactions.

Typeper 1M tokens
Input (prompt)$0.132
Output (completion)$0.528
Cache read$0.033

Capabilities

Context Length262K
Max Output Tokens128K
TokenizerOther
Inputtext
Outputtext
Release DateJuly 6, 2026

Benchmarks

General Intelligence
MMLU
Not reported
GPQA Diamond
90.4%
Mathematics
MATH-500
Not reported
Programming
HumanEval
Not reported
SWE-bench Verified
78%
SWE-bench Multilingual
75.8%
Reasoning
Humanity's Last Exam
37%
Agentic
SWE-bench Pro
57.9%
Terminal-Bench 2.1
71.7%

Where does Tencent Hy3 stand?

Compare its performance index against every other model.

View the performance leaderboard

Recommended Use Cases

CodingResearchAnalysisGeneral Chat

Strengths

  • Sparse mixture of experts: 192 experts with top-8 routing over 80 layers, so each token engages only a small share of the network
  • Agentic search is an explicit evaluation axis, with multi-step browsing and deep-search suites reported next to the coding and reasoning ones
  • Genuine openness: Apache 2.0 weights plus a published FP8 build, documented vLLM and SGLang deployment, and only 21B active parameters out of 295B, which keeps the per-token compute low
  • Tool calling through a dedicated hy_v3 parser, on a 262K-token context window with up to 128K of output

Limitations

  • Weak factual coverage: faced with a question it does not master, it invents more often than it abstains, which tempers the anti-hallucination claim of the model card
  • Competition mathematics is the soft axis, in Tencent's own table, well behind its scientific reasoning. Text only, no multimodality

Frequently asked questions

Resources

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