Decision support

Hy4 vs GLM 5.3 FlashX Legal

Compare canonical objects directly. The useful dimensions change with the object type, so model and hardware comparisons stay separate.

Benchmark results

  • Agent Arena

    IPS score · Higher is better

    • Hy4
      +0.053
      Arena #14CI +0.040 to +0.066
    • GLM 5.3 FlashX Legal
      Not reported
    Runs and sources
    Hy4
    • default+0.05395% CI +0.040 to +0.066 · 3,304,477 observations
    GLM 5.3 FlashX Legal

    Not reported

Each model's best published result is shown; "Not reported" means no matched evaluation, not a score of zero. Arena and DeepSWE ranks are the leaderboards' own; other ranks are among catalogue models with a score. Results from different harnesses or settings are not directly comparable.

Arena ratings: Arena (lmarena-ai/leaderboard-dataset), licensed CC BY 4.0. Ratings come from pairwise human votes and are only comparable within one leaderboard; the interval is Arena's 95% confidence interval. Model names are matched to the Vertical Tabs catalog.

Model specifications

Release date
November 4, 2026
November 2, 2026
Context window
1M
1M
Native context
—
—
Max output tokens
65,536
131,072
Knowledge cutoff
—
—
Open weights
Open weights
Unknown
Parameter count
—
—

API pricing · USD per 1M tokens

Input
$0.417
$0.37
Output
$1.2505
$1.25
Cached input
$0.021
$0.075
Cache write
—
—

Capabilities and modalities

Input modalities
text, image
text, image, video
Output modalities
text
text
Tool calling
Supported
Supported
Reasoning option
Supported
Supported
Supported options
include_reasoning, max_completion_tokens, max_tokens, reasoning, reasoning_effort, response_format, stop, structured_outputs, temperature, tool_choice, tools
include_reasoning, max_tokens, reasoning, reasoning_effort, response_format, structured_outputs, temperature, tool_choice, tools, top_k, top_p
Capabilities
—
—

Architecture and availability

Architecture
—
—
Model families
—
—
Tokenizer
Other
Other
Instruction format
—
—
License
—
—
Providers
1
1
Provider endpoints
1
1
Ollama variants
0
0
Metadata source
ai-research
openrouter

A dash means the field is not reported. Provider-specific performance and pricing may differ.

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