Decision support

Seed 2.0 Pro vs Composer 1.5

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

Seed 2.0 Pro

ByteDance

Sources:models.dev

Benchmark results

  • Arena Text

    Arena rating · Higher is better

    • Seed 2.0 Pro
      1457
      Arena #68CI 1453 to 1460
    • Composer 1.5
      Not reported
    Runs and sources
    Seed 2.0 Pro
    • default145795% CI 1453 to 1460 · 78,230 votes
    Composer 1.5

    Not reported

  • Arena Vision

    Arena rating · Higher is better

    • Seed 2.0 Pro
      1256
      Arena #48CI 1249 to 1264
    • Composer 1.5
      Not reported
    Runs and sources
    Seed 2.0 Pro
    • default125695% CI 1249 to 1264 · 10,929 votes
    Composer 1.5

    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
February 14, 2026
February 9, 2026
Context window
256K
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Native context
—
—
Max output tokens
128,000
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Knowledge cutoff
—
—
Open weights
Closed
Closed
Parameter count
—
—

API pricing · USD per 1M tokens

Input
—
—
Output
—
—
Cached input
—
—
Cache write
—
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Capabilities and modalities

Input modalities
text, image, video
text
Output modalities
text
text
Tool calling
Supported
—
Reasoning option
Supported
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Supported options
tools, structured_outputs, reasoning, temperature
—
Capabilities
—
—

Architecture and availability

Architecture
—
—
Model families
—
—
Tokenizer
—
—
Instruction format
—
—
License
—
proprietary
Providers
0
0
Provider endpoints
0
0
Ollama variants
0
0
Metadata source
ai-research
curated

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

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