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Claude Haiku 5.5 vs Step3-VL-10B

Claude Haiku 5.5 leads the LLM Stats Score 49.9 to 25.2.

Anthropic · StepFun · Updated for 2026

Which is better?

Claude Haiku 5.5 leads the overall LLM Stats Score 49.9 to 25.2, ranking #20 overall.

Based on current LLM Stats indexes, shared benchmarks, pricing, and model metadata for 2026.

Choose Claude Haiku 5.5

  • overall performance matters — it scores 49.9 and ranks #20 on LLM Stats
  • your work emphasizes reasoning — it leads those capability indexes
  • you want the most recent training data — it shipped Oct 2026

Choose Step3-VL-10B

  • you need open weights you can self-host or fine-tune

At a glance

The differences that matter most.

Claude Haiku 5.5
Anthropic
Step3-VL-10B
StepFun
Core performance indexes
LLM Stats Score
49.9
#20
25.2
#182
Reasoning
47.5
#25
25.2
#176
Cost, coverage & limits
Benchmark wins
—
—
Input price
$0.10 / M
— / M
Output price
$0.50 / M
— / M
Context window
1,000,000
—

Capability indexes

Additional strengths measured across groups of related public benchmarks

3 shared
Index
Claude Haiku 5.5
Step3-VL-10B
Math
29.0#95
23.4#139
Vision
30.5#38
16.3#104
Multimodal
31.3#33
19.9#85
Conservative TrueSkill rating · higher is betterHow scores work

Individual benchmarks

36 reported for Claude Haiku 5.5 · 6 for Step3-VL-10B

No common benchmarks found

Claude Haiku 5.5 and Step3-VL-10Bdon't have any common benchmark datasets to compare. They may have been evaluated on different testing suites.

Human preference

Blind head-to-head votes and playground preference scores

Context Window

Maximum input and output token capacity

Only Claude Haiku 5.5 specifies input context (1,000,000 tokens). Only Claude Haiku 5.5 specifies output context (128,000 tokens).

Anthropic
Claude Haiku 5.5
Input1,000,000 tokens
Output128,000 tokens
StepFun
Step3-VL-10B
Input- tokens
Output- tokens
Fri Oct 23 2026 • llm-stats.com

Input capabilities

Documented input modalities across available providers

Both Claude Haiku 5.5 and Step3-VL-10B support multimodal inputs.

They are both capable of processing various types of data, offering versatility in application.

Claude Haiku 5.5

Text
Images
Audio
Video

Step3-VL-10B

Text
Images
Audio
Video

License

Usage and distribution terms

Claude Haiku 5.5 is licensed under a proprietary license, while Step3-VL-10B uses Apache 2.0.

License differences may affect how you can use these models in commercial or open-source projects.

Claude Haiku 5.5

Proprietary

Closed source

Step3-VL-10B

Apache 2.0

Open weights

Release Timeline

When each model was launched

Claude Haiku 5.5 was released on 2026-10-07, while Step3-VL-10B was released on 2026-01-15.

Claude Haiku 5.5 is 9 months newer than Step3-VL-10B.

Claude Haiku 5.5

Oct 7, 2026

1 weeks ago

8mo newer
Step3-VL-10B

Jan 15, 2026

9 months ago

Knowledge Cutoff

When training data ends

Claude Haiku 5.5 has a documented knowledge cutoff of 2026-06-01, while Step3-VL-10B's cutoff date is not specified.

We can confirm Claude Haiku 5.5's training data extends to 2026-06-01, but cannot make a direct comparison without Step3-VL-10B's cutoff date.

Claude Haiku 5.5

Jun 2026

Step3-VL-10B

—

Outputs Comparison

Notice missing or incorrect data?

Judge for yourself.

Run your own prompts against Claude Haiku 5.5 and Step3-VL-10B side-by-side, then vote on the output you prefer.

Claude Haiku 5.5
✓ Preferred
Step3-VL-10B
Open in Playground

FAQ

Common questions about Claude Haiku 5.5 vs Step3-VL-10B.

Which is better, Claude Haiku 5.5 or Step3-VL-10B?

Claude Haiku 5.5 leads the LLM Stats Score 49.9 to 25.2. Claude Haiku 5.5 is made by Anthropic and Step3-VL-10B is made by StepFun. The best choice depends on your use case — compare their capability indexes, individual benchmarks, pricing, and limits above.

How does Claude Haiku 5.5 compare to Step3-VL-10B in benchmarks?

Claude Haiku 5.5 scores Global-MMLU: 87.8%, MILU: 87.6%, BenchCAD (with Python tool): 87.0%, Chartography: 86.2%, SWE-bench Multilingual: 83.7%. Step3-VL-10B scores MMBench: 91.8%, AIME 2025: 87.7%, MathVista: 84.0%, MMMU: 78.1%, MathVision: 70.8%.

What are the context window sizes for Claude Haiku 5.5 and Step3-VL-10B?

Claude Haiku 5.5 supports 1.0M tokens and Step3-VL-10B supports an unknown number of tokens. A larger context window lets you process longer documents, conversations, or codebases in a single request.

What are the main differences between Claude Haiku 5.5 and Step3-VL-10B?

Key differences include LLM Stats Score (49.9 vs 25.2), licensing (Proprietary vs Apache 2.0). See the full comparison above for benchmark-by-benchmark results.

Who makes Claude Haiku 5.5 and Step3-VL-10B?

Claude Haiku 5.5 is developed by Anthropic and Step3-VL-10B is developed by StepFun.

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