Blended $/1M
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ActiveModel portfolio
Step3-VL-10B
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StepFun · Open
Cadle Score
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Unranked · 0%
Benchmark average
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Not enough benchmark results yet
Pricing
Unlisted
no list price
MODEL MATRIX · TRUTH CENTER CELLS
Overall
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Intelligence
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Coding
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Reasoning
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Language
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Knowledge
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Agentic
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MMLU
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GPQA
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Math
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LiveCodeBench
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HumanEval
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Reason
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ARC-AGI
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Coverage AVG
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Pillar Coverage:0 / 7 Core Pillars (0%)
Cadle Cap ranks models with within-benchmark percentiles so ARC-AGI ~40 and MMLU ~90 never compete raw. Coverage AVG is an importance-weighted mean of filled expert cells only — blanks are skipped, not zeroed.
CADLE INSIGHTS
Only measured signals
DESCRIPTION + DETAILS
PROVIDER
StepFun
STATUS
ACTIVE
COMMUNITY REVIEWS
Community Reviews & Field Notes
Verified EngineersReal operator evaluations, prompt robustness observations, and deployment notes for Step3-VL-10B.
4.5(2)
Leave a Field Observation
Rating:5 - Frontier benchmark
Role:
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Reviews are publicly visible to the engineering community.
Inference OperatorProduction Deployer Verified
Oct 31, 2026
Tested Step3-VL-10B on high-concurrency tool loops. Token generation remains consistent under sustained context load, with minimal prompt drift on complex JSON schemas.
Autonomous Agent LeadEval Maintainer Verified
Oct 27, 2026
Evaluated Step3-VL-10B on multi-turn code synthesis. Code reasoning and diff application succeed on ~88% of test suites. Best paired with strict system prompt guardrails.
MODEL COMPARISON
| Metric | |
|---|---|
| Provider | StepFun |
| Release | |
| Input / 1M | No data yet |
| Output / 1M | No data yet |
| Context | No data yet |
| Cadle Cap | 80 |
| Cap board | Unranked |
DATA PROVENANCE
Scores may use different scales — check the Benchmarks tab for source links.
- Supabase models
- Cadle public observations