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Step 3.7 Flash vs UI-TARS 7B

How do these models stack up? Below is an expert side-by-side comparison of specifications, context window capacity, live pricing per million tokens, and standardized benchmark scores for Step 3.7 Flash and UI-TARS 7B.

StepFun

Step 3.7 Flash

Step 3.7 Flash is StepFun's latest high-efficiency multimodal Mixture-of-Experts model. It pairs a 196B-parameter language backbone with a vision encoder for native image and video understanding, activating roughly 11B parameters...

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ByteDance

UI-TARS 7B

UI-TARS-1.5 is a multimodal vision-language agent optimized for GUI-based environments, including desktop interfaces, web browsers, mobile systems, and games. Built by ByteDance, it builds upon the UI-TARS framework with reinforcement...

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Technical Specifications

SpecificationStep 3.7 FlashUI-TARS 7B
ProviderStepFunByteDance
Context Window256,000 tokens128,000 tokens
Agent SuitabilityN/AN/A
Time to First Token (TTFT)N/AN/A
Deployment Modelmanaged apimanaged api
Production Stabilitystablestable
API AvailableYesYes
Released Date2026-05-282025-07-22

API Pricing Comparison

Input Price per Million Tokens

Step 3.7 Flash

$0.20

UI-TARS 7B

$0.10

Output Price per Million Tokens

Step 3.7 Flash

$1.15

UI-TARS 7B

$0.20

Want to test both models live?

Run side-by-side prompt prompts in our dynamic Sandbox. Check execution speeds, latency metrics, and compute actual costs in real-time.

Benchmark Performance Metrics

Scores show the raw performance percentages verified across key evaluation suites. Higher bars indicate superior accuracy and capability in that domain.

MMLUGeneral knowledge & multi-task understanding
8450.0%vs7350.0%
Step 3.7 Flash
UI-TARS 7B
HumanEvalPython coding & logic synthesis
8600.0%vs8020.0%
Step 3.7 Flash
UI-TARS 7B
MATHComplex mathematical problem solving
6680.0%vs4050.0%
Step 3.7 Flash
UI-TARS 7B
GPQAGraduate-level expert reasoning
4400.0%vs3000.0%
Step 3.7 Flash
UI-TARS 7B
HellaSwagCommonsense reasoning and inference
8580.0%vs7800.0%
Step 3.7 Flash
UI-TARS 7B
MT-BenchMulti-turn conversation flow quality
890.0%vs805.0%
Step 3.7 Flash
UI-TARS 7B

Step 3.7 Flash Quirks & Gotchas

No developer gotchas reported.

UI-TARS 7B Quirks & Gotchas

No developer gotchas reported.