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Qwen3 Coder Next vs Step 3.7 Flash

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 Qwen3 Coder Next and Step 3.7 Flash.

Alibaba

Qwen3 Coder Next

Qwen3-Coder-Next is an open-weight causal language model optimized for coding agents and local development workflows. It uses a sparse MoE design with 80B total parameters and only 3B activated per...

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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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Technical Specifications

SpecificationQwen3 Coder NextStep 3.7 Flash
ProviderAlibabaStepFun
Context Window262,144 tokens256,000 tokens
Agent SuitabilityN/AN/A
Time to First Token (TTFT)N/AN/A
Deployment Modelself hostablemanaged api
Production Stabilitystablestable
API AvailableYesYes
Released Date2026-02-042026-05-28

API Pricing Comparison

Input Price per Million Tokens

Qwen3 Coder Next

$0.11

Step 3.7 Flash

$0.20

Output Price per Million Tokens

Qwen3 Coder Next

$0.80

Step 3.7 Flash

$1.15

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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
N/Avs8450.0%
Qwen3 Coder Next
Step 3.7 Flash
HumanEvalPython coding & logic synthesis
N/Avs8600.0%
Qwen3 Coder Next
Step 3.7 Flash
MATHComplex mathematical problem solving
N/Avs6680.0%
Qwen3 Coder Next
Step 3.7 Flash
GPQAGraduate-level expert reasoning
N/Avs4400.0%
Qwen3 Coder Next
Step 3.7 Flash
HellaSwagCommonsense reasoning and inference
N/Avs8580.0%
Qwen3 Coder Next
Step 3.7 Flash
MT-BenchMulti-turn conversation flow quality
N/Avs890.0%
Qwen3 Coder Next
Step 3.7 Flash

Qwen3 Coder Next Quirks & Gotchas

No developer gotchas reported.

Step 3.7 Flash Quirks & Gotchas

No developer gotchas reported.