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R1 vs Step 3.5 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 R1 and Step 3.5 Flash.

DeepSeek

R1

DeepSeek R1 is here: Performance on par with [OpenAI o1](/openai/o1), but open-sourced and with fully open reasoning tokens. It's 671B parameters in size, with 37B active in an inference pass....

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StepFun

Step 3.5 Flash

Step 3.5 Flash is StepFun's most capable open-source foundation model. Built on a sparse Mixture of Experts (MoE) architecture, it selectively activates only 11B of its 196B parameters per token....

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Technical Specifications

SpecificationR1Step 3.5 Flash
ProviderDeepSeekStepFun
Context Window163,840 tokens262,144 tokens
Agent SuitabilityN/AN/A
Time to First Token (TTFT)N/AN/A
Deployment Modelself hostablemanaged api
Production Stabilitystablestable
API AvailableYesYes
Released Date2025-01-202026-01-29

API Pricing Comparison

Input Price per Million Tokens

R1

$0.70

Step 3.5 Flash

$0.10

Output Price per Million Tokens

R1

$2.50

Step 3.5 Flash

$0.30

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
9080.0%vsN/A
R1
Step 3.5 Flash
HumanEvalPython coding & logic synthesis
9280.0%vsN/A
R1
Step 3.5 Flash
MATHComplex mathematical problem solving
9310.0%vsN/A
R1
Step 3.5 Flash
GPQAGraduate-level expert reasoning
6210.0%vsN/A
R1
Step 3.5 Flash
HellaSwagCommonsense reasoning and inference
9050.0%vsN/A
R1
Step 3.5 Flash
MT-BenchMulti-turn conversation flow quality
935.0%vsN/A
R1
Step 3.5 Flash

R1 Quirks & Gotchas

No developer gotchas reported.

Step 3.5 Flash Quirks & Gotchas

No developer gotchas reported.