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DeepSeek V4 Pro vs Qwen3 Next 80B A3B Thinking

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 DeepSeek V4 Pro and Qwen3 Next 80B A3B Thinking.

DeepSeek

DeepSeek V4 Pro

DeepSeek V4 Pro is a large-scale Mixture-of-Experts model from DeepSeek with 1.6T total parameters and 49B activated parameters, supporting a 1M-token context window. It is designed for advanced reasoning, coding,...

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Alibaba

Qwen3 Next 80B A3B Thinking

Qwen3-Next-80B-A3B-Thinking is a reasoning-first chat model in the Qwen3-Next line that outputs structured “thinking” traces by default. It’s designed for hard multi-step problems; math proofs, code synthesis/debugging, logic, and agentic...

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Technical Specifications

SpecificationDeepSeek V4 ProQwen3 Next 80B A3B Thinking
ProviderDeepSeekAlibaba
Context Window1,048,576 tokens262,144 tokens
Agent Suitability94/100N/A
Time to First Token (TTFT)280 msN/A
Deployment Modelmanaged apiself hostable
Production Stabilitystablestable
API AvailableYesYes
Released Date2026-04-242025-09-11

API Pricing Comparison

Input Price per Million Tokens

DeepSeek V4 Pro

$0.43

Qwen3 Next 80B A3B Thinking

$0.10

Output Price per Million Tokens

DeepSeek V4 Pro

$0.87

Qwen3 Next 80B A3B Thinking

$0.78

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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
8850.0%vsN/A
DeepSeek V4 Pro
Qwen3 Next 80B A3B Thinking
HumanEvalPython coding & logic synthesis
8900.0%vsN/A
DeepSeek V4 Pro
Qwen3 Next 80B A3B Thinking
MATHComplex mathematical problem solving
7460.0%vsN/A
DeepSeek V4 Pro
Qwen3 Next 80B A3B Thinking
GPQAGraduate-level expert reasoning
4900.0%vsN/A
DeepSeek V4 Pro
Qwen3 Next 80B A3B Thinking
HellaSwagCommonsense reasoning and inference
8750.0%vsN/A
DeepSeek V4 Pro
Qwen3 Next 80B A3B Thinking
MT-BenchMulti-turn conversation flow quality
918.0%vsN/A
DeepSeek V4 Pro
Qwen3 Next 80B A3B Thinking

DeepSeek V4 Pro Quirks & Gotchas

  • MoE architecture — cold-start latency on first request, use keep-alive
  • Best cost-performance ratio of any frontier model — strong tool calling for agentic use

Qwen3 Next 80B A3B Thinking Quirks & Gotchas

No developer gotchas reported.