Model comparison

DeepSeek V4 Pro vs Qwen3 235B 2507

Data verified July 23, 2026

Head-to-head evidence from 2 shared benchmark results across 1 category. Overall scores shown here use the public BenchAlign v5 ranking lane.

DeepSeek V4 Pro

DeepSeek

60.66/100

Margin

4.6pts

← winning

Qwen3 235B 2507

Alibaba

56.02/100

0 category wins1 category wins

Public leaderboard positions: DeepSeek V4 Pro #46 (Supported); Qwen3 235B 2507 #78 (Estimated). Intervals and evidence labels describe ranking uncertainty, not a guarantee for a specific workload.

Evidence parity. DeepSeek V4 Pro and Qwen3 235B 2507 share 2 comparable benchmark results. 1 of 8 categories are comparable. 21 results are unique to DeepSeek V4 Pro; 2 to Qwen3 235B 2507.

Updated July 23, 2026

Shared results: 2
DeepSeek V4 Pro only: 21
Qwen3 235B 2507 only: 2
Comparable categories: 1 / 8

Pick DeepSeek V4 Pro if you want the stronger benchmark profile. Qwen3 235B 2507 only becomes the better choice if knowledge is the priority or you want the cheaper token bill.

Confidence note. This is a partial-evidence comparison with 2 shared benchmark results across 1 evidence category; 1 of 8 categories currently have scoreable aggregates for both models. Treat the verdict as directional until coverage is more balanced.

Why this result

DeepSeek V4 Pro is clearly ahead on the BenchAlign aggregate, 60.66 to 56.02. The gap is large enough that you do not need to squint at the spreadsheet to see the difference.

DeepSeek V4 Pro is also the more expensive model on tokens at $0.43 input / $0.87 output per 1M tokens, versus $0.00 input / $0.00 output per 1M tokens for Qwen3 235B 2507. That is roughly Infinityx on output cost alone. DeepSeek V4 Pro gives you the larger context window at 1M, compared with 128K for Qwen3 235B 2507.

Category breakdown

Exact category averages are shown below. Not measured means BenchLM does not have enough sourced public coverage for that model and category.

Category scores and score margins for DeepSeek V4 Pro and Qwen3 235B 2507
Category	DeepSeek V4 Pro	Δ	Qwen3 235B 2507
Knowledge	DeepSeek V4 Pro41.3	Margin→ 37.6	Qwen3 235B 250778.9
Agentic	DeepSeek V4 Pro59.1	MarginNo overlap	Qwen3 235B 2507Not measured
Coding	DeepSeek V4 Pro65.3	MarginNo overlap	Qwen3 235B 2507Not measured
Math	DeepSeek V4 Pro31.7	MarginNo overlap	Qwen3 235B 2507Not measured
Multilingual	DeepSeek V4 ProNot measured	MarginNo overlap	Qwen3 235B 250779.4

Decisive benchmark drivers

The largest measured benchmark gaps in this matchup, with exact reported values.

A · DeepSeek V4 ProB · Qwen3 235B 2507

GPQA
Knowledge
Source ↗
A 72.9%B 77.5%
Winner: Qwen3 235B 2507Δ 4.6
GPQA: DeepSeek V4 Pro scored 72.9%; Qwen3 235B 2507 scored 77.5%. Qwen3 235B 2507 wins this benchmark.
MMLU-Pro
Knowledge
Source ↗
A 82.9%B 83%
Winner: Qwen3 235B 2507Δ 0.1
MMLU-Pro: DeepSeek V4 Pro scored 82.9%; Qwen3 235B 2507 scored 83%. Qwen3 235B 2507 wins this benchmark.

Operational comparison

Runtime and commercial metrics are compared only when both models have a complete sourced value.

Metric	DeepSeek V4 Pro	Qwen3 235B 2507	Comparison
Input / output priceUSD per 1M tokens	DeepSeek V4 Pro$0.435 input / $0.87 output	Qwen3 235B 2507$0 input / $0 output	Qwen3 235B 2507 has the lower combined listed price.
Generation speedtokens per second	DeepSeek V4 ProNot available	Qwen3 235B 2507Not available	A complete speed comparison is not available.
First-answer latencyseconds to first token	DeepSeek V4 ProNot available	Qwen3 235B 2507Not available	A complete latency comparison is not available.
Context windowmaximum listed tokens	DeepSeek V4 Pro1M	Qwen3 235B 2507128K	DeepSeek V4 Pro lists the larger context window.

Benchmark Deep Dive

Agentic

6 benchmarks

Benchmark	DeepSeek V4 Pro	Qwen3 235B 2507	Result
Terminal-Bench 2.0Source	59.1%	—	Not comparable
MCP AtlasSource	69.4%	—	Not comparable
ToolathlonSource	46.3%	—	Not comparable
Claw-EvalSource	59.8%	—	Not comparable
Gert LabsSource	50.28%	—	Not comparable
ResearchClawBenchSource	17.1%	—	Not comparable

Coding

4 benchmarks

Benchmark	DeepSeek V4 Pro	Qwen3 235B 2507	Result
SWE-bench VerifiedSource	73.6%	—	Not comparable
SWE-bench ProSource	52.1%	—	Not comparable
SWE MultilingualSource	69.8%	—	Not comparable
Terminal-Bench 2.0Source	59.1%	—	Not comparable

Reasoning

2 benchmarks

Benchmark	DeepSeek V4 Pro	Qwen3 235B 2507	Result
MRCR 1MSource	44.7%	—	Not comparable
CorpusQA 1MSource	35.6%	—	Not comparable

KnowledgeQwen3 235B 2507 wins

7 benchmarks

Benchmark	DeepSeek V4 Pro	Qwen3 235B 2507	Result
MMLU-ProSource	82.9%	83%	Qwen3 235B 2507 leads
SimpleQASource	45%	—	Not comparable
Chinese-SimpleQASource	75.8%	—	Not comparable
GPQASource	72.9%	77.5%	Qwen3 235B 2507 leads
GPQA-DSource	72.9%	—	Not comparable
HLESource	7.7%	—	Not comparable
SuperGPQASource	—	62.6%	Not comparable

Math

4 benchmarks

Benchmark	DeepSeek V4 Pro	Qwen3 235B 2507	Result
HMMT Feb 2026Source	31.7%	—	Not comparable
IMOAnswerBenchSource	35.3%	—	Not comparable
ApexSource	0.4%	—	Not comparable
Apex ShortlistSource	9.2%	—	Not comparable

Multilingual

1 benchmarks

Benchmark	DeepSeek V4 Pro	Qwen3 235B 2507	Result
MMLU-ProXSource	—	79.4%	Not comparable

Multimodal

1 benchmarks

Benchmark	DeepSeek V4 Pro	Qwen3 235B 2507	Result
Design Arena WebsiteSource	1264	—	Not comparable

Frequently Asked Questions (2)

Which is better, DeepSeek V4 Pro or Qwen3 235B 2507?

DeepSeek V4 Pro is ahead on BenchLM's BenchAlign leaderboard, 60.66 to 56.02. The biggest single separator in this matchup is GPQA, where the scores are 72.9% and 77.5%.

Which is better for knowledge tasks, DeepSeek V4 Pro or Qwen3 235B 2507?

Qwen3 235B 2507 has the edge for knowledge tasks in this comparison, averaging 78.9 versus 41.3. Inside this category, GPQA is the benchmark that creates the most daylight between them.

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Last updated: July 23, 2026

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