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DeepSeek: DeepSeek V4 Pro vs Qwen: Qwen3 Coder Next

Summary

DeepSeek V4 Pro vs Qwen3 Coder Next benchmark comparison: DeepSeek V4 Pro leads on average score with 5.7 vs 4.6. Qwen3 Coder Next has the lower benchmark cost at $0.008 vs $0.025. Qwen3 Coder Next is faster at 8.58s vs 12.38s, with pass rates of 42.9% vs 28.6%.

Recommended model: Qwen3 Coder Next - It offers the best overall trade-off: a competitive score (4.6), lower cost than DeepSeek V4 Pro, and balanced response time.

Last updated at: 2026-06-04

Metric DeepSeek V4 Pro DeepSeek V4 Pro none Release: 2026-04-24 Qwen3 Coder Next Qwen3 Coder Next medium Release: 2026-02-03
Score 5.7 4.6
Rank #113 #150
Reliability 8.5 10.0
Consistency 8.5 8.9
Tests Correct
Attempt pass rate 42.9% 28.6%
Flaky tests 4 3
Total Runs 63 63
Cost per result 0.660 0.201
Total Cost $0.025 $0.008
Input Price $0.435 / 1M $0.110 / 1M
Output Price $0.870 / 1M $0.800 / 1M
Total Input Tokens 44,845 47,250
Output Tokens 5,349 3,319
Reasoning Tokens 0 0
Response Time (avg) 12.38s 8.58s
Response Time (max) 58.65s 81.80s
Response Time (total) 260.06s 128.68s

Generation showcase

Hamster playing table tennis

Prompt: Create a detailed SVG illustration of a hamster playing table tennis.

#113 DeepSeek V4 Pro

none
Invalid SVG
Cost
$0.000
Time
300.0s
Tokens
0 tok

#150 Qwen3 Coder Next

medium
Invalid SVG
Cost
$0.000
Time
300.0s
Tokens
0 tok

Top Models by Score

Score vs Total Cost

Response Time (avg)

Score vs Response Time (avg)

Total Output Tokens

Score vs Total Output Tokens

Category Breakdown

Anti-AI Tricks Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Input Tokens Output Tokens Reasoning Tokens
DeepSeek V4 Pro 3.5 8.0 16.7% 1 14.02s 540 704 0
Qwen3 Coder Next 3.5 8.1 16.7% 1 8.64s 645 1,252 0
Coding Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Input Tokens Output Tokens Reasoning Tokens
DeepSeek V4 Pro 4.6 7.9 22.2% 1 6.11s 7,279 531 0
Qwen3 Coder Next 3.7 7.2 22.2% 1 924ms 7,185 336 0
Combined Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Input Tokens Output Tokens Reasoning Tokens
DeepSeek V4 Pro 9.5 10.0 100.0% 0 25.49s 20,773 1,911 0
Qwen3 Coder Next 3.0 10.0 0.0% 0 4.28s 20,469 317 0
Data parsing and extraction Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Input Tokens Output Tokens Reasoning Tokens
DeepSeek V4 Pro 6.9 5.8 66.7% 1 30.54s 5,633 170 0
Qwen3 Coder Next 6.5 10.0 50.0% 0 81.80s 7,758 246 0
Domain specific Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Input Tokens Output Tokens Reasoning Tokens
DeepSeek V4 Pro 5.3 10.0 33.3% 0 3.17s 666 18 0
Qwen3 Coder Next 5.3 10.0 33.3% 0 638ms 753 25 0
General Intelligence Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Input Tokens Output Tokens Reasoning Tokens
DeepSeek V4 Pro 4.3 9.9 0.0% 0 3.75s 471 132 0
Qwen3 Coder Next 6.3 3.4 66.7% 1 1.39s 498 142 0
Instructions following Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Input Tokens Output Tokens Reasoning Tokens
DeepSeek V4 Pro 6.3 10.0 50.0% 0 8.23s 627 64 0
Qwen3 Coder Next 6.3 10.0 50.0% 0 7.49s 684 63 0
Puzzle Solving Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Input Tokens Output Tokens Reasoning Tokens
DeepSeek V4 Pro 7.6 7.2 77.8% 1 15.95s 594 173 0
Qwen3 Coder Next 3.0 10.0 0.0% 0 1.25s 678 671 0
Tool Calling Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Input Tokens Output Tokens Reasoning Tokens
DeepSeek V4 Pro 10.0 10.0 100.0% 0 5.92s 8,079 219 0
Qwen3 Coder Next 10.0 10.0 100.0% 0 2.64s 8,364 255 0
Trivia Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Input Tokens Output Tokens Reasoning Tokens
DeepSeek V4 Pro 3.0 10.0 0.0% 0 15.59s 183 1,427 0
Qwen3 Coder Next 3.0 10.0 0.0% 0 399ms 216 12 0

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