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inclusionAI: Ling-2.6-flash vs Qwen: Qwen3 Coder Next

Summary

Ling-2.6-flash vs Qwen3 Coder Next benchmark comparison: Ling-2.6-flash leads on average score with 5.0 vs 4.6. Ling-2.6-flash has the lower benchmark cost at $0.001 vs $0.008. Qwen3 Coder Next is faster at 8.58s vs 9.34s, with pass rates of 31.8% vs 28.6%.

Recommended model: Ling-2.6-flash - It has the best score here (5.0), while costing about 15.9x less than Qwen3 Coder Next.

Last updated at: 2026-06-04

Metric Ling-2.6-flash Ling-2.6-flash none Release: 2026-04-21 Qwen3 Coder Next Qwen3 Coder Next medium Release: 2026-02-03
Score 5.0 4.6
Rank #138 #150
Reliability 10.0 10.0
Consistency 9.2 8.9
Tests Correct
Attempt pass rate 31.8% 28.6%
Flaky tests 2 3
Total Runs 63 63
Cost per result 0.005 0.201
Total Cost $0.001 $0.008
Input Price $0.010 / 1M $0.110 / 1M
Output Price $0.030 / 1M $0.800 / 1M
Total Input Tokens 40,718 47,250
Output Tokens 2,878 3,319
Reasoning Tokens 0 0
Response Time (avg) 9.34s 8.58s
Response Time (max) 35.34s 81.80s
Response Time (total) 177.48s 128.68s

Generation showcase

Hamster playing table tennis

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

#138 Ling-2.6-flash

none
No showcase result has been generated for this model yet.
Cost
$0.000
Time
-
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
Ling-2.6-flash 6.8 8.1 58.3% 1 11.81s 726 573 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
Ling-2.6-flash 5.3 10.0 33.3% 0 11.21s 813 381 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
Ling-2.6-flash 3.0 10.0 0.0% 0 35.34s 20,818 1,069 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
Ling-2.6-flash 6.5 10.0 50.0% 0 8.48s 8,004 246 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
Ling-2.6-flash 3.0 10.0 0.0% 0 4.95s 810 24 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
Ling-2.6-flash 4.0 10.0 0.0% 0 1.45s 540 109 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
Ling-2.6-flash 9.8 10.0 100.0% 0 5.52s 732 81 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
Ling-2.6-flash 2.9 7.2 11.1% 1 6.51s 729 151 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
Ling-2.6-flash 3.0 10.0 0.0% 0 18.80s 7,324 229 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
Ling-2.6-flash 3.0 10.0 0.0% 0 1.06s 222 15 0
Qwen3 Coder Next 3.0 10.0 0.0% 0 399ms 216 12 0

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