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inclusionAI: Ling-2.6-1T vs Qwen: Qwen3 Coder Next

Summary

Ling-2.6-1T vs Qwen3 Coder Next benchmark comparison: Qwen3 Coder Next leads on average score with 4.6 vs 4.3. Ling-2.6-1T has the lower benchmark cost at $0.005 vs $0.008. Ling-2.6-1T is faster at 7.72s vs 8.58s, with pass rates of 14.3% vs 28.6%.

Recommended model: Ling-2.6-1T - Its score stays close to the best score here (4.3 vs 4.6), while costing about 1.9x less than Qwen3 Coder Next.

Last updated at: 2026-06-04

Metric Ling-2.6-1T Ling-2.6-1T none Release: 2026-04-23 Qwen3 Coder Next Qwen3 Coder Next medium Release: 2026-02-03
Score 4.3 4.6
Rank #159 #150
Reliability N/A 10.0
Consistency 10.0 8.9
Tests Correct
Attempt pass rate 14.3% 28.6%
Flaky tests 0 3
Total Runs 63 63
Cost per result 0.000 0.201
Total Cost $0.005 $0.008
Input Price $0.075 / 1M $0.110 / 1M
Output Price $0.625 / 1M $0.800 / 1M
Total Input Tokens 34,905 47,250
Output Tokens 2,434 3,319
Reasoning Tokens 0 0
Response Time (avg) 7.72s 8.58s
Response Time (max) 25.72s 81.80s
Response Time (total) 139.00s 128.68s

Generation showcase

Hamster playing table tennis

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

#159 Ling-2.6-1T

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-2.6-1T 3.4 10.0 0.0% 0 6.55s 726 777 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-2.6-1T 3.8 10.0 0.0% 0 10.57s 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-2.6-1T 3.0 10.0 0.0% 0 23.53s 9,030 183 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-2.6-1T 10.0 10.0 100.0% 0 1.37s 8,313 285 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-2.6-1T 3.0 10.0 0.0% 0 1.04s 810 27 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-2.6-1T 5.0 10.0 0.0% 0 20.34s 540 140 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-2.6-1T 6.4 10.0 50.0% 0 5.36s 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-2.6-1T 3.1 10.0 0.0% 0 5.36s 729 131 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-2.6-1T 3.0 10.0 0.0% 0 25.72s 13,212 429 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-2.6-1T 3.0 10.0 0.0% 0 0ms 0 0 0
Qwen3 Coder Next 3.0 10.0 0.0% 0 399ms 216 12 0

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